# AI Coding Field Notes

> 64 write-ups on what AI coding tools actually cost, and one dataset of every figure they cite. Published from https://spectracodeai.com/ under CC BY 4.0.

Every number in these notes traces back to a named source. Figures without one were cut before publishing.

The write-ups are in English. The dataset itself is language-neutral (figures plus the English sentence each came from), and there is a summary page in 中文, Español, 日本語, 한국어, Tiếng Việt, Français, Deutsch, Русский, Bahasa Indonesia:

- [中文](https://spectracodeai.com/README_CN.html): what this dataset is, how to pull it, and where to say something — in 中文.
- [Español](https://spectracodeai.com/README_ES.html): what this dataset is, how to pull it, and where to say something — in Español.
- [日本語](https://spectracodeai.com/README_JA.html): what this dataset is, how to pull it, and where to say something — in 日本語.
- [한국어](https://spectracodeai.com/README_KO.html): what this dataset is, how to pull it, and where to say something — in 한국어.
- [Tiếng Việt](https://spectracodeai.com/README_VI.html): what this dataset is, how to pull it, and where to say something — in Tiếng Việt.
- [Français](https://spectracodeai.com/README_FR.html): what this dataset is, how to pull it, and where to say something — in Français.
- [Deutsch](https://spectracodeai.com/README_DE.html): what this dataset is, how to pull it, and where to say something — in Deutsch.
- [Русский](https://spectracodeai.com/README_RU.html): what this dataset is, how to pull it, and where to say something — in Русский.
- [Bahasa Indonesia](https://spectracodeai.com/README_ID.html): what this dataset is, how to pull it, and where to say something — in Bahasa Indonesia.

## Dataset

- [Every published figure, 629 rows](https://spectracodeai.com/figures.html): prices, percentages, multiples, token counts and durations. Fields: `value`, `kind` (`price` / `percent` / `multiple` / `tokens` / `duration`), `unit`, `context`, `article`, `published`, `url` (the copy on this site — no reply box), `medium` (published there first, empty if it never was), `thread` (same piece as a GitHub discussion, with a reply box).
- [JSON](https://cdn.jsdelivr.net/gh/xyzs996/llm-api-pricing@main/data/figures.json): the same rows, machine-readable.
- [CSV](https://cdn.jsdelivr.net/gh/xyzs996/llm-api-pricing@main/data/figures.csv): the same rows, one line each.

## Model list prices (68 models, read 2026-10-11)

Per million tokens, for models ranked in an agents category of the Design Arena. Quoted from OpenRouter's public catalog on the date above — this is list price, not a bill: cache hits, batch tiers and providers all price differently, and rows marked (batch) are the catalog's separate batch entries. Full table: https://spectracodeai.com/prices.html

- **GLM 5.2** — $0.06 in / $7.0 out per 1M tokens, 1048576 token context, best agents rank #10 in agenticgamedev (2026-10-11). Written up: https://spectracodeai.com/articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.html
- **GLM 5.3** — $0.07 in / $4.8 out per 1M tokens, 1048576 token context, best agents rank #8 in python-pptxslides (2026-10-11).
- **Solar Pro 4** — $0.09 in / $0.36 out per 1M tokens, 524288 token context, best agents rank #35 in webapps (2026-10-11).
- **DeepSeek V4 Pro 0423** — $0.2088 in / $0.4176 out per 1M tokens, 1048576 token context, best agents rank #32 in godotgamedev (2026-10-11).
- **Gemini 3 Flash Preview (batch)** — $0.25 in / $1.5 out per 1M tokens, 1048576 token context, best agents rank #8 in agenticslides (2026-10-11).
- **MiniMax M3** — $0.3 in / $1.2 out per 1M tokens, 1048576 token context, best agents rank #12 in htmlslides (2026-10-11). Written up: https://spectracodeai.com/articles/1-6-billion-free-tokens-is-a-compression-ratio-not-a.html
- **Gemini 3.6 Flash (batch)** — $0.375 in / $1.875 out per 1M tokens, 1048576 token context, best agents rank #11 in androidnative (2026-10-11).
- **Gemini 3.7 Flash (batch)** — $0.375 in / $1.875 out per 1M tokens, 1048576 token context, best agents rank #5 in agenticgamedev (2026-10-11). Written up: https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **Gemini 3.8 Flash (batch)** — $0.375 in / $1.875 out per 1M tokens, 1048576 token context, best agents rank #5 in godotgamedev (2026-10-11).
- **MiMo-V2.6-Pro** — $0.435 in / $0.87 out per 1M tokens, 1050000 token context, best agents rank #5 in webapps (2026-10-11).
- **GLM 5.3 (batch)** — $0.45 in / $2.0 out per 1M tokens, 1048576 token context, best agents rank #8 in python-pptxslides (2026-10-11).
- **GLM 4.6** — $0.5 in / $2.0 out per 1M tokens, 204800 token context, best agents rank #17 in godotgamedev (2026-10-11).
- **Kimi K2.5** — $0.5 in / $2.5 out per 1M tokens, 262144 token context, best agents rank #15 in godotgamedev (2026-10-11).
- **Gemini 3 Flash Preview** — $0.5 in / $3.0 out per 1M tokens, 1048576 token context, best agents rank #8 in agenticslides (2026-10-11).
- **GLM 5** — $0.6 in / $1.92 out per 1M tokens, 204800 token context, best agents rank #18 in htmlslides (2026-10-11).
- **GLM 4.7** — $0.6 in / $2.2 out per 1M tokens, 204800 token context, best agents rank #27 in androidnative (2026-10-11).
- **Kimi K2.6** — $0.65 in / $3.41 out per 1M tokens, 262144 token context, best agents rank #2 in agentichtmlslides (2026-10-11). Written up: https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **Kimi K2.7 Code** — $0.6712 in / $3.35 out per 1M tokens, 262144 token context, best agents rank #7 in htmlslides (2026-10-11).
- **Gemini 3.6 Flash** — $0.75 in / $3.75 out per 1M tokens, 1048576 token context, best agents rank #11 in androidnative (2026-10-11).
- **Gemini 3.7 Flash** — $0.75 in / $3.75 out per 1M tokens, 1048576 token context, best agents rank #5 in agenticgamedev (2026-10-11). Written up: https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **Gemini 3.8 Flash** — $0.75 in / $3.75 out per 1M tokens, 1048576 token context, best agents rank #5 in godotgamedev (2026-10-11).
- **Gemini 3.5 Flash (batch)** — $0.75 in / $4.5 out per 1M tokens, 1048576 token context, best agents rank #2 in agenticslides(python-pptx) (2026-10-11).
- **Kimi K3** — $0.8 in / $10.0 out per 1M tokens, 1048576 token context, best agents rank #2 in fullstack (2026-10-11). Written up: https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **GPT-5.2 (batch)** — $0.875 in / $7.0 out per 1M tokens, 400000 token context, best agents rank #23 in godotgamedev (2026-10-11).
- **GLM 5.1** — $0.966 in / $3.036 out per 1M tokens, 204800 token context, best agents rank #2 in agenticslides (2026-10-11).
- **Grok 4.3 (batch)** — $1.0 in / $2.0 out per 1M tokens, 1000000 token context, best agents rank #8 in pptxslides (2026-10-11).
- **Inkling** — $1.0 in / $4.05 out per 1M tokens, 524288 token context, best agents rank #22 in webapps (2026-10-11).
- **Claude Sonnet 5 (batch)** — $1.0 in / $5.0 out per 1M tokens, 1000000 token context, best agents rank #5 in htmlslides (2026-10-11). Written up: https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **Gemini 3.1 Pro Preview (batch)** — $1.0 in / $6.0 out per 1M tokens, 1048576 token context, best agents rank #4 in agentichtmlslides (2026-10-11).
- **GLM 5V Turbo** — $1.2 in / $4.0 out per 1M tokens, 202752 token context, best agents rank #4 in androidnative (2026-10-11).
- **Grok 4.20** — $1.25 in / $2.5 out per 1M tokens, 2000000 token context, best agents rank #11 in htmlslides (2026-10-11).
- **Grok 4.3** — $1.25 in / $2.5 out per 1M tokens, 1000000 token context, best agents rank #8 in pptxslides (2026-10-11).
- **Muse Spark 1.1** — $1.25 in / $4.25 out per 1M tokens, 1048576 token context, best agents rank #8 in htmlslides (2026-10-11). Written up: https://spectracodeai.com/articles/1-6-billion-free-tokens-is-a-compression-ratio-not-a.html
- **Muse Spark 1.2** — $1.25 in / $4.25 out per 1M tokens, 1048576 token context, best agents rank #10 in androidnative (2026-10-11).
- **Muse Spark 1.3** — $1.25 in / $4.25 out per 1M tokens, 1048576 token context, best agents rank #2 in webapps (2026-10-11).
- **GPT-5.4 (batch)** — $1.25 in / $7.5 out per 1M tokens, 1050000 token context, best agents rank #25 in godotgamedev (2026-10-11).
- **GPT-5.1-Codex** — $1.25 in / $10.0 out per 1M tokens, 400000 token context, best agents rank #18 in mobileapps (2026-10-11).
- **Qwen3.7 Max** — $1.475 in / $4.425 out per 1M tokens, 1000000 token context, best agents rank #15 in htmlslides (2026-10-11). Written up: https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **Claude Sonnet 4.5 (batch)** — $1.5 in / $7.5 out per 1M tokens, 1000000 token context, best agents rank #31 in mobileapps (2026-10-11).
- **Claude Sonnet 4.6 (batch)** — $1.5 in / $7.5 out per 1M tokens, 1000000 token context, best agents rank #12 in godotgamedev (2026-10-11).
- **Gemini 3.5 Flash** — $1.5 in / $9.0 out per 1M tokens, 1048576 token context, best agents rank #2 in agenticslides(python-pptx) (2026-10-11).
- **GPT-5.2** — $1.75 in / $14.0 out per 1M tokens, 400000 token context, best agents rank #23 in godotgamedev (2026-10-11).
- **GPT-5.2-Codex** — $1.75 in / $14.0 out per 1M tokens, 400000 token context, best agents rank #20 in androidnative (2026-10-11).
- **GPT-5.3-Codex** — $1.75 in / $14.0 out per 1M tokens, 400000 token context, best agents rank #27 in godotgamedev (2026-10-11).
- **Grok 4.5** — $2.0 in / $6.0 out per 1M tokens, 500000 token context, best agents rank #6 in agenticgamedev (2026-10-11).
- **Grok 4.6** — $2.0 in / $6.0 out per 1M tokens, 500000 token context, best agents rank #1 in androidnative (2026-10-11).
- **Claude Opus 5.5 (batch)** — $2.0 in / $10.0 out per 1M tokens, 1000000 token context, best agents rank #2 in mobileapps (2026-10-11).
- **Claude Sonnet 5** — $2.0 in / $10.0 out per 1M tokens, 1000000 token context, best agents rank #5 in htmlslides (2026-10-11). Written up: https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **Gemini 3.1 Pro Preview** — $2.0 in / $12.0 out per 1M tokens, 1048576 token context, best agents rank #4 in agentichtmlslides (2026-10-11).
- **Kimi K3 (batch)** — $2.28 in / $11.4 out per 1M tokens, 1048576 token context, best agents rank #2 in fullstack (2026-10-11). Written up: https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **Claude Opus 4.5 (batch)** — $2.5 in / $12.5 out per 1M tokens, 200000 token context, best agents rank #17 in androidnative (2026-10-11).
- **Claude Opus 4.6 (batch)** — $2.5 in / $12.5 out per 1M tokens, 1000000 token context, best agents rank #8 in agenticgamedev (2026-10-11).
- **Claude Opus 4.8 (batch)** — $2.5 in / $12.5 out per 1M tokens, 1000000 token context, best agents rank #1 in agenticslides (2026-10-11).
- **Claude Opus 5 (batch)** — $2.5 in / $12.5 out per 1M tokens, 1000000 token context, best agents rank #1 in mobileapps (2026-10-11). Written up: https://spectracodeai.com/articles/how-a-multi-agent-ai-system-made-7-600-in-7-days-for-under.html
- **GPT-5.4** — $2.5 in / $15.0 out per 1M tokens, 1050000 token context, best agents rank #25 in godotgamedev (2026-10-11).
- **GPT-5.5 (batch)** — $2.5 in / $15.0 out per 1M tokens, 1050000 token context, best agents rank #6 in agenticslides (2026-10-11).
- **Claude Sonnet 4.5** — $3.0 in / $15.0 out per 1M tokens, 1000000 token context, best agents rank #31 in mobileapps (2026-10-11).
- **Claude Sonnet 4.6** — $3.0 in / $15.0 out per 1M tokens, 1000000 token context, best agents rank #12 in godotgamedev (2026-10-11).
- **Claude Opus 5.5** — $4.0 in / $20.0 out per 1M tokens, 1000000 token context, best agents rank #2 in mobileapps (2026-10-11).
- **Claude Fable 5.1 (batch)** — $5.0 in / $25.0 out per 1M tokens, 1000000 token context, best agents rank #1 in fullstack (2026-10-11).
- **Claude Fable 5 (batch)** — $5.0 in / $25.0 out per 1M tokens, 1000000 token context, best agents rank #1 in agenticgamedev (2026-10-11).
- **Claude Opus 4.5** — $5.0 in / $25.0 out per 1M tokens, 200000 token context, best agents rank #17 in androidnative (2026-10-11).
- **Claude Opus 4.6** — $5.0 in / $25.0 out per 1M tokens, 1000000 token context, best agents rank #8 in agenticgamedev (2026-10-11).
- **Claude Opus 4.8** — $5.0 in / $25.0 out per 1M tokens, 1000000 token context, best agents rank #1 in agenticslides (2026-10-11).
- **Claude Opus 5** — $5.0 in / $25.0 out per 1M tokens, 1000000 token context, best agents rank #1 in mobileapps (2026-10-11). Written up: https://spectracodeai.com/articles/how-a-multi-agent-ai-system-made-7-600-in-7-days-for-under.html
- **GPT-5.5** — $5.0 in / $30.0 out per 1M tokens, 1050000 token context, best agents rank #6 in agenticslides (2026-10-11).
- **Claude Fable 5** — $10.0 in / $50.0 out per 1M tokens, 1000000 token context, best agents rank #1 in agenticgamedev (2026-10-11).
- **Claude Fable 5.1** — $10.0 in / $50.0 out per 1M tokens, 1000000 token context, best agents rank #1 in fullstack (2026-10-11).

