# LLM API pricing for coding agents, re-read daily

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[![figures](https://img.shields.io/endpoint?url=https%3A%2F%2Fcdn.jsdelivr.net%2Fgh%2Fxyzs996%2Fllm-api-pricing%40main%2Fdata%2Fbadges%2Ffigures.json)](https://github.com/xyzs996/llm-api-pricing/blob/main/figures.md) [![writeups](https://img.shields.io/endpoint?url=https%3A%2F%2Fcdn.jsdelivr.net%2Fgh%2Fxyzs996%2Fllm-api-pricing%40main%2Fdata%2Fbadges%2Fwriteups.json)](https://spectracodeai.com/) [![updated](https://img.shields.io/endpoint?url=https%3A%2F%2Fcdn.jsdelivr.net%2Fgh%2Fxyzs996%2Fllm-api-pricing%40main%2Fdata%2Fbadges%2Fupdated.json)](https://github.com/xyzs996/llm-api-pricing/releases) [![license](https://img.shields.io/badge/data-CC%20BY%204.0-blue)](https://github.com/xyzs996/llm-api-pricing/blob/main/LICENSE)

> 68 models · re-read from OpenRouter every day · no signup · CC BY 4.0

Two things: a price table re-read from OpenRouter's catalog every day, and
64 write-ups on what those bills looked like in production.

## What the agent models cost (68 models)

A coding agent re-reads its context every step, so **95.6% of the tokens
it sends are cache reads**. Repriced at that mix, the list input price every other table sorts by overstates the bill by a
median **6.5×** (0.8×–18.4×). Read **2026-10-11**; the three cheapest *to run*:

| $ / 1M at agent mix | $ cache read | $ in | $ out | Model | Best agents rank |
| --- | --- | --- | --- | --- | --- |
| **$0.0219** | $0.018 | $0.09 | $0.36 | Solar Pro 4 | #35 webapps |
| **$0.0237** | $0.0036 | $0.435 | $0.87 | MiMo-V2.6-Pro | #5 webapps |
| **$0.0264** | $0.0174 | $0.2088 | $0.4176 | DeepSeek V4 Pro 0423 | #32 godotgamedev |

[All 68 models](prices.md) · [JSON](https://cdn.jsdelivr.net/gh/xyzs996/llm-api-pricing@main/data/prices.json) · [CSV](https://cdn.jsdelivr.net/gh/xyzs996/llm-api-pricing@main/data/prices.csv)

**Or put your own numbers in.** [The calculator](https://xyzs996.github.io/llm-cost-calculator/) reads this same daily JSON: it resolves [DeepSeek's peak/off-peak clock](deepseek-peak-hours.md) for the moment you ask, applies the long-context price cliff to the request you actually send, and takes your own cache-hit share. One page, nothing to install, no account.

**One number, two answers.** Google and xAI both step to a higher rate at 200,000 prompt tokens — and a prompt of exactly 200,000 bills at the *cheap* rate on Google, the *expensive* rate on xAI. Every table we could find prints one number and stops there. Which side each vendor bills, quoted from the vendor's own page with the date it was read: [same number, opposite answer](prices.md#same-number-opposite-answer).

That 95.6% is **one person's measurement of one coding agent** ([8.04B tokens, 2026-05-16](https://gist.github.com/hungson175/91147b729afdf9fd691342359265731b)), not an industry figure — it is simply the only public measurement we could find. 66 of these rows publish a cached-input price, so the weights ship in the JSON: recompute with your own mix. Cache-*write* prices are not in the catalog, so that 2.7% of tokens is folded into the cache-miss share, which understates cost by roughly 0.7%.

**The table above is a list price. No bill matches it.** What moves
the number is cache hits, retries, and context you pay to send twice —
none of which a catalog can show. One write-up went after that gap:
[where the token bill actually goes](https://github.com/xyzs996/llm-api-pricing/discussions/37). It ends on one question
the table cannot answer, and answering it takes one word:

> **One thing this piece could not settle:** 1.6 billion free tokens a month is an advertised ceiling; a bill is a fact. Roughly what did you pay last month — tens, hundreds, or thousands? Reply with the bracket, no exact figure.

That page has a reply box; this one does not.

