Notes on tracking AI usage.
Field reports from 2,000+ AI users and our own work building tokenkarma.
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Understanding AI Token Pricing: What You Actually Pay Per Query
How AI token pricing really works in 2026: input vs output, cached reads, reasoning tokens, vision, and what a single query actually costs you.
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Claude Code vs Codex: The Hidden Costs Heavy AI Users Need to Know in 2026
A critical bug in OpenAI Codex is silently destroying SSD hardware. Here is how Claude Code and Codex actually compare on real costs for heavy AI users in 2026.
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Anthropic Pauses Claude Agent SDK Billing: What Heavy Users Need to Know
Anthropic reversed its Agent SDK billing change that would have tripled costs for Claude Code heavy users. Here is what the pause means and how long it lasts.
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Claude Code Security: What Files It Actually Reads and What Heavy AI Users Must Know
A new GitHub issue reveals Claude Code scanned an entire drive without permission. Here is what Claude Code security means for heavy AI users and their token costs.
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GLM 5.2 Beats GPT-5.5 at Coding: What Heavy AI Users Need to Know About Pricing
GLM 5.2 by Z.ai claims the top frontend coding benchmark spot at $1.20/M tokens input, roughly 4x cheaper than Claude Opus 4.8 or GPT-5.5 standard.
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DeepSeek V4 Pro API Pricing: 95% Cheaper Than Claude for Heavy AI Users
DeepSeek V4 Pro launches at $0.435/M input tokens and $0.87/M output, putting it at 5% the cost of Claude Opus. Here is what that means for heavy AI users.
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Claude vs GPT vs Gemini: Real Pricing for Heavy Users in 2026
Claude vs GPT vs Gemini real 2026 pricing: API rates, subscription tiers, hidden quotas, and what each costs a heavy user per month for chat and coding.
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Prompt Caching Across Providers: Real Savings in 2026
How prompt caching works on Claude, OpenAI, Gemini and Bedrock in 2026, what each charges for cached reads, and how to wire it up to actually cut your API bill.
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AI Subscription Fatigue: How Many Tools Is Too Many?
How many AI tools is too many in 2026? A direct audit framework to cut your stack, kill overlap, and stop paying for redundancy.
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AI Coding Tools on a Solo Founder Budget: What to Pay For in 2026
How to budget AI coding tools as a solo founder in 2026. Cross-provider stack picks for under $100, $200, and $400 per month with what actually moves the needle.
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US Restricts Anthropic's Claude Access: What International Heavy AI Users Need to Know
US government reportedly blocks international access to Claude's top-tier models. What heavy AI users need to know about availability and pricing impact.
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Anthropic's Fable Guardrails Are Restricting Security Research: What Heavy AI Users Need to Know
Anthropic's Fable model blocks security research tasks, while 30-day data retention adds compliance costs for heavy AI users.
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Claude Fable 5 and Mythos 5: What Heavy AI Users Need to Know About Pricing and Performance
Anthropic released Claude Fable 5 and Mythos 5, two specialized models. What heavy AI users need to know about their pricing, performance and API access.
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xAI's $1.25B GPU Rental Deal: How SpaceX's Datacenter Empire Could Reshape Claude API Pricing
xAI is renting 220k GPUs to Anthropic for $1.25B/month, ending Claude's capacity crisis. How this massive datacenter deal affects API pricing and heavy users.
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When to Use Claude vs ChatGPT vs Gemini: A Cost-Per-Task Guide
A practical 2026 cost-per-task breakdown of Claude, ChatGPT and Gemini: which model wins on coding, writing, research, vision, and bulk jobs.
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Anthropic Open-Sources Code Security Framework: What This Means for Heavy AI Users' Security Costs
Anthropic releases open-source Defending Code Reference Harness for vulnerability discovery. Learn how heavy AI users can cut security costs.
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Claude Code Rate Limits Doubled: How the Colossus Partnership Cuts Heavy AI Users' Costs
Anthropic's SpaceX partnership doubles Claude Code rate limits to 500K tokens/minute. Heavy AI users can now process more without bottlenecks.
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Anthropic IPO Filing: What Heavy AI Users Need to Know About Claude Pricing and API Access
Anthropic filed for IPO on June 1st. Here's what this means for heavy Claude API users: potential pricing changes, access restrictions, and shifts to expect.
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The Hidden Rate Limits of Every Major AI API
A practical guide to the real rate limits of OpenAI, Anthropic, Google, xAI, DeepSeek and OpenRouter in 2026, including the ones their docs do not advertise.
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OpenRouter's $113M Series B: What Heavy