## DeepSeek peak / off-peak hours

- [When DeepSeek bills double, and when it halves](https://spectracodeai.com/deepseek-peak-hours.html): peak is Beijing 09:00–12:00 and 14:00–18:00, Monday to Friday (01:00-04:00 and 06:00-10:00 UTC); off-peak is half of peak on every rate; the whole weekend is off-peak, bounded 16:00 UTC Friday to 16:00 UTC Sunday. The two language versions of the vendor's page anchor that weekday to different clocks — the Chinese one says 北京时间周一至周五 (Beijing time, Monday to Friday), the English one says "UTC, Monday through Friday" — so implementations written from the English page read the weekday in UTC. Both readings agree at all 168 hours today, because both windows close before 16:00 UTC, the earliest instant the two calendars can differ; they stop agreeing the day a window moves. Neither page carries an effective date today; the weekend rule started 00:00 Beijing time on 2026-08-23, which the page announced the day before and stopped saying once it took effect, so that date is a dated observation rather than something you can still read off the vendor. Dated conformance vectors and a dependency-free reference implementation in Python and JavaScript: <https://github.com/xyzs996/deepseek-peak-hours>, public domain. That repository also runs those vectors against the peak predicate of 9 published DeepSeek billing plugins (`node conformance/run.mjs`); on 2026-08-24, 3 of 9 passed every vector they could run, and every failure was the weekend.

## Every price figure (136)

Quoted, not paraphrased: each is the sentence it was published in, with the date it was published. Nothing here is a vendor price sheet — it is what a working developer wrote down about what they paid.