## Take the table

```shell
curl -s https://cdn.jsdelivr.net/gh/xyzs996/llm-api-pricing@main/data/prices.csv
curl -s https://cdn.jsdelivr.net/gh/xyzs996/llm-api-pricing@main/data/prices.json
```

68 models, 19 columns per row: list input, output and **cache-read** price per million tokens, the context window and
the long-context step, the vendor, and where the model places in the agent benchmark. Rebuilt every day from
OpenRouter's catalog at paths that do not move.

The CDN serves a branch reference and refreshes about every 12 hours; for today's build without the cache, read [`prices.csv`](https://spectracodeai.com/prices.csv) off the site. CC BY 4.0 — take it, no attribution ceremony needed
beyond the license.

**Star this repository** to bookmark the table and follow releases.
The data is CC BY: a star changes nothing about what you can do with
it. What a star does change is whether the next person looking for
these numbers finds them — GitHub weighs star count in search results
and in the repositories it suggests alongside this one.

**Read these on the web:** [AI Coding Field Notes](https://spectracodeai.com/) — the same write-ups with the figures table, the topic pages and the
links between them.

**On the figures.** Every number here traces back to a named source or
a run we did. Numbers we could not trace were cut before publishing,
not rounded or guessed. Each piece says up front that it was drafted
with AI assistance.

## The figures, as data (629 rows)

Every figure published across the 64 write-ups —
prices, percentages, multiples, token counts and durations — pulled into one table. Each row carries
the **full sentence it came from** and a link to the piece, so
you can check it without reading all of them.

One row from each of the 12 most
recent write-ups — quoted verbatim, not summarised:

| Figure | The sentence it came from | Write-up |
| --- | --- | --- |
| `$7,600` | An AI crypto trading bot reportedly made $7,600 in a week.” That line gets clicks. | [How a Multi-Agent AI System Made $7,600 in 7 Days for Under $100 in API Costs](articles/how-a-multi-agent-ai-system-made-7-600-in-7-days-for-under.md) |
| `$5` | The tool runs on a $5/month VPS using Docker. | [How Alibaba’s Open Code Review Slashed AI Code Review Costs by 90% — And What It Means for Independent Developers](articles/how-alibaba-s-open-code-review-slashed-ai-code-review-costs.md) |
| `$0.028` | 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. | [Bypass Codex Rate Limits: The Local Proxy Path to 70% Cost Savings](articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.md) |
| `40%` | 40% of review tasks needed manual backfill, costing about 15 extra minutes each time. | [Your AI Didn't Misread Your Code by Accident. You Handed It the Wrong Context.](articles/your-ai-didn-t-misread-your-code-by-accident-you-handed-it.md) |
| `$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. | [Stop Hitting the 5-Hour Limit: Routing Your IDE’s AI Requests to Local Models](articles/stop-hitting-the-5-hour-limit-routing-your-ide-s-ai.md) |
| `20%` | I’d argue that building these decoupling layers is the only way to survive the shift toward platforms like ChatGPT Work, where non-programming users are expected to jump from 20% to 60% of the total user base within a year. | [Four Circuit Breakers Every Unattended AI Pipeline Needs (Learned the Expensive Way)](articles/four-circuit-breakers-every-unattended-ai-pipeline-needs.md) |
| `$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. | [Stop Building Custom AI Agents: How to Earn $63K/Month with Micro-Automation](articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.md) |
| `80%` | The machine runs for about 11 minutes, and human review takes 10–20 minutes, leading to a total time reduction of ~80%–90%. | [I built a WeChat Official Account writing Agent that cuts work time by 80% — here’s the workflow filter and tool combo I used](articles/i-built-a-wechat-official-account-writing-agent-that-cuts.md) |
| `54%` | Through its internal multi-agent system, Sol achieves 54% higher token efficiency on agentic coding tasks compared to peer models, showing how strategic design choices can transform from a development challenge into a cost-saving advantage. | [The Hidden Costs of Over-Prompting in AI Coding: Lessons from Claude Code's Optimization](articles/the-hidden-costs-of-over-prompting-in-ai-coding-lessons.md) |
| `$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. | [63 Billion Tokens in One Month, Spent Writing Google Ads for Amazon Sellers](articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.md) |
| `$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. | [Claude Code Can Model a Flange but Not a Freeform Surface: A Six-Step Handoff Checklist for Non-Code Agent Output](articles/claude-code-can-model-a-flange-but-not-a-freeform-surface-a.md) |
| `$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. | [Building High-Income Single-Page Tool Sites via SEO](articles/building-high-income-single-page-tool-sites-via-seo.md) |

[All 629 rows](figures.md) — or as data:

```
curl -s https://cdn.jsdelivr.net/gh/xyzs996/llm-api-pricing@main/data/figures.json
curl -s https://cdn.jsdelivr.net/gh/xyzs996/llm-api-pricing@main/data/figures.csv
```

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). `published` is the day that
write-up went out, not the day the figure was in force —
prices move, so read each row as of its own date.
Browse it as a table:
[figures.md](figures.md).

