AI Coding Field Notes

Coding agent pricing comparison: cheapest LLM API for coding, cost per million tokens, from the OpenRouter price list as JSON and CSV.

View the Project on GitHub xyzs996/llm-api-pricing

LLM API pricing for coding agents, re-read daily

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figures writeups updated license

Two things: a price table re-read from OpenRouter’s catalog every day, and 32 write-ups on what those bills looked like in production.

What the agent models cost (60 models)

List price per million tokens, with the agents rank the Design Arena gave it and the category it ranked in. Last read 2026-08-22. The three cheapest:

$ in $ out Model Best agents rank
$0.1875 $0.9375 Gemini 3.7 Flash batch #3 androidnative
$0.25 $1.50 Gemini 3 Flash Preview batch #9 agenticslides
$0.30 $1.20 MiniMax M3 #10 python-pptxslides

All 60 models · JSON · CSV

List price, not your bill — cache hits, batch tiers and providers price differently, and batch rows are kept separate rather than folded in. The prices are the catalog’s and the ranks are the arena’s; neither is ours, and both move.

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, and this project gives nothing in return for one.

Read these on the web: AI Coding Field Notes — 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 (335 rows)

Every figure published across the 32 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
$1.43 The $1.43 and the $9.05 are both frontier models doing a job they were not specifically built for. The Two Best AI Code Reviewers Score the Same. One Costs $1.43 a Run, the Other $9.05.
$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. Debunking the Myth of Overnight Success in Micro-SaaS
90% 90% of developers still rely on manual prompt writing, while top performers use Skill Package to automate 80% of repetitive tasks, saving hours weekly. Best Practices for AI Agent Skill Management
80% 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. Why Stripping 80% of System Prompts Actually Improved Claude Code’s Performance
$30 With a budget as low as $30 per day, developers have reached an effective lead cost of $3 to $4. Stop Reading SimilarWeb Like a Traffic Dashboard — Read It Like a Feasibility Test
$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. How Indie Developers Are Building AI-Powered “Digital Landlords” and Renting Them Out for Monthly Cash Flow
40-second When an independent developer uses Agency Agents to set up a 40-second response cycle for e-commerce listings, they are building a feedback loop that reads market conditions and adjusts, which is what separates a timed automation from a script on a timer. Stop Chatting With AI: How I Use /loop and /hook to Automate My Indie Dev Workflow
9.1% 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 users were doing. Boosting AI Bot Conversion: A Deep Dive into Funnel Data
$1.25 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. 1.6 Billion Free Tokens Is a Compression Ratio, Not a Strategy
9x Open Code Review reports roughly 9x lower token consumption than general-purpose agents while holding accuracy, which suggests that a specialized agent aimed at one job often beats a heavy generalist on the only axis an indie developer can afford to optimize. Token Optimization for Indie Developers’ AI API Bills
87 percent The 87 percent figure and those two cases are measuring the same thing from different angles, which is time spent moving data by hand between a system that knows the answer and a system that needs it. The 5 AI Features That Separated 27 Profitable Solopreneurs From the Rest
40 seconds By using an AI agent to automate responses, negotiation, and price adjustment, the average response time can be reduced to within 40 seconds. From AI Demo to Product: Loop Engineering for Indie Devs

All 335 rows — 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, medium. 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.

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://xyzs996.github.io/llm-api-pricing/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 — 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. 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. 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:

Follow along. Atom feed — new write-ups land there first.

Reading this with a model? llms.txt — the dataset first, then every write-up with one line of what it says.

By provider. GPT-5.6 (18) · Klarna (9) · BrowserAct (7) · Claude (7) · WorkBuddy (7) · Fable 5 (6) · ChatGPT (4) — every figure whose sentence names it, with the date.

By topic. Indie Development (12) · Automation Systems (10) · SaaS Business (7) · AI Costs (6) · AI Implementation (6) · Niche Market (6) · AI Programming (5) · Cost Savings (5) · Productivity (5) · Development Tools (4) · AI Features (3) · AI Tools (3) · Artificial Intelligence (3) · Chinese AI (3) · Code Review (3) · Micro SaaS (3) · Token Optimization (3)

The write-ups

How Chinese AI Agent Tools Leverage 1.6 Billion Free Tokens

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

The Cost-Effective Guide to Using Open Code Review for AI Programming Tools

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

1.6 Billion Free Tokens Is a Compression Ratio, Not a Strategy

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…

Token Optimization Cost Savings Indie Development Development Tools

58 Million Plays Started With One Account, Not Four

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.

Content Marketing Video Marketing SaaS Business Automation Systems

A 30-Line Script, 200 Users, and a Niche Nobody Wanted

“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.