- **$0.19 per million tokens** — “Chinese AI models provide a cost-effective alternative to their American counterparts, with input costs as low as $0.19 per million tokens, compared to OpenAI's $5-12.” (2026-08-07) https://spectracodeai.com/articles/how-chinese-ai-agent-tools-leverage-1-6-billion-free-tokens.html
- **$1 per million tokens** — “They are priced at $1 per million tokens, with a gross profit margin of 10% - 20%.” (2026-08-07) https://spectracodeai.com/articles/how-chinese-ai-agent-tools-leverage-1-6-billion-free-tokens.html
- **$0.06 per million tokens** — “It offers a price range of $0.06-0.2 per million tokens, targeting global small and medium-sized enterprises and individual users.” (2026-08-07) https://spectracodeai.com/articles/how-chinese-ai-agent-tools-leverage-1-6-billion-free-tokens.html
- **$7,600** — “An AI crypto trading bot reportedly made $7,600 in a week.” That line gets clicks.” (2026-10-02) https://spectracodeai.com/articles/how-a-multi-agent-ai-system-made-7-600-in-7-days-for-under.html
- **$100** — “The real story isn’t the profit — it’s the cost: under $100 in API fees.” (2026-10-02) https://spectracodeai.com/articles/how-a-multi-agent-ai-system-made-7-600-in-7-days-for-under.html
- **$7,600** — “The net gain was around 55,000 RMB (~$7,600), sustained for 7 days.” (2026-10-02) https://spectracodeai.com/articles/how-a-multi-agent-ai-system-made-7-600-in-7-days-for-under.html
- **$5 per month** — “The tool runs on a $5/month VPS using Docker.” (2026-10-01) https://spectracodeai.com/articles/how-alibaba-s-open-code-review-slashed-ai-code-review-costs.html
- **$0.028 per million tokens** — “One developer swapped their default backend for DeepSeek V4 Flash and saw API costs drop to just $0.028 per million tokens.” (2026-09-30) https://spectracodeai.com/articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.html
- **$2,000 per month** — “You’re not a team with a $2,000/month AI budget.” (2026-09-30) https://spectracodeai.com/articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.html
- **$0.028 per million input tokens** — “For example, DeepSeek is known for high cost efficiency at $0.028 per million input tokens.” (2026-09-30) https://spectracodeai.com/articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.html
- **$0.028 per million tokens** — “With DeepSeek V4 Flash priced at just $0.028 per million tokens, developers can assign lightweight tasks like boilerplate generation or syntax checking to this model, reserving higher-cost models for nuanced logic or debugging.” (2026-09-30) https://spectracodeai.com/articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.html
- **$0.028 per million tokens** — “Take DeepSeek V4 Flash: it costs just $0.028 per million tokens.” (2026-09-30) https://spectracodeai.com/articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.html
- **$1 per million tokens** — “Even at the high end, models like GLM 5.2 and DeepSeek V4 Pro hover around $1 per million tokens.” (2026-09-30) https://spectracodeai.com/articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.html
- **$0.028** — “Headline: Codex vs. OpenCodex: One Costs $0.028/M Token.” (2026-09-30) https://spectracodeai.com/articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.html
- **$1.43** — “The price spread is wide even among the Western flagships, which becomes obvious on ReactBench, where one run with GPT 5.6 Sol costs about $1.43 while one run with Fable 5 costs $9.05, which means that a single Fable 5 run comes to a bit more than six times as much as the GPT 5.6 Sol run does.” (2026-09-25) https://spectracodeai.com/articles/stop-hitting-the-5-hour-limit-routing-your-ide-s-ai.html
- **$63,000 per month** — “Jordan, an independent developer, now earns $63,000 a month from Resellbot, a tool that handles the daily sharing Poshmark sellers used to do by hand.” (2026-09-21) https://spectracodeai.com/articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.html
- **$63,000** — “What started as a 30-line JavaScript script has grown into a tool that now generates a monthly income of $63,000.” (2026-09-21) https://spectracodeai.com/articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.html
- **$170,000** — “In contrast to one-off projects, micro-automation tools excel at addressing single, high-frequency pain points A former Alibaba P8, after facing three months of unsuccessful job applications, pivoted to building AI software that has five core features—including scheduled automation and skill packages—to generate $170,000 in monthly revenue The data from these 27 successful cases reveals that the most effective tools prioritize "scheduled automation," which can reduce manual task time from several hours each day to zero minutes.” (2026-09-21) https://spectracodeai.com/articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.html
- **$29** — “For instance, if you intend to build a contract comparison tool, start by manually assisting three to ten legal assistants at a rate of $29 per document to validate the demand before writing a single line of production code.” (2026-09-21) https://spectracodeai.com/articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.html
- **$9.90** — “Once the process is verified, you can target the pricing "sweet spot" for utility-based Micro-SaaS, which typically falls between $9.90 and $49.00 per month.” (2026-09-21) https://spectracodeai.com/articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.html
- **$33,000** — “This tool specifically targets the need for static websites to have a lightweight form backend, and it has managed to capture an impressive $33,000 in monthly revenue.” (2026-09-21) https://spectracodeai.com/articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.html
- **$9.9** — “When it comes to tool-based micro-Saas in North America, the pricing sweet spot typically falls between $9.9 and $49 per month.” (2026-09-21) https://spectracodeai.com/articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.html
- **$10** — “An AI image generation tool used Google Ads to boost its monthly paying subscribers from approximately 80 to over 500, maintaining a customer acquisition cost of around $10 per paying user.” (2026-09-16) https://spectracodeai.com/articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.html
- **$215** — “This strategy proved effective, as the early paying cohort generated a total revenue of $215 each over an eleven-month period.” (2026-09-16) https://spectracodeai.com/articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.html
- **$10** — “The $10 leaves your account this week.” (2026-09-16) https://spectracodeai.com/articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.html
- **$215** — “The $215 arrives over eleven months, which means the thing you actually need isn't a good ratio, it's enough cash to carry ten months of gap while the ratio resolves.” (2026-09-16) https://spectracodeai.com/articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.html
- **$62.50** — “It does about 80,000 visits a month and around ¥5,000 a month in affiliate revenue, an effective RPM of $62.50 — five to ten times what most content sites earn per thousand reads.” (2026-09-16) https://spectracodeai.com/articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.html
- **$1.37** — “Its ad network recorded 1,082 impressions and $1.37 in revenue over roughly ten days, an average CPM of $1.266.” (2026-09-16) https://spectracodeai.com/articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.html
- **$7.25** — “That site is one of ten built inside a 20-day automated run whose first payout was $7.25.” (2026-09-16) https://spectracodeai.com/articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.html
- **$10 per month** — “For calibration on what that market bears: indie developers report paying $10 to $50 a month for SEO data, a tenth to a quarter of a Semrush seat.” (2026-09-16) https://spectracodeai.com/articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.html
- **$25,000 per month** — “It has run for 19 years on zero promotion budget and now brings in $25,000 a month.” (2026-09-15) https://spectracodeai.com/articles/building-high-income-single-page-tool-sites-via-seo.html
- **$25,000** — “This case conversion tool has been operating for 19 years without any promotion, yet it rakes in a monthly income of $25,000.” (2026-09-15) https://spectracodeai.com/articles/building-high-income-single-page-tool-sites-via-seo.html
- **$63,000,** — “Consider Jordan, who noticed his partner spending hours manually sharing items on Poshmark, and by developing a simple 30-line JavaScript automation script to solve this pain point, he created Resellbot, which eventually scaled to a monthly revenue of $63,000, while this progression highlights how identifying such tedious manual tasks can serve as a potent foundation for building highly profitable and scalable software solutions.” (2026-09-15) https://spectracodeai.com/articles/building-high-income-single-page-tool-sites-via-seo.html
- **$1 million** — “For instance, the insight highlights that a $1 million annual revenue target for a solo company can be broken down into a daily goal of $2777.” (2026-09-15) https://spectracodeai.com/articles/building-high-income-single-page-tool-sites-via-seo.html
- **$150** — “This could be achieved by selling 18 products at $150 each per day, or through other strategic methods.” (2026-09-15) https://spectracodeai.com/articles/building-high-income-single-page-tool-sites-via-seo.html
- **$16,000** — “It generates a monthly income of $16,000 and has over 400 paid subscribers.” (2026-09-15) https://spectracodeai.com/articles/building-high-income-single-page-tool-sites-via-seo.html
- **$1.43** — “One GPT-5.6 Sol run might cost $1.43, while other models could cost upwards of $9.00 for the same task.” (2026-09-15) https://spectracodeai.com/articles/claude-code-can-model-a-flange-but-not-a-freeform-surface-a.html
- **$0.028 per million tokens** — “DeepSeek V4 Flash costs $0.028 per million tokens and is fast.” (2026-09-15) https://spectracodeai.com/articles/claude-code-can-model-a-flange-but-not-a-freeform-surface-a.html
- **$63,000 per month** — “Jordan earns $63,000 a month with just 30 lines of JavaScript for his Micro-SaaS, Resellbot, which automates Poshmark sharing.” (2026-08-24) https://spectracodeai.com/articles/automating-short-video-marketing-with-ai-a-low-cost-growth.html
- **$63,000 per month** — “Jordan's success with Resellbot, a Micro-SaaS that automates Poshmark sharing, is a notable example: he earns $63,000 a month with just 30 lines of JavaScript.” (2026-08-24) https://spectracodeai.com/articles/automating-short-video-marketing-with-ai-a-low-cost-growth.html
- **$500** — “After generating content, they can rent these websites to local businesses for monthly subscriptions, earning $500-$3,000 per website per month.” (2026-08-24) https://spectracodeai.com/articles/automating-short-video-marketing-with-ai-a-low-cost-growth.html
- **$0.81 per million input tokens** — “Line up 40 models by the price on the card and the Chinese ones look like a rout: the median lists at $0.81 per million input tokens against $2.00 for the American ones, a gap of 2.47x.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$25** — “Output — the scariest sticker, $25 or $50 per million — is under a third of one percent of the volume.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$0.2015** — “Reprice at that mix and the medians land at $0.2015 against $0.3046.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$0.0429** — “Cheapest: GMICloud at $0.0429.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$0.3923** — “Dearest: Venice at $0.3923.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$0.5262** — “On input StreamLake wins by a third of one percent — $0.5262 against GMICloud's $0.5280.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$1.475 per million** — “Qwen3.7 Max lists at $1.475 per million input.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$2.00** — “Claude Sonnet 5 lists at $2.00.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$355.00** — “Run the billion tokens through: Qwen3.7 Max bills $355.00, Claude Sonnet 5 bills $301.68.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$3,000** — “While we are here: budgeting a billion tokens at Kimi K3's list input predicts $3,000.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$452.52** — “The real figure is $452.52, an overestimate of 6.6x.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$50 per million** — “A model at $50 per million output looks four times worse than one at $12.50.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$0.0566** — “Gemini 3.7 Flash is the cheapest of the 40 at $0.0566 effective, and DeepSeek V4 Pro sits right next to it — a fact that turned out to be the loose thread in this whole piece.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$0.0664** — “The $0.0664 figure is StreamLake's to four decimals, and the day before it belonged to someone else.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$0.0429** — “At GMICloud it is $0.0429, comfortably the cheapest of the forty; at Venice it is $0.3923, mid-table.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$0.4525** — “Kimi K3 prices at $0.4525 effective.” (2026-08-24) https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html
- **$22,000 per month** — “StoryShort hit $22,000 a month in its first three months.” (2026-08-23) https://spectracodeai.com/articles/the-22k-a-month-ai-tool-that-never-bought-a-single-ad.html
- **$500,000** — “Cumulative revenue was close to $500,000 by the time the product went up for sale.” (2026-08-23) https://spectracodeai.com/articles/the-22k-a-month-ai-tool-that-never-bought-a-single-ad.html
- **$63,000 per month** — “That script became Resellbot, which runs at $63,000 a month.” (2026-08-23) https://spectracodeai.com/articles/the-22k-a-month-ai-tool-that-never-bought-a-single-ad.html
- **$83,333 per month** — “A million dollars a year is $83,333 a month, or $2,777 a day.” (2026-08-23) https://spectracodeai.com/articles/the-22k-a-month-ai-tool-that-never-bought-a-single-ad.html
- **$150** — “On a $150 product that is 18 sales a day, and at a 2.5% landing-page conversion rate, 18 sales needs 720 visitors a day.” (2026-08-23) https://spectracodeai.com/articles/the-22k-a-month-ai-tool-that-never-bought-a-single-ad.html
- **$22,000 per month** — “The organic channel that produced $22,000 a month is running at roughly half the traffic a million-dollar year would need, and it took three months to get there.” (2026-08-23) https://spectracodeai.com/articles/the-22k-a-month-ai-tool-that-never-bought-a-single-ad.html
- **$1.2 million** — “StoryShort was listed at $1.2 million, about 4.4 times annual revenue, at a point when its most recent thirty days were running 11% below the thirty before them.” (2026-08-23) https://spectracodeai.com/articles/the-22k-a-month-ai-tool-that-never-bought-a-single-ad.html
- **$24,000** — “One watched competitor prices, one produced ad creative, one answered customer mail, and together they pulled 170,000 yuan a month out of them, somewhere near $24,000.” (2026-08-23) https://spectracodeai.com/articles/stop-using-ai-as-a-chatbot-how-to-build-an-indie.html
- **$1,000,000** — “Breaking a $1,000,000 annual revenue goal into a daily intake of $2,777 — eighteen standardized units at $150 a day — is the same discipline applied with a bigger numerator, and it works for the same reason: it converts an ambition into a countable daily event.” (2026-08-22) https://spectracodeai.com/articles/why-vanity-metrics-kill-ai-startups-700-customers-and-60.html
- **$22,000** — “Small and verified beats big and vague, and the comparison case makes the point better than I can: StoryShort, an AI short-video tool, matched in 3 months the cumulative revenue that the B2B tool useArtemis took 2 years to accumulate — around $22,000 in monthly Stripe-verified revenue against nearly $500,000 cumulative.” (2026-08-22) https://spectracodeai.com/articles/why-vanity-metrics-kill-ai-startups-700-customers-and-60.html
- **$400 per month** — “A six-hour Chrome extension pays $400 a month.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$3 per month** — “Roughly 10% of them pay $3 a month for the premium tier.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$3** — “The $3 tier adds multi-word replacement, regex matching, and per-site rules.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$29** — “Before writing a contract-comparison tool, one builder handled three to ten comparisons by hand at $29 a document, and only turned the routine into software once the same people kept coming back and paying for it.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$9.90** — “The sweet spot for a tool-shaped micro-SaaS in North America sits somewhere between $9.90 and $49 a month, but that range is a result rather than an opening decision.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$19** — “You do not set $19 and wait for buyers.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$19** — “You find buyers, and $19 turns out to be what they will pay.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$44,000** — “Then it sold a subscription around quitting, and reached $44,000 in monthly revenue without ever being a general health app.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$125K** — “It embedded a boring feature, the survey, into the one moment when an e-commerce buyer is honest, and got to $125K MRR.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$55k** — “James Dunn paired GPS trackers with a team that physically goes out and recovers stolen bikes, which is precisely the unpleasant part nobody wants to copy, and the thing runs at $55k MRR.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$500 per month** — “Generating local SEO content at volume gets a small site ranking sooner, and sites like that rent to local businesses for $500 to $3,000 a month each.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$3** — “Those six hours sat on top of a decision to keep every rule client-side, which is what made a $3 subscription at a 10% conversion rate profitable instead of merely busy.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$400** — “Zero servers meant all $400 stayed.” (2026-08-21) https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html