Those two go through jsDelivr, which caches `@main` for up to 12
hours — fine for a table that is rebuilt once a day. If you want
it uncached, the origin is
`https://spectracodeai.com/data/figures.json`.

A number without its sentence is not checkable — `$1.43` could be
per million tokens, per month, or per seat. The sentence is quoted
verbatim, not summarised.

**Citing a row?** `@main` moves — today's row 88 may be somewhere
else tomorrow. Every snapshot is also frozen as a dated release,
and these two always resolve to the newest frozen one:

```
curl -sL https://github.com/xyzs996/llm-api-pricing/releases/latest/download/figures.json
curl -sL https://github.com/xyzs996/llm-api-pricing/releases/latest/download/figures.csv
```

[All snapshots](https://github.com/xyzs996/llm-api-pricing/releases) — one per day the table actually changed.

**Corrections wanted.** If a figure is stale, a tool changed its
pricing, or you ran the same thing and got something else — [open an
issue](https://github.com/xyzs996/llm-api-pricing/issues/new?template=correction.yml). That is
what this repo is for.

**Want a figure that is not here yet?** Say which metric, which
provider, which unit — [in one line](https://github.com/xyzs996/llm-api-pricing/issues/new?template=figure.yml).
The form has one required field and that is the whole of it.

**Or read one of these first.** Each answers a question people
actually search for, with every figure this repo has on it — the
sentence and the date included:

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

**Follow along.** [Atom feed](https://spectracodeai.com/feed.xml) — new
write-ups land there first.

**Reading this with a model?** [llms.txt](https://spectracodeai.com/llms.txt)
— the dataset first, then every write-up with one line of what it says.

**By provider.** [Claude](providers/claude.md) (46) · [DeepSeek](providers/deepseek.md) (16) · [GLM](providers/glm.md) (15) · [GPT-5.6](providers/gpt-5-6.md) (13) · [Gemini](providers/gemini.md) (13) · [OpenAI](providers/openai.md) (13) · [WorkBuddy](providers/workbuddy.md) (13) · [BrowserAct](providers/browseract.md) (12) · [Klarna](providers/klarna.md) (12) · [Kimi](providers/kimi.md) (9) · [Codex](providers/codex.md) (8) · [Fable 5](providers/fable-5.md) (8) · [ChatGPT](providers/chatgpt.md) (6) · [GPT-5](providers/gpt-5.md) (6) — prices where there are prices, and every figure whose sentence names it, with the date.

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

## The write-ups

### [The Cost-Effective Guide to Using Open Code Review for AI Programming Tools](articles/the-cost-effective-guide-to-using-open-code-review-for-ai.md)

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…

`Code Review` `Cost Savings` `SaaS Business` `Automation Systems` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/11) · [telegra.ph](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](articles/how-chinese-ai-agent-tools-leverage-1-6-billion-free-tokens.md)

Chinese AI agent tools offer a game-changing strategy for independent developers to access a massive pool of 1.6 billion free tokens monthly.

`Token Optimization` `Cost Savings` `Chinese AI` `Automation Systems` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/10) · [telegra.ph](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](articles/how-a-multi-agent-ai-system-made-7-600-in-7-days-for-under.md)

An AI crypto trading bot reportedly made $7,600 in a week.” That line gets clicks.

`AI Security` `Finance` `Multi-Agent System` `AI` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/83) · [telegra.ph](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](articles/how-alibaba-s-open-code-review-slashed-ai-code-review-costs.md)

In July 2026, Alibaba open-sourced Open Code Review.

`Developer Productivity` `Code Review` `AI Programming` `Cost Optimization` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/82) · [telegra.ph](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](articles/bypass-codex-rate-limits-the-local-proxy-path-to-70-cost.md)

If you're hitting the 5-hour Codex limit like clockwork every day, stop counting minutes.

`Codex` `Developer Productivity` `Development Tools` `AI Programming` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/81) · [telegra.ph](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.](articles/your-ai-didn-t-misread-your-code-by-accident-you-handed-it.md)

"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.