AI Automation Micro SaaS SaaS Business Niche Market

AI Agent Loop Engineering: Karpathy’s Method for 5x Productivity Gains

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.

Enterprise AI Developer Tools Automation Systems Indie Development

AI Programming Tool Selection Strategy: From Rapid Prototyping to Long-term Collaboration

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.

AI Implementation AI Costs Development Tools Enterprise Automation

AI-Generated Local Business Websites Don’t Rent for $3,000/Month (Until You Do This)

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.

AI Tools Local SEO Niche Market Revenue Growth

Best Practices for AI Agent Skill Management

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

Productivity AI Programming AI Features Automation Systems

Beyond Chat: How Codex Can Automate Your Word/Excel/PPT/PDF Workflows

Codex’s office automation capabilities, which are severely underestimated, can be transformed into powerful document processing agents, as shown by real-world developers, one of whom automated PDF…

Codex AI Programming Automation Systems Office Automation

Beyond Token Pricing: How Indie Devs Should Really Evaluate AI Model Costs

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

Boosting AI Bot Conversion: A Deep Dive into Funnel Data

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…

AI Implementation AI Bot Conversion Funnel Data Analysis Enterprise AI Adoption

Choosing the Right AI Model for Coding: Cost vs. Efficiency

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

Code Review AI Costs Indie Development Development Tools

Debunking the Myth of Overnight Success in Micro-SaaS

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

Artificial Intelligence Productivity SaaS Business Niche Market

From AI Demo to Product: Loop Engineering for Indie Devs

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

Productivity AI Implementation Automation Systems Indie Development

How Chinese Developers Are Using Codex Record & Replay to Streamline Repetitive Workflows

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

Workflow Automation AI Development Chinese AI Automation Systems

How Indie Developers Are Building AI-Powered “Digital Landlords” and Renting Them Out for Monthly Cash Flow

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…

Passive Income Indie Development AI-Powered Digital Landlords

How to Build a Micro-SaaS Without Spending a Dime on Ads

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…

Micro-SaaS Rental Business SaaS Business Automation Systems

MonkeyCode: The Open-Source AI Coding Platform With 900 Million Free Tokens

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

Open-Source AI Costs Indie Development Development Tools

Stop Chatting With AI: How I Use /loop and /hook to Automate My Indie Dev Workflow

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.

Productivity Recurring Revenue AI Features Niche Market

Stop Reading SimilarWeb Like a Traffic Dashboard — Read It Like a Feasibility Test

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

AI tools Indie developers Niche market Indie development

The 5 AI Features That Separated 27 Profitable Solopreneurs From the Rest

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.

AI Automation Micro SaaS Indie Developer AI for Solopreneurs

The AI Branding Revolution: How Indie Developers Are Ditching Design Costs with AI

Chris launched WiseMindAI last year and came out of a single session with Miora’s brand visual template holding more than ten finished assets, covering color schemes, typography and social graphics…

AI Tools Cost Savings SaaS Business Indie Development

The First Line of Defense in AI Programming: Environment Variable Management

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…

AI Development AI Programming Environment Variables AI Security

The Hidden Costs of GPT-5.6 Model Selection: A Developer’s Real-World Guide

“Choosing the right GPT-5.6 model for your business is more about avoiding cost overruns than just picking the cheapest option.”

AI Implementation AI Costs AI Programming Cost Savings

The Klarna Lesson: Why AI Implementation Needs a Staircase, Not a Leap

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…

Artificial Intelligence AI Systems Automation Systems Enterprise Automation

The Two Best AI Code Reviewers Score the Same. One Costs $1.43 a Run, the Other $9.05.

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

Artificial Intelligence Software Development Machine Learning AI code review

Token Optimization for Indie Developers’ AI API Bills

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…

AI Costs Token Optimization SaaS Business Chinese AI

When AI Customer Service Backfired: Klarna’s Case and the Four-Stage Path to Enterprise AI Adoption

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.

AI Implementation AI Costs Niche Market Profitable Business

Why Pi’s 1000-Token Agent Engine Needs a Sandbox Before You Touch It

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

Security AI Programming Indie Development Sandbox

Why Stripping 80% of System Prompts Actually Improved Claude Code’s Performance

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.

Developer Productivity Code Review AI Features Indie Development

Why Your Indie App Needs Short-Form Video Marketing (And How to Get Started)

The videos run about 60 seconds.

Productivity Content Creation Indie Development Short Form Video

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

One condition: say where it came from. A link back to https://xyzs996.github.io/llm-api-pricing/ next to whatever you reuse is enough.