- **$1.43** — “A single run costs about $1.43 on the first and $9.05 on the second.” (2026-08-21) https://spectracodeai.com/articles/the-two-best-ai-code-reviewers-score-the-same-one-costs-1.html
- **$1.43** — “$1.43 against $9.05, per run, on the same benchmark.” (2026-08-21) https://spectracodeai.com/articles/the-two-best-ai-code-reviewers-score-the-same-one-costs-1.html
- **$1.43** — “The $1.43 and the $9.05 are both frontier models doing a job they were not specifically built for.” (2026-08-21) https://spectracodeai.com/articles/the-two-best-ai-code-reviewers-score-the-same-one-costs-1.html
- **$30 per day** — “With a budget as low as $30 per day, developers have reached an effective lead cost of $3 to $4.” (2026-08-20) https://spectracodeai.com/articles/stop-reading-similarweb-like-a-traffic-dashboard-read-it.html
- **$500** — “Independent developers are using AI to mass-produce local SEO content and build vertical service sites, packaging them into "digital properties" and renting them to local businesses for monthly rent between $500 and $3,000.” (2026-08-20) https://spectracodeai.com/articles/how-indie-developers-are-building-ai-powered-digital.html
- **$1,000,000** — “Divide $1,000,000 by 12 months and you get $83,333 a month, which breaks down to $2,777 a day.” (2026-08-20) https://spectracodeai.com/articles/how-indie-developers-are-building-ai-powered-digital.html
- **$150** — “You can reach that daily number by selling 18 copies of a $150 product, or by scaling higher-ticket services across a handful of properties.” (2026-08-20) https://spectracodeai.com/articles/how-indie-developers-are-building-ai-powered-digital.html
- **$150** — “At a standard 2.5% landing page conversion rate, you need roughly 720 unique visitors every single day just to move those 18 orders at $150 each.” (2026-08-20) https://spectracodeai.com/articles/how-indie-developers-are-building-ai-powered-digital.html
- **$10,000** — “Convincing a single commercial roofing contractor that your site can send $10,000 worth of monthly leads for a $1,000 monthly rental fee is an infinitely cleaner conversation.” (2026-08-20) https://spectracodeai.com/articles/how-indie-developers-are-building-ai-powered-digital.html
- **$1,000** — “Instead of chasing a 2.5% consumer conversion rate across unpredictable social channels, you sell a single $1,000 to $5,000 service package directly to one business owner — no massive ad campaigns, no hundreds of low-tier support tickets.” (2026-08-20) https://spectracodeai.com/articles/how-indie-developers-are-building-ai-powered-digital.html
- **$1.43 per run** — “One front-end benchmark put GPT-5.6 Sol at $1.43 per run against $9.05 for Fable 5.” (2026-08-19) https://spectracodeai.com/articles/1-6-billion-free-tokens-is-a-compression-ratio-not-a.html
- **$1 per million tokens** — “Top-tier Chinese models such as GLM5.2 and DeepSeek V4 Pro sit near $1 per million tokens at inference gross margins of 10% to 20%.” (2026-08-19) https://spectracodeai.com/articles/1-6-billion-free-tokens-is-a-compression-ratio-not-a.html
- **$0.06 per million** — “At the low end, MiniMax M3 runs $0.06 to $0.2 per million and draws 60% to 70% of its revenue from outside its home market.” (2026-08-19) https://spectracodeai.com/articles/1-6-billion-free-tokens-is-a-compression-ratio-not-a.html
- **$0.06 per million** — “A spread from $0.06 to $1 per million is more than 16x, and peak pricing adds another factor of 2 on top, which means the decision of which tier to route to on a Tuesday afternoon moves your bill further than any free quota can.” (2026-08-19) https://spectracodeai.com/articles/1-6-billion-free-tokens-is-a-compression-ratio-not-a.html
- **$1.25 per million** — “Meta priced Muse Spark 1.1 at $1.25 per million input and $4.25 per million output, roughly 75% and 83% below Anthropic's Opus, and the tradeoff is visible in the benchmarks, since it leads on MCP Atlas and JobBench while trailing on SWE-Bench Pro and DeepSWE 1.1.” (2026-08-19) https://spectracodeai.com/articles/1-6-billion-free-tokens-is-a-compression-ratio-not-a.html
- **$10,000** — “Sam Shore handed roughly two-thirds of Typeshare's equity to two people with established audiences, Dickie and Cole, and monthly revenue moved from $10,000 to $15,000 inside 30 days.” (2026-08-17) https://spectracodeai.com/articles/how-to-build-a-micro-saas-without-spending-a-dime-on-ads.html
- **$4 million per year** — “Klarna reported $4 million a year in savings and a 99.96 percent conversation engagement rate, the kind of pair of numbers that ends an internal debate before it starts.” (2026-08-16) https://spectracodeai.com/articles/when-ai-customer-service-backfired-klarna-s-case-and-the.html
- **$4 million** — “Klarna ran that sequence backwards, and the $4 million showed up on the books months before the CSAT number showed up to argue with it.” (2026-08-16) https://spectracodeai.com/articles/when-ai-customer-service-backfired-klarna-s-case-and-the.html
- **$4 million** — “The company reported $4 million in annual savings after the switch, which is the number that frees up budget for everything else on the roadmap.” (2026-08-16) https://spectracodeai.com/articles/when-ai-customer-service-backfired-klarna-s-case-and-the.html
- **$4 million** — “This is one company, one quarter, and Klarna had reasons to publish both the $4 million and the retraction that have nothing to do with what works for a team of one.” (2026-08-16) https://spectracodeai.com/articles/when-ai-customer-service-backfired-klarna-s-case-and-the.html
- **$500** — “Using AI tools to batch generate local SEO content reduces development costs for independent developers, accelerating website ranking on Google, after which the optimized site can be rented to local businesses for monthly revenue ranging from $500 to $3,000.” (2026-08-15) https://spectracodeai.com/articles/a-30-line-script-200-users-and-a-niche-nobody-wanted.html
- **$10,000** — “Sam Shore's experience with Typeshare, which shows how sharing equity with KOLs can accelerate growth, is a prime example; by granting three-fifths of his company's stock to two influential figures, he achieved a remarkable increase in monthly revenue, jumping from $10,000 to $15,000 in only 30 days.” (2026-08-15) https://spectracodeai.com/articles/a-30-line-script-200-users-and-a-niche-nobody-wanted.html
- **$150** — “The math only works if you sell 18 products at $150 each, every day.” (2026-08-15) https://spectracodeai.com/articles/a-30-line-script-200-users-and-a-niche-nobody-wanted.html
- **$150 per product** — “Resellbot's pricing model at $150 per product aligns with industry benchmarks for automation tools, ensuring competitiveness in the Micro-SaaS market.” (2026-08-15) https://spectracodeai.com/articles/a-30-line-script-200-users-and-a-niche-nobody-wanted.html
- **$6.3K per month** — “The $6.3K/month revenue shows that even with modest pricing, the tool captures meaningful demand in the Poshmark automation niche.” (2026-08-15) https://spectracodeai.com/articles/a-30-line-script-200-users-and-a-niche-nobody-wanted.html
- **$40 million per year** — “Klarna replaced roughly 700 support agents with an AI assistant in early 2024, claimed about $40 million a year, and a bit over a year later the same CEO said they had overshot and started hiring back.” (2026-08-13) https://spectracodeai.com/articles/ai-took-over-my-coding-what-broke-was-how-i-learn.html
- **$30 per day** — “A small Meta budget of $30 a day, run against Instagram content, produced qualified leads at $3 to $4 each in one reported test.” (2026-08-12) https://spectracodeai.com/articles/sell-it-before-you-build-it-how-indie-devs-validate-ai.html
- **$22,000 per month** — “StoryShort matched, in 3 months, the revenue that an established B2B tool took 2 years to build, with Stripe records showing about $22,000 a month and cumulative revenue approaching $500,000.” (2026-08-12) https://spectracodeai.com/articles/58-million-plays-started-with-one-account-not-four.html
- **$1.2 million** — “It was later listed for sale at $1.2 million on a 4.4 times annual revenue multiple, after a 30-day stretch where revenue came in 11% below the previous 30 days.” (2026-08-12) https://spectracodeai.com/articles/58-million-plays-started-with-one-account-not-four.html
- **$63,000 per month** — “Jordan's Resellbot started as 30 lines of JavaScript written because his partner was manually reposting listings every day, and it now runs at roughly $63,000 a month, which probably says more about picking a visible problem than about any distribution tactic.” (2026-08-12) https://spectracodeai.com/articles/58-million-plays-started-with-one-account-not-four.html
- **$9.05 per run** — “Fable 5, the cheapest option at $9.05 per run, delivers only 41.2% accuracy in React projects.” (2026-08-12) https://spectracodeai.com/articles/choosing-the-right-ai-model-for-coding-cost-vs-efficiency.html
- **$1.43 per run** — “In contrast, GPT-5.6 Sol, at $1.43 per run, achieves 43.1% accuracy in the same tests, suggesting that while cheaper models may save money upfront, they often result in longer, more costly development processes.” (2026-08-12) https://spectracodeai.com/articles/choosing-the-right-ai-model-for-coding-cost-vs-efficiency.html
- **$9.05 per run** — “The most affordable AI model option, Fable 5, costs just $9.05 per run, but delivers only 41.2% accuracy in React projects.” (2026-08-12) https://spectracodeai.com/articles/choosing-the-right-ai-model-for-coding-cost-vs-efficiency.html
- **$1.43 per run** — “For instance, GPT-5.6 Sol, while more expensive at $1.43 per run, shows superior performance with a 43.1% accuracy rate in the same ReactBench tests, which shows that cheaper models may save money upfront but can lead to longer development cycles due to frequent errors and rework.” (2026-08-12) https://spectracodeai.com/articles/choosing-the-right-ai-model-for-coding-cost-vs-efficiency.html
- **$3 per million input tokens** — “The $3 per million input tokens price point means developers should carefully evaluate whether the premium model's capabilities justify the increased costs for their specific use cases.” (2026-08-12) https://spectracodeai.com/articles/choosing-the-right-ai-model-for-coding-cost-vs-efficiency.html
- **$1 million** — “The revenue arithmetic behind a $1 million annual target is simple enough to do on a napkin.” (2026-08-11) https://spectracodeai.com/articles/why-your-indie-app-needs-short-form-video-marketing-and-how.html
- **$150** — “Selling 18 units of a $150 product every day gets you there, and 18 daily sales at a 2.5 percent landing-page conversion rate requires roughly 720 visitors a day.” (2026-08-11) https://spectracodeai.com/articles/why-your-indie-app-needs-short-form-video-marketing-and-how.html
- **$40 million** — “Klarna's AI customer service experiment, which replaced 700 human agents, initially saved $40 million in a year, but the quality of service suffered so badly that they had to rehire humans, leading the CEO to admit they "went too far" with automation after 12 months.” (2026-08-10) https://spectracodeai.com/articles/the-klarna-lesson-why-ai-implementation-needs-a-staircase.html
- **$500 per month** — “You can build AI-generated local business websites, rent them to plumbers or dentists for $500–$3,000 a month, and scale to passive income.” (2026-08-10) https://spectracodeai.com/articles/ai-local-websites-don-t-rent-for-3k-month-until-you-do-this.html
- **$3,000** — “High-ticket services in low-competition cities often sit at the $3,000 end for websites that actually deliver customers.” (2026-08-10) https://spectracodeai.com/articles/ai-local-websites-don-t-rent-for-3k-month-until-you-do-this.html
- **$22,000 per month** — “Their Stripe records show $22,000 a month, proving that patience with organic strategies pays off.” (2026-08-10) https://spectracodeai.com/articles/ai-local-websites-don-t-rent-for-3k-month-until-you-do-this.html
- **$500 per month** — “The fastest documented case landed the first $500/month client at 12 weeks.” (2026-08-10) https://spectracodeai.com/articles/ai-local-websites-don-t-rent-for-3k-month-until-you-do-this.html
- **$500** — “If more than five paid ads appear above the organic results, the cost per lead will outstrip your $500–$3,000 margin.” (2026-08-10) https://spectracodeai.com/articles/ai-local-websites-don-t-rent-for-3k-month-until-you-do-this.html
- **$0** — “Outreach: $0 if you send the emails yourself; a monthly fee once you automate with Lemlist” (2026-08-10) https://spectracodeai.com/articles/ai-local-websites-don-t-rent-for-3k-month-until-you-do-this.html
- **$0.19 per million tokens** — “The competition among model vendors used to be argued in benchmark scores, and it is now being argued in cost per million tokens — Indian enterprises are adopting Chinese models at input prices as low as $0.19 per million tokens against $5 to $12 for comparable American offerings, which is not a discount so much as a different category of product.” (2026-08-10) https://spectracodeai.com/articles/the-token-cost-war-why-price-per-million-tokens-now-decides.html
- **$19 billion** — “Anthropic's $19 billion data center lease locks in five to eight years of compute, which reframes the competition as a contest over power and floor space rather than architecture.” (2026-08-10) https://spectracodeai.com/articles/the-token-cost-war-why-price-per-million-tokens-now-decides.html
- **$1.25 per million input tokens** — “Meta's Muse Spark 1.1 agent model API is priced at $1.25 per million input tokens and $4.25 per million output tokens — roughly 75% and 83% below Anthropic Opus on input and output respectively — and the target is explicit: become the cheap entry point for agent workflows and pull developers into the ecosystem.” (2026-08-10) https://spectracodeai.com/articles/the-token-cost-war-why-price-per-million-tokens-now-decides.html
- **$1.43** — “On ReactBench, one run of GPT-5.6 Sol costs about $1.43 while Fable 5 costs $9.05 for the same work — a gap that no per-token price list would have predicted, because the expensive model is not six times more expensive per token, it is six times less efficient at finishing the job.” (2026-08-10) https://spectracodeai.com/articles/the-token-cost-war-why-price-per-million-tokens-now-decides.html
- **$13 billion** — “Deloitte figures suggest an enterprise with $13 billion in annual revenue may put as much as $700 million into AI, while Jellyfish research finds high token consumption badly out of balance with productivity gains.” (2026-08-10) https://spectracodeai.com/articles/the-token-cost-war-why-price-per-million-tokens-now-decides.html
- **$40 million per year** — “In early 2024 the European payments company Klarna put an AI customer-service assistant in place of roughly 700 human agents and said the move was worth about $40 million a year in additional profit.” (2026-08-08) https://spectracodeai.com/articles/klarna-replaced-700-support-agents-with-ai-then-it-started.html
- **$40 million** — “Klarna's $40 million was probably accurate on the day it was published.” (2026-08-08) https://spectracodeai.com/articles/klarna-replaced-700-support-agents-with-ai-then-it-started.html
- **$1 per million** — “Here is what thinking depth costs in practice, why project context rather than generated code drives most of the bill, and what the $1-per-million tier tells you about where this market is heading.” (2026-08-05) https://spectracodeai.com/articles/ai-model-costs-beyond-per-token-pricing.html
- **$1 per million tokens** — “DeepSeek V4 Pro and GLM5.2 charge roughly $1 per million tokens and reportedly run at a 10 to 20 percent margin.” (2026-08-05) https://spectracodeai.com/articles/ai-model-costs-beyond-per-token-pricing.html
- **$19 billion** — “Anthropic signed a data center lease reported at $19 billion, which is the kind of commitment that only makes sense if compute, not model architecture, is the constraint that decides who is still standing in five years.” (2026-08-05) https://spectracodeai.com/articles/ai-model-costs-beyond-per-token-pricing.html
- **$1** — “My reading, and I could be wrong about the timing, is that the $1 tier holds while that build-out is being financed and that the pressure surfaces later as capacity limits rather than as price rises.” (2026-08-05) https://spectracodeai.com/articles/ai-model-costs-beyond-per-token-pricing.html
- **$19 billion** — “Anthropic is not signing a $19 billion lease in order to cut prices in the next 12 months.” (2026-08-05) https://spectracodeai.com/articles/ai-model-costs-beyond-per-token-pricing.html