`AI Agents` `Software Development` `Indie Developer` `Developer Productivity` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/77) · [telegra.ph](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](articles/stop-hitting-the-5-hour-limit-routing-your-ide-s-ai.md)

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.

`Artificial Intelligence` `Programming` `Indie Development` `Development Tools` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/76) · [telegra.ph](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)](articles/four-circuit-breakers-every-unattended-ai-pipeline-needs.md)

An automated game guide pipeline was left running for a month.

`Enterprise AI` `AI Automation` `AI Pipeline Management` `Circuit Breakers` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/75) · [telegra.ph](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](articles/stop-building-custom-ai-agents-how-to-earn-63k-month-with.md)

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.

`Artificial Intelligence` `Productivity` `SaaS Business` `Niche Market` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/80) · [telegra.ph](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](articles/i-built-a-wechat-official-account-writing-agent-that-cuts.md)

My WeChat Official Account writing Agent now finishes its run in about 11 minutes of machine time.

`AI Automation` `Automation Systems` `Workflow Optimization` `Chinese AI Tools` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/79) · [telegra.ph](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](articles/the-hidden-costs-of-over-prompting-in-ai-coding-lessons.md)

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.

`AI Tools` `AI Coding` `AI Skills` `Over-Prompting` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/74) · [telegra.ph](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](articles/63-billion-tokens-in-one-month-spent-writing-google-ads-for.md)

On September 6 a marketer in a Chinese paid community posted his token bill.

`Customer Service AI` `Revenue Growth` `SaaS Business` `AI Features` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/73) · [telegra.ph](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](articles/building-high-income-single-page-tool-sites-via-seo.md)

Jason Gillyon's ConvertCase.net is a one-page tool that converts text to title case or sentence case.

`Productivity` `SEO` `SaaS Business` `Niche Market` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/78) · [telegra.ph](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](articles/claude-code-can-model-a-flange-but-not-a-freeform-surface-a.md)

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.

`Productivity` `Code Review` `AI Features` `Indie Development` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/72) · [telegra.ph](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](articles/how-to-turn-the-workflows-you-won-t-document-into-agent.md)

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.

`Code Review` `Cost Savings` `AI Features` `Automation Systems` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/71) · [telegra.ph](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](articles/the-ai-automation-ceiling-why-60-efficiency-doesn-t-equal.md)

"AI automation can boost efficiency by 60% but fails to deliver 20% conversion improvements".

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### [Automating Short Video Marketing with AI: A Low-Cost Growth Strategy for Developers](articles/automating-short-video-marketing-with-ai-a-low-cost-growth.md)

Jordan earns $63,000 a month with just 30 lines of JavaScript for his Micro-SaaS, Resellbot, which automates Poshmark sharing.

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### [Chinese Models Are Not 2x Cheaper Once Your Agent Starts Caching](articles/chinese-models-are-not-2x-cheaper-once-your-agent-starts.md)

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.

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### [Never Use a Model Where Code Can Decide](articles/never-use-a-model-where-code-can-decide.md)

Writing code got cheap.

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### [The $22K-a-Month AI Tool That Never Bought a Single Ad](articles/the-22k-a-month-ai-tool-that-never-bought-a-single-ad.md)

StoryShort hit $22,000 a month in its first three months.

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### [Stop Using AI as a Chatbot: How to Build an Indie Workstation with Skills and Automation](articles/stop-using-ai-as-a-chatbot-how-to-build-an-indie.md)

Ninety percent of the people who open an AI tool type a question into it.

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### [How to Turn Your Obsidian Vault Into an Autonomous AI Research Agent](articles/how-to-turn-your-obsidian-vault-into-an-autonomous-ai.md)

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…

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### [The Hidden Costs of AI Coding Tools: What English Developers Don't Know](articles/the-hidden-costs-of-ai-coding-tools-what-english-developers.md)

English write-ups rank these tools on model quality and price per token.

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### [Stop Doing Manual DevOps: How I Use /loop and /hook to Automate My Daily Indie Hacker Tasks](articles/stop-doing-manual-devops-how-i-use-loop-and-hook-to.md)

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…

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### [Why Vanity Metrics Kill AI Startups: 700 Customers and 60,000 RMB From One Niche Account](articles/why-vanity-metrics-kill-ai-startups-700-customers-and-60.md)

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…

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### [Claude Code and Codex for Office Automation](articles/claude-code-and-codex-for-office-automation.md)

Claude Code and Codex offer powerful tools for office automation, improving task efficiency and productivity.

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### [Best Practices for AI Agent Skill Management](articles/best-practices-for-ai-agent-skill-management.md)

Managing AI Agent skills is not merely about tools; it's about designing workflows to boost your productivity.

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### [Debunking the Myth of Overnight Success in Micro-SaaS](articles/debunking-the-myth-of-overnight-success-in-micro-saas.md)

A six-hour Chrome extension pays $400 a month.

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### [The Two Best AI Code Reviewers Score the Same. One Costs $1.43 a Run, the Other $9.05.](articles/the-two-best-ai-code-reviewers-score-the-same-one-costs-1.md)

On ReactBench, GPT 5.6 Sol and Fable 5 posted Pass@1 scores of 43.1% and 41.2%.

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### [Stop Reading SimilarWeb Like a Traffic Dashboard — Read It Like a Feasibility Test](articles/stop-reading-similarweb-like-a-traffic-dashboard-read-it.md)

Most indie developers open SimilarWeb, look at the big monthly visits number, and close the tab.

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### [How Indie Developers Are Building AI-Powered "Digital Landlords" and Renting Them Out for Monthly Cash Flow](articles/how-indie-developers-are-building-ai-powered-digital.md)

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…

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### [Why Stripping 80% of System Prompts Actually Improved Claude Code's Performance](articles/why-stripping-80-of-system-prompts-actually-improved-claude.md)

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.

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### [Stop Chatting With AI: How I Use /loop and /hook to Automate My Indie Dev Workflow](articles/stop-chatting-with-ai-how-i-use-loop-and-hook-to-automate.md)

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.

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### [Boosting AI Bot Conversion: A Deep Dive into Funnel Data](articles/boosting-ai-bot-conversion-a-deep-dive-into-funnel-data.md)

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…

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### [1.6 Billion Free Tokens Is a Compression Ratio, Not a Strategy](articles/1-6-billion-free-tokens-is-a-compression-ratio-not-a.md)

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…

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### [From AI Demo to Product: Loop Engineering for Indie Devs](articles/from-ai-demo-to-product-loop-engineering-for-indie-devs.md)

The agent processes 40-plus podcast channels overnight, transcribed and summarized, ready to read by morning.

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### [The 5 AI Features That Separated 27 Profitable Solopreneurs From the Rest](articles/the-5-ai-features-that-separated-27-profitable-solopreneurs.md)

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.

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### [Token Optimization for Indie Developers' AI API Bills](articles/token-optimization-for-indie-developers-ai-api-bills.md)

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…

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### [Why Pi's 1000-Token Agent Engine Needs a Sandbox Before You Touch It](articles/why-pi-s-1000-token-agent-engine-needs-a-sandbox-before-you.md)

Pi's system prompt and its 4 tool descriptions come to under 1,000 tokens, which is the whole reason to like it.

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### [How to Build a Micro-SaaS Without Spending a Dime on Ads](articles/how-to-build-a-micro-saas-without-spending-a-dime-on-ads.md)

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…

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### [When AI Customer Service Backfired: Klarna’s Case and the Four-Stage Path to Enterprise AI Adoption](articles/when-ai-customer-service-backfired-klarna-s-case-and-the.md)

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.

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### [MonkeyCode: The Open-Source AI Coding Platform With 900 Million Free Tokens](articles/monkeycode-the-open-source-ai-coding-platform-with-900.md)

MonkeyCode's free tier includes 900 million tokens, deploys to your own network with 1 command, and ships as open source you can read.

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### [Charge Per Conversation, Not Per Seat: The Billing Model Behind AI Support](articles/charge-per-conversation-not-per-seat-the-billing-model.md)

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…

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### [When the AI Picks for the Customer, You Become a Supplier](articles/when-the-ai-picks-for-the-customer-you-become-a-supplier.md)

WeChat's Xiaowei agent went into closed testing this year, and Qwen's brand agents already have Luckin Coffee and KFC connected to them.

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### [A 30-Line Script, 200 Users, and a Niche Nobody Wanted](articles/a-30-line-script-200-users-and-a-niche-nobody-wanted.md)

"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.

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### [AI Took Over My Coding. What Broke Was How I Learn.](articles/ai-took-over-my-coding-what-broke-was-how-i-learn.md)

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.