## By provider

Every figure whose quoted sentence names that provider, on one page, each with the date the write-up went out. Claude, GLM, Gemini, OpenAI, Kimi also carry a current price table, recomputed from the source catalog on the date the page states. The quoted figures are not recomputed — read those as of their own date. Klarna is not a vendor here but a company these write-ups are about; those rows are what it did, not what it charges.

- [Claude](https://spectracodeai.com/providers/claude.html): 20 priced models and 26 figures from 12 write-ups.
- [DeepSeek](https://spectracodeai.com/providers/deepseek.html): 16 figures from 7 write-ups.
- [GLM](https://spectracodeai.com/providers/glm.html): 8 priced models and 7 figures from 4 write-ups.
- [GPT-5.6](https://spectracodeai.com/providers/gpt-5-6.html): 13 figures from 7 write-ups.
- [Gemini](https://spectracodeai.com/providers/gemini.html): 12 priced models and 1 figure from 1 write-up.
- [OpenAI](https://spectracodeai.com/providers/openai.html): 9 priced models and 4 figures from 4 write-ups.
- [WorkBuddy](https://spectracodeai.com/providers/workbuddy.html): 13 figures from 12 write-ups.
- [BrowserAct](https://spectracodeai.com/providers/browseract.html): 12 figures from 12 write-ups.
- [Klarna](https://spectracodeai.com/providers/klarna.html): 12 figures from 4 write-ups.
- [Kimi](https://spectracodeai.com/providers/kimi.html): 5 priced models and 4 figures from 2 write-ups.
- [Codex](https://spectracodeai.com/providers/codex.html): 8 figures from 4 write-ups.
- [Fable 5](https://spectracodeai.com/providers/fable-5.html): 8 figures from 5 write-ups.
- [ChatGPT](https://spectracodeai.com/providers/chatgpt.html): 6 figures from 6 write-ups.
- [GPT-5](https://spectracodeai.com/providers/gpt-5.html): 6 figures from 5 write-ups.

## Topics

- [Indie Development](https://spectracodeai.com/topics/indie-development.html): 17 write-ups.
- [Automation Systems](https://spectracodeai.com/topics/automation-systems.html): 16 write-ups.
- [SaaS Business](https://spectracodeai.com/topics/saas-business.html): 12 write-ups.
- [Niche Market](https://spectracodeai.com/topics/niche-market.html): 11 write-ups.
- [Productivity](https://spectracodeai.com/topics/productivity.html): 11 write-ups.
- [AI Implementation](https://spectracodeai.com/topics/ai-implementation.html): 9 write-ups.
- [Artificial Intelligence](https://spectracodeai.com/topics/artificial-intelligence.html): 9 write-ups.
- [AI Features](https://spectracodeai.com/topics/ai-features.html): 8 write-ups.
- [AI Costs](https://spectracodeai.com/topics/ai-costs.html): 7 write-ups.
- [Development Tools](https://spectracodeai.com/topics/development-tools.html): 7 write-ups.
- [AI](https://spectracodeai.com/topics/ai.html): 6 write-ups.
- [AI Programming](https://spectracodeai.com/topics/ai-programming.html): 6 write-ups.
- [Code Review](https://spectracodeai.com/topics/code-review.html): 6 write-ups.
- [Cost Savings](https://spectracodeai.com/topics/cost-savings.html): 6 write-ups.
- [AI Automation](https://spectracodeai.com/topics/ai-automation.html): 5 write-ups.
- [Chinese AI](https://spectracodeai.com/topics/chinese-ai.html): 5 write-ups.
- [Revenue Growth](https://spectracodeai.com/topics/revenue-growth.html): 5 write-ups.
- [AI Tools](https://spectracodeai.com/topics/ai-tools.html): 4 write-ups.
- [Automation](https://spectracodeai.com/topics/automation.html): 4 write-ups.
- [Developer Productivity](https://spectracodeai.com/topics/developer-productivity.html): 4 write-ups.
- [AI Agents](https://spectracodeai.com/topics/ai-agents.html): 3 write-ups.
- [Enterprise Automation](https://spectracodeai.com/topics/enterprise-automation.html): 3 write-ups.
- [Micro SaaS](https://spectracodeai.com/topics/micro-saas.html): 3 write-ups.
- [Programming](https://spectracodeai.com/topics/programming.html): 3 write-ups.
- [Software Development](https://spectracodeai.com/topics/software-development.html): 3 write-ups.
- [Token Optimization](https://spectracodeai.com/topics/token-optimization.html): 3 write-ups.