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### [AI Side Hustle: Stop Selling Hours, Start Selling Plans](articles/ai-side-hustle-stop-selling-hours-start-selling-plans.md)

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…

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### [Sell It Before You Build It: How Indie Devs Validate AI Products](articles/sell-it-before-you-build-it-how-indie-devs-validate-ai.md)

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…

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### [58 Million Plays Started With One Account, Not Four](articles/58-million-plays-started-with-one-account-not-four.md)

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.

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### [Choosing the Right AI Model for Coding: Cost vs. Efficiency](articles/choosing-the-right-ai-model-for-coding-cost-vs-efficiency.md)

Fable 5, the cheapest option at $9.05 per run, delivers only 41.2% accuracy in React projects.

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### [Your Agent Writes Code Faster Than Anyone Can Review It](articles/your-agent-writes-code-faster-than-anyone-can-review-it.md)

The bottleneck in AI-assisted development moved, and most teams have not moved their tooling to follow it.

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### [Why Your Indie App Needs Short-Form Video Marketing (And How to Get Started)](articles/why-your-indie-app-needs-short-form-video-marketing-and-how.md)

The videos run about 60 seconds.

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### [Your AI Coding Bill Scales With Your Repo, Not Your Output](articles/your-ai-coding-bill-scales-with-your-repo-not-your-output.md)

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.

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### [The Klarna Lesson: Why AI Implementation Needs a Staircase, Not a Leap](articles/the-klarna-lesson-why-ai-implementation-needs-a-staircase.md)

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…

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### [AI Local Websites Don’t Rent for $3K/Month—Until You Do This](articles/ai-local-websites-don-t-rent-for-3k-month-until-you-do-this.md)

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.

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### [The Token Cost War: Why Price per Million Tokens Now Decides the AI Market](articles/the-token-cost-war-why-price-per-million-tokens-now-decides.md)

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…

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### [AI Agent Loop Engineering: Karpathy's Method for 5x Productivity Gains](articles/ai-agent-loop-engineering-karpathy-s-method-for-5x.md)

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.

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### [Klarna Replaced 700 Support Agents With AI. Then It Started Hiring Again.](articles/klarna-replaced-700-support-agents-with-ai-then-it-started.md)

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.

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### [The First Line of Defense in AI Programming: Environment Variable Management](articles/the-first-line-of-defense-in-ai-programming-environment.md)

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…

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### [AI Programming Tool Selection Strategy: From Rapid Prototyping to Long-term Collaboration](articles/ai-programming-tool-selection-strategy-from-rapid.md)

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.

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### [How Chinese Developers Are Using Codex Record & Replay to Streamline Repetitive Workflows](articles/how-chinese-developers-are-using-codex-record-replay-to.md)

A monthly report that used to take four hours now takes a few minutes.

`Workflow Automation` `AI Development` `Chinese AI` `Automation Systems` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/25) · [telegra.ph](https://telegra.ph/How-Chinese-Developers-Are-Using-Codex-Record--Replay-to-Streamline-Repetitive-Workflows-08-19)

### [AI Model Costs: Beyond Per-Token Pricing](articles/ai-model-costs-beyond-per-token-pricing.md)

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…

`AI Systems` `AI Implementation` `AI Pricing` `Indie Development` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/20) · [telegra.ph](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](articles/one-person-8-ai-agents-3-000-baseball-caps-in-two-months.md)

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…

`AI Agents` `Revenue Growth` `Niche Market` `Automation Systems` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/60) · [telegra.ph](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](articles/why-your-ai-agent-goes-off-the-rails-give-it-boring-work.md)

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:…

`AI Agents` `AI Implementation` `AI Programming` `AI Limits` · [reply box](https://github.com/xyzs996/llm-api-pricing/discussions/54) · [telegra.ph](https://telegra.ph/Why-Your-AI-Agent-Goes-Off-the-Rails-Give-It-Boring-Work-First-08-23)

## Related

- [llm-cost-calculator](https://github.com/xyzs996/llm-cost-calculator) — the same price table as a calculator: put your own token counts in and get a bill, with peak/off-peak and the long-context cliff handled.
- [free-llm-api](https://github.com/xyzs996/free-llm-api) — verified free LLM API tiers, rate limits, and no-card options.

## Reuse

Copyright © 2026 xyzs996. Everything here — the write-ups in
`articles/` and the dataset in `data/` alike — is licensed
[CC BY 4.0](LICENSE): copy it, republish it, build on it, sell it.

One condition: say where it came from. A link back to
<https://spectracodeai.com/> next to whatever you reuse is enough.