## Write-ups

- [The Cost-Effective Guide to Using Open Code Review for AI Programming Tools](https://spectracodeai.com/articles/the-cost-effective-guide-to-using-open-code-review-for-ai.html): Open Code Review is an open-source review tool built for AI-assisted development, and in benchmark tests spanning 200 real pull requests across 50 open-source repositories it scored higher on both… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/11 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/The-Cost-Effective-Guide-to-Using-Open-Code-Review-for-AI-Programming-Tools-08-19
- [How Chinese AI Agent Tools Leverage 1.6 Billion Free Tokens](https://spectracodeai.com/articles/how-chinese-ai-agent-tools-leverage-1-6-billion-free-tokens.html): Chinese AI agent tools offer a game-changing strategy for independent developers to access a massive pool of 1.6 billion free tokens monthly. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/10 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/How-Chinese-AI-Agent-Tools-Leverage-16-Billion-Free-Tokens-08-19
- [How a Multi-Agent AI System Made $7,600 in 7 Days for Under $100 in API Costs](https://spectracodeai.com/articles/how-a-multi-agent-ai-system-made-7-600-in-7-days-for-under.html): An AI crypto trading bot reportedly made $7,600 in a week.” That line gets clicks. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/83 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/How-a-Multi-Agent-AI-System-Made-7600-in-7-Days-for-Under-100-in-API-Costs-10-02
- [How Alibaba’s Open Code Review Slashed AI Code Review Costs by 90% — And What It Means for Independent Developers](https://spectracodeai.com/articles/how-alibaba-s-open-code-review-slashed-ai-code-review-costs.html): In July 2026, Alibaba open-sourced Open Code Review. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/82 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/How-Alibabas-Open-Code-Review-Slashed-AI-Code-Review-Costs-by-90--And-What-It-Means-for-Independent-Developers-10-01
- [Bypass Codex Rate Limits: The Local Proxy Path to 70% Cost Savings](https://spectracodeai.com/articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.html): If you're hitting the 5-hour Codex limit like clockwork every day, stop counting minutes. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/81 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Bypass-Codex-Rate-Limits-The-Local-Proxy-Path-to-70-Cost-Savings-09-30
- [Your AI Didn't Misread Your Code by Accident. You Handed It the Wrong Context.](https://spectracodeai.com/articles/your-ai-didn-t-misread-your-code-by-accident-you-handed-it.html): "If your AI keeps writing bad code, you need a better model." In each of the rebuilds below, a new model wouldn't have fixed anything, because the model was reading the wrong thing. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/77 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Your-AI-Didnt-Misread-Your-Code-by-Accident-You-Handed-It-the-Wrong-Context-09-25
- [Stop Hitting the 5-Hour Limit: Routing Your IDE’s AI Requests to Local Models](https://spectracodeai.com/articles/stop-hitting-the-5-hour-limit-routing-your-ide-s-ai.html): The "5-hour limit" on AI coding agents like Claude Code is the primary bottleneck for independent developers, forcing mid-flow halts just as you hit a rhythm. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/76 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Stop-Hitting-the-5-Hour-Limit-Routing-Your-IDEs-AI-Requests-to-Local-Models-09-25
- [Four Circuit Breakers Every Unattended AI Pipeline Needs (Learned the Expensive Way)](https://spectracodeai.com/articles/four-circuit-breakers-every-unattended-ai-pipeline-needs.html): An automated game guide pipeline was left running for a month. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/75 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Four-Circuit-Breakers-Every-Unattended-AI-Pipeline-Needs-Learned-the-Expensive-Way-09-24
- [Stop Building Custom AI Agents: How to Earn $63K/Month with Micro-Automation](https://spectracodeai.com/articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.html): Jordan, an independent developer, now earns $63,000 a month from Resellbot, a tool that handles the daily sharing Poshmark sellers used to do by hand. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/80 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Stop-Building-Custom-AI-Agents-How-to-Earn-63KMonth-with-Micro-Automation-09-26
- [I built a WeChat Official Account writing Agent that cuts work time by 80% — here’s the workflow filter and tool combo I used](https://spectracodeai.com/articles/i-built-a-wechat-official-account-writing-agent-that-cuts.html): My WeChat Official Account writing Agent now finishes its run in about 11 minutes of machine time. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/79 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/I-built-a-WeChat-Official-Account-writing-Agent-that-cuts-work-time-by-80--heres-the-workflow-filter-and-tool-combo-I-used-09-26
- [The Hidden Costs of Over-Prompting in AI Coding: Lessons from Claude Code's Optimization](https://spectracodeai.com/articles/the-hidden-costs-of-over-prompting-in-ai-coding-lessons.html): The myth that more detailed prompts always lead to better AI coding outcomes is being debunked by developers who have seen firsthand how excessive prompting can actually reduce efficiency. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/74 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/The-Hidden-Costs-of-Over-Prompting-in-AI-Coding-Lessons-from-Claude-Codes-Optimization-09-17
- [63 Billion Tokens in One Month, Spent Writing Google Ads for Amazon Sellers](https://spectracodeai.com/articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.html): On September 6 a marketer in a Chinese paid community posted his token bill. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/73 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/63-Billion-Tokens-in-One-Month-Spent-Writing-Google-Ads-for-Amazon-Sellers-09-16
- [Building High-Income Single-Page Tool Sites via SEO](https://spectracodeai.com/articles/building-high-income-single-page-tool-sites-via-seo.html): Jason Gillyon's ConvertCase.net is a one-page tool that converts text to title case or sentence case. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/78 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Building-High-Income-Single-Page-Tool-Sites-via-SEO-09-26
- [Claude Code Can Model a Flange but Not a Freeform Surface: A Six-Step Handoff Checklist for Non-Code Agent Output](https://spectracodeai.com/articles/claude-code-can-model-a-flange-but-not-a-freeform-surface-a.html): If you are using agents like Claude Code or GPT-5.6 Sol to generate CAD parts, 3D web scenes, or application UIs, you already know the demo phase is over. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/72 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Claude-Code-Can-Model-a-Flange-but-Not-a-Freeform-Surface-A-Six-Step-Handoff-Checklist-for-Non-Code-Agent-Output-09-15
- [How to Turn the Workflows You Won't Document Into Agent Skills](https://spectracodeai.com/articles/how-to-turn-the-workflows-you-won-t-document-into-agent.html): This is for the solo developer who repeats the same chores every week and knows exactly how to do them, but has never written instructions for any of them. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/71 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/How-to-Turn-the-Workflows-You-Wont-Document-Into-Agent-Skills-09-14
- [The AI Automation Ceiling: Why 60% Efficiency Doesn't Equal 20% Conversion](https://spectracodeai.com/articles/the-ai-automation-ceiling-why-60-efficiency-doesn-t-equal.html): "AI automation can boost efficiency by 60% but fails to deliver 20% conversion improvements". Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/69 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/The-AI-Automation-Ceiling-Why-60-Efficiency-Doesnt-Equal-20-Conversion-09-05
- [Automating Short Video Marketing with AI: A Low-Cost Growth Strategy for Developers](https://spectracodeai.com/articles/automating-short-video-marketing-with-ai-a-low-cost-growth.html): Jordan earns $63,000 a month with just 30 lines of JavaScript for his Micro-SaaS, Resellbot, which automates Poshmark sharing. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/70 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Automating-Short-Video-Marketing-with-AI-A-Low-Cost-Growth-Strategy-for-Developers-09-13
- [Chinese Models Are Not 2x Cheaper Once Your Agent Starts Caching](https://spectracodeai.com/articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.html): Line up 40 models by the price on the card and the Chinese ones look like a rout: the median lists at $0.81 per million input tokens against $2.00 for the American ones, a gap of 2.47x. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/66 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Chinese-Models-Are-Not-2x-Cheaper-Once-Your-Agent-Starts-Caching-08-24
- [Never Use a Model Where Code Can Decide](https://spectracodeai.com/articles/never-use-a-model-where-code-can-decide.html): Writing code got cheap. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/65 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Never-Use-a-Model-Where-Code-Can-Decide-08-23
- [The $22K-a-Month AI Tool That Never Bought a Single Ad](https://spectracodeai.com/articles/the-22k-a-month-ai-tool-that-never-bought-a-single-ad.html): StoryShort hit $22,000 a month in its first three months. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/64 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/The-22K-a-Month-AI-Tool-That-Never-Bought-a-Single-Ad-08-23
- [Stop Using AI as a Chatbot: How to Build an Indie Workstation with Skills and Automation](https://spectracodeai.com/articles/stop-using-ai-as-a-chatbot-how-to-build-an-indie.html): Ninety percent of the people who open an AI tool type a question into it. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/63 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Stop-Using-AI-as-a-Chatbot-How-to-Build-an-Indie-Workstation-with-Skills-and-Automation-08-23
- [How to Turn Your Obsidian Vault Into an Autonomous AI Research Agent](https://spectracodeai.com/articles/how-to-turn-your-obsidian-vault-into-an-autonomous-ai.html): Selling one workflow to a hundred people costs roughly what selling it to one person costs, and selling custom code to a hundred people costs a hundred times as much, because the thing being sold i… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/47 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/How-to-Turn-Your-Obsidian-Vault-Into-an-Autonomous-AI-Research-Agent-08-23
- [The Hidden Costs of AI Coding Tools: What English Developers Don't Know](https://spectracodeai.com/articles/the-hidden-costs-of-ai-coding-tools-what-english-developers.html): English write-ups rank these tools on model quality and price per token. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/50 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/The-Hidden-Costs-of-AI-Coding-Tools-What-English-Developers-Dont-Know-08-23
- [Stop Doing Manual DevOps: How I Use /loop and /hook to Automate My Daily Indie Hacker Tasks](https://spectracodeai.com/articles/stop-doing-manual-devops-how-i-use-loop-and-hook-to.html): As a solo developer shipping products alone, manual DevOps and repetitive data processing tasks are the silent killers of your side-project momentum, but configuring raw AI agents often creates mor… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/43 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Stop-Doing-Manual-DevOps-How-I-Use-loop-and-hook-to-Automate-My-Daily-Indie-Hacker-Tasks-08-22
- [Why Vanity Metrics Kill AI Startups: 700 Customers and 60,000 RMB From One Niche Account](https://spectracodeai.com/articles/why-vanity-metrics-kill-ai-startups-700-customers-and-60.html): In special-purpose vehicles — tankers, sweepers, the trucks nobody films for fun — one effective sales lead costs somewhere between 100 and 1,000 yuan, and a buyer who actually signs wires a hundre… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/53 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Why-Vanity-Metrics-Kill-AI-Startups-700-Customers-and-60000-RMB-From-One-Niche-Account-08-23
- [Claude Code and Codex for Office Automation](https://spectracodeai.com/articles/claude-code-and-codex-for-office-automation.html): Claude Code and Codex offer powerful tools for office automation, improving task efficiency and productivity. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/59 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Office-Automation-with-Claude-Code-and-Codex-08-23
- [Best Practices for AI Agent Skill Management](https://spectracodeai.com/articles/best-practices-for-ai-agent-skill-management.html): Managing AI Agent skills is not merely about tools; it's about designing workflows to boost your productivity. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/18 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Best-Practices-for-AI-Agent-Skill-Management-08-21
- [Debunking the Myth of Overnight Success in Micro-SaaS](https://spectracodeai.com/articles/debunking-the-myth-of-overnight-success-in-micro-saas.html): A six-hour Chrome extension pays $400 a month. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/23 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Debunking-the-Myth-of-Overnight-Success-in-Micro-SaaS-08-21
- [The Two Best AI Code Reviewers Score the Same. One Costs $1.43 a Run, the Other $9.05.](https://spectracodeai.com/articles/the-two-best-ai-code-reviewers-score-the-same-one-costs-1.html): On ReactBench, GPT 5.6 Sol and Fable 5 posted Pass@1 scores of 43.1% and 41.2%. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/36 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Choosing-the-Right-AI-Code-Review-Tool-A-Developers-Guide-08-21
- [Stop Reading SimilarWeb Like a Traffic Dashboard — Read It Like a Feasibility Test](https://spectracodeai.com/articles/stop-reading-similarweb-like-a-traffic-dashboard-read-it.html): Most indie developers open SimilarWeb, look at the big monthly visits number, and close the tab. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/30 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Stop-Reading-SimilarWeb-Like-a-Traffic-Dashboard--Read-It-Like-a-Feasibility-Test-08-21
- [How Indie Developers Are Building AI-Powered "Digital Landlords" and Renting Them Out for Monthly Cash Flow](https://spectracodeai.com/articles/how-indie-developers-are-building-ai-powered-digital.html): Independent developers are using AI to mass-produce local SEO content and build vertical service sites, packaging them into "digital properties" and renting them to local businesses for monthly ren… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/26 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/How-Indie-Developers-Are-Building-AI-Powered-Digital-Landlords-and-Renting-Them-Out-for-Monthly-Cash-Flow-08-21
- [Why Stripping 80% of System Prompts Actually Improved Claude Code's Performance](https://spectracodeai.com/articles/why-stripping-80-of-system-prompts-actually-improved-claude.html): When the Claude Code team decided to slash 80% of their system prompts, most developers expected the model to lose its edge in complex engineering tasks. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/40 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Why-Stripping-80-of-System-Prompts-Actually-Improved-Claude-Codes-Performance-08-21
- [Stop Chatting With AI: How I Use /loop and /hook to Automate My Indie Dev Workflow](https://spectracodeai.com/articles/stop-chatting-with-ai-how-i-use-loop-and-hook-to-automate.html): If you run a solo dev shop, the day goes to fragmented feeds, forty open tabs, and backend maintenance that eats the hours meant for product logic. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/29 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Stop-Chatting-With-AI-How-I-Use-loop-and-hook-to-Automate-My-Indie-Dev-Workflow-08-19
- [Boosting AI Bot Conversion: A Deep Dive into Funnel Data](https://spectracodeai.com/articles/boosting-ai-bot-conversion-a-deep-dive-into-funnel-data.html): One reported case moved entry-group conversion from 9.1% to 55.1% by rebuilding an automated onboarding flow around what the funnel data actually showed, rather than around what the team assumed us… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/21 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Boosting-AI-Bot-Conversion-A-Deep-Dive-into-Funnel-Data-08-19
- [1.6 Billion Free Tokens Is a Compression Ratio, Not a Strategy](https://spectracodeai.com/articles/1-6-billion-free-tokens-is-a-compression-ratio-not-a.html): OmniRoute aggregates 237 providers and advertises roughly 1.6 billion free tokens a month, and that figure is arithmetic rather than a promotion, because the RTK+Caveman layer compresses 10,000 tok… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/12 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/16-Billion-Free-Tokens-Is-a-Compression-Ratio-Not-a-Strategy-08-19
- [From AI Demo to Product: Loop Engineering for Indie Devs](https://spectracodeai.com/articles/from-ai-demo-to-product-loop-engineering-for-indie-devs.html): The agent processes 40-plus podcast channels overnight, transcribed and summarized, ready to read by morning. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/24 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/From-AI-Demo-to-Product-Loop-Engineering-for-Indie-Devs-08-19
- [The 5 AI Features That Separated 27 Profitable Solopreneurs From the Rest](https://spectracodeai.com/articles/the-5-ai-features-that-separated-27-profitable-solopreneurs.html): Of the 27 AI-powered micro-SaaS projects that generated predictable monthly revenue in a recent analysis, every profitable one used at least three of the same five architectural components. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/31 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/The-5-AI-Features-That-Separated-27-Profitable-Solopreneurs-From-the-Rest-08-19
- [Token Optimization for Indie Developers' AI API Bills](https://spectracodeai.com/articles/token-optimization-for-indie-developers-ai-api-bills.html): In July 2026, while indie developers building AI coding products full-time watched their API burn rate climb toward their revenue, a quieter shift in the Chinese developer stack showed a different… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/37 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Token-Optimization-for-Indie-Developers-AI-API-Bills-08-19
- [Why Pi's 1000-Token Agent Engine Needs a Sandbox Before You Touch It](https://spectracodeai.com/articles/why-pi-s-1000-token-agent-engine-needs-a-sandbox-before-you.html): Pi's system prompt and its 4 tool descriptions come to under 1,000 tokens, which is the whole reason to like it. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/39 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Why-Pis-1000-Token-Agent-Engine-Needs-a-Sandbox-Before-You-Touch-It-08-19
- [How to Build a Micro-SaaS Without Spending a Dime on Ads](https://spectracodeai.com/articles/how-to-build-a-micro-saas-without-spending-a-dime-on-ads.html): Jordan posted an introduction thread across 3 Reddit sub-boards and had 200 people asking for access within days, at zero cost, and those users stuck around better than the paid traffic he never bo… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/27 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/How-to-Build-a-Micro-SaaS-Without-Spending-a-Dime-on-Ads-08-19
- [When AI Customer Service Backfired: Klarna’s Case and the Four-Stage Path to Enterprise AI Adoption](https://spectracodeai.com/articles/when-ai-customer-service-backfired-klarna-s-case-and-the.html): Klarna reported $4 million a year in savings and a 99.96 percent conversation engagement rate, the kind of pair of numbers that ends an internal debate before it starts. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/38 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/When-AI-Customer-Service-Backfired-Klarnas-Case-and-the-Four-Stage-Path-to-Enterprise-AI-Adoption-08-19
- [MonkeyCode: The Open-Source AI Coding Platform With 900 Million Free Tokens](https://spectracodeai.com/articles/monkeycode-the-open-source-ai-coding-platform-with-900.html): MonkeyCode's free tier includes 900 million tokens, deploys to your own network with 1 command, and ships as open source you can read. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/28 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/MonkeyCode-The-Open-Source-AI-Coding-Platform-With-900-Million-Free-Tokens-08-19
- [Charge Per Conversation, Not Per Seat: The Billing Model Behind AI Support](https://spectracodeai.com/articles/charge-per-conversation-not-per-seat-the-billing-model.html): Respond.io bills its customers for every contact who had a conversation in a given month rather than for every employee login, and I think that one decision explains more about the company's positi… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/46 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Charge-Per-Conversation-Not-Per-Seat-The-Billing-Model-Behind-AI-Support-08-23
- [When the AI Picks for the Customer, You Become a Supplier](https://spectracodeai.com/articles/when-the-ai-picks-for-the-customer-you-become-a-supplier.html): WeChat's Xiaowei agent went into closed testing this year, and Qwen's brand agents already have Luckin Coffee and KFC connected to them. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/52 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/When-the-AI-Picks-for-the-Customer-You-Become-a-Supplier-08-23
- [A 30-Line Script, 200 Users, and a Niche Nobody Wanted](https://spectracodeai.com/articles/a-30-line-script-200-users-and-a-niche-nobody-wanted.html): "Solving a niche problem is the secret to building a profitable Micro-SaaS." This common advice ignores the power of focusing on a single, well-defined pain point in a specific market. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/14 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/A-30-Line-Script-200-Users-and-a-Niche-Nobody-Wanted-08-19
- [AI Took Over My Coding. What Broke Was How I Learn.](https://spectracodeai.com/articles/ai-took-over-my-coding-what-broke-was-how-i-learn.html): One indie developer writing in Chinese in July 2026 put it about as plainly as anyone has: AI has already replaced all of his coding work, and the systematic knowledge he accumulates keeps shrinking. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/45 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/AI-Took-Over-My-Coding-What-Broke-Was-How-I-Learn-08-23
- [AI Side Hustle: Stop Selling Hours, Start Selling Plans](https://spectracodeai.com/articles/ai-side-hustle-stop-selling-hours-start-selling-plans.html): The most honest numbers I have seen attached to an AI side hustle are small enough that nobody would put them in a headline: one operator, Xiaomin, clears about 3,873 yuan a month generating images… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/49 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Sell-Plans-Not-Hours-What-an-AI-Side-Hustle-Actually-Earns-08-23
- [Sell It Before You Build It: How Indie Devs Validate AI Products](https://spectracodeai.com/articles/sell-it-before-you-build-it-how-indie-devs-validate-ai.html): The most useful number I've come across in indie product write-ups this year is a hundred orders in twenty-four hours, and the thing worth noticing is what produced it: Pieter Levels put up a crude… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/48 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Sell-It-Before-You-Build-It-How-Indie-Devs-Validate-AI-Products-08-23
- [58 Million Plays Started With One Account, Not Four](https://spectracodeai.com/articles/58-million-plays-started-with-one-account-not-four.html): Two brothers ran a single short-video account until one piece of content took off, and only then copied it across several accounts, which is how the cumulative play count passed 58 million. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/13 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Why-Most-Indie-Dev-Short-Videos-Never-Make-Money-08-19
- [Choosing the Right AI Model for Coding: Cost vs. Efficiency](https://spectracodeai.com/articles/choosing-the-right-ai-model-for-coding-cost-vs-efficiency.html): Fable 5, the cheapest option at $9.05 per run, delivers only 41.2% accuracy in React projects. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/22 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Choosing-the-Right-AI-Model-for-Coding-Cost-vs-Efficiency-08-19
- [Your Agent Writes Code Faster Than Anyone Can Review It](https://spectracodeai.com/articles/your-agent-writes-code-faster-than-anyone-can-review-it.html): The bottleneck in AI-assisted development moved, and most teams have not moved their tooling to follow it. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/55 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Your-Agent-Writes-Code-Faster-Than-Anyone-Can-Review-It-08-23
- [Why Your Indie App Needs Short-Form Video Marketing (And How to Get Started)](https://spectracodeai.com/articles/why-your-indie-app-needs-short-form-video-marketing-and-how.html): The videos run about 60 seconds. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/41 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Why-Your-Indie-App-Needs-Short-Form-Video-Marketing-And-How-to-Get-Started-08-19
- [Your AI Coding Bill Scales With Your Repo, Not Your Output](https://spectracodeai.com/articles/your-ai-coding-bill-scales-with-your-repo-not-your-output.html): Most people budgeting for a coding assistant reason about it the way they reason about a printer, as though the cost tracked how much comes out. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/56 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Your-AI-Coding-Bill-Scales-With-Your-Repo-Not-Your-Output-08-23
- [The Klarna Lesson: Why AI Implementation Needs a Staircase, Not a Leap](https://spectracodeai.com/articles/the-klarna-lesson-why-ai-implementation-needs-a-staircase.html): Klarna's AI customer service experiment, which replaced 700 human agents, initially saved $40 million in a year, but the quality of service suffered so badly that they had to rehire humans, leading… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/35 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/The-Klarna-Lesson-Why-AI-Implementation-Needs-a-Staircase-Not-a-Leap-08-19
- [AI Local Websites Don’t Rent for $3K/Month—Until You Do This](https://spectracodeai.com/articles/ai-local-websites-don-t-rent-for-3k-month-until-you-do-this.html): You can build AI-generated local business websites, rent them to plumbers or dentists for $500–$3,000 a month, and scale to passive income. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/57 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/AI-Generated-Local-Business-Websites-Dont-Rent-for-3000Month-Until-You-Do-This-08-19
- [The Token Cost War: Why Price per Million Tokens Now Decides the AI Market](https://spectracodeai.com/articles/the-token-cost-war-why-price-per-million-tokens-now-decides.html): The competition among model vendors used to be argued in benchmark scores, and it is now being argued in cost per million tokens — Indian enterprises are adopting Chinese models at input prices as… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/51 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/The-Token-Cost-War-Why-Price-per-Million-Tokens-Now-Decides-the-AI-Market-08-23
- [AI Agent Loop Engineering: Karpathy's Method for 5x Productivity Gains](https://spectracodeai.com/articles/ai-agent-loop-engineering-karpathy-s-method-for-5x.html): A developer in China’s AI community achieved 5x productivity gains using loop engineering, reducing MVP development time from four prompt tuning sessions to a single command installation. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/15 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/AI-Agent-Loop-Engineering-Karpathys-Method-for-5x-Productivity-Gains-08-19
- [Klarna Replaced 700 Support Agents With AI. Then It Started Hiring Again.](https://spectracodeai.com/articles/klarna-replaced-700-support-agents-with-ai-then-it-started.html): In early 2024 the European payments company Klarna put an AI customer-service assistant in place of roughly 700 human agents and said the move was worth about $40 million a year in additional profit. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/58 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Klarna-Replaced-700-Support-Agents-With-AI-Then-It-Started-Hiring-Again-08-23
- [The First Line of Defense in AI Programming: Environment Variable Management](https://spectracodeai.com/articles/the-first-line-of-defense-in-ai-programming-environment.html): MonkeyCode ships with 900 million free tokens and supports private deployment, which tells you exactly what its users are doing: pointing an AI coding tool at their own keys, on their own infrastru… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/33 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/The-First-Line-of-Defense-in-AI-Programming-Environment-Variable-Management-08-19
- [AI Programming Tool Selection Strategy: From Rapid Prototyping to Long-term Collaboration](https://spectracodeai.com/articles/ai-programming-tool-selection-strategy-from-rapid.html): A specialized code review agent beat Claude Code on accuracy across 200 real pull requests and 50 open-source repositories while burning about one-ninth the tokens. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/16 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/AI-Programming-Tool-Selection-Strategy-From-Rapid-Prototyping-to-Long-term-Collaboration-08-19
- [How Chinese Developers Are Using Codex Record & Replay to Streamline Repetitive Workflows](https://spectracodeai.com/articles/how-chinese-developers-are-using-codex-record-replay-to.html): A monthly report that used to take four hours now takes a few minutes. Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/25 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/How-Chinese-Developers-Are-Using-Codex-Record--Replay-to-Streamline-Repetitive-Workflows-08-19
- [AI Model Costs: Beyond Per-Token Pricing](https://spectracodeai.com/articles/ai-model-costs-beyond-per-token-pricing.html): Microsoft's evaluation of Kimi K3 landed on a number that should change how you read a pricing page: about 60 percent of the cost difference between models comes from the thinking depth a task requ… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/20 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Beyond-Token-Pricing-How-Indie-Devs-Should-Really-Evaluate-AI-Model-Costs-08-19
- [One Person, 8 AI Agents, 3,000 Baseball Caps in Two Months](https://spectracodeai.com/articles/one-person-8-ai-agents-3-000-baseball-caps-in-two-months.html): Zhang Qianchao runs a custom baseball cap export business on Alibaba.com with 8 AI agents and no employees, and in 2 months he shipped 3,000 caps to buyers across Europe, the Americas and South Ame… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/60 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/One-Person-8-AI-Agents-3000-Baseball-Caps-in-Two-Months-08-23
- [Why Your AI Agent Goes Off the Rails: Give It Boring Work First](https://spectracodeai.com/articles/why-your-ai-agent-goes-off-the-rails-give-it-boring-work.html): One developer logged token consumption across the first three days of an agent-driven project in July 2026 and got a curve that says almost everything I think is worth saying about this technology:… Same piece with a reply box: https://github.com/xyzs996/llm-api-pricing/discussions/54 Mirrored as plain static HTML, no account and no scripts: https://telegra.ph/Why-Your-AI-Agent-Goes-Off-the-Rails-Give-It-Boring-Work-First-08-23
## Questions answered in full, with the figures behind them

- **AI agent loop engineering: what does the 5x claim actually measure?** — every figure published about running an agent in a loop instead of re-prompting it — including the one the write-up itself refuses. https://github.com/xyzs996/llm-api-pricing/discussions/2
- **Which Chinese AI agent tools are actually free for coding, and what do they cost once they are not?** — the per-million input prices behind the free-token grants, each kept with the sentence and the date it was published in. https://github.com/xyzs996/llm-api-pricing/discussions/3
- **Which AI programming tool should I pick — and does the 70% time-saving figure apply to me?** — why that one widely-quoted time-saving figure holds for one kind of reader and is close to meaningless for the other. https://github.com/xyzs996/llm-api-pricing/discussions/4
- **Two AI code reviewers score within two points. One costs a sixth as much per run.** — both benchmark scores and both per-run prices side by side, with the vendor self-reports marked as such. https://github.com/xyzs996/llm-api-pricing/discussions/5
- **What does a coding agent actually cost per month — and which figure on the pricing page is the one that moves it?** — every published per-million price this repo has collected, and why the one that decides the bill is usually not on the page. https://github.com/xyzs996/llm-api-pricing/discussions/6
- **Klarna saved $4M replacing 700 agents, then rehired. Which number arrived first, and which one would have warned you?** — the savings, the satisfaction drop and the months between them, in the order they were published. https://github.com/xyzs996/llm-api-pricing/discussions/7
- **What does a one-person software product actually make — and how many months before it made anything?** — the published monthly revenue figures next to the months each one took to get there, including the eighteen-month one. https://github.com/xyzs996/llm-api-pricing/discussions/8
- **Short video for indie products: 95% organic sounds great until you ask how many hours a week it costs** — the reach figures next to the weekly hour counts behind them, and why an organic share with no denominator is not a result. https://github.com/xyzs996/llm-api-pricing/discussions/9

## Optional

- [Atom feed](https://spectracodeai.com/feed.xml): new notes as they are published.
- [Request a figure](https://github.com/xyzs996/llm-api-pricing/issues/new?template=figure.yml): which metric, which provider, which unit — one required field, answer in any language.
- [Corrections](https://github.com/xyzs996/llm-api-pricing/issues/new?template=correction.yml): a number that moved, or a source that died.

## Elsewhere

- [https://xyzs996.github.io/llm-cost-calculator/llms.txt](https://xyzs996.github.io/llm-cost-calculator/llms.txt): a browser-side calculator over this same price table: peak/off-peak billing resolved live, the long-context cliff, and the measured cache-heavy agent token mix.
- [https://xyzs996.github.io/free-llm-api/llms.txt](https://xyzs996.github.io/free-llm-api/llms.txt): which LLM APIs still have a free tier, and what the limit is: every figure dated and linked to the page it was read from.
- [https://xyzs996.github.io/free-proxy-health-list/llms.txt](https://xyzs996.github.io/free-proxy-health-list/llms.txt): free HTTP/SOCKS proxies, re-checked and re-published on a schedule, as TXT, JSON and CSV.
- [https://xyzs996.github.io/iptv-doctor/llms.txt](https://xyzs996.github.io/iptv-doctor/llms.txt): which public IPTV channels answer right now, per country and per channel. No stream URL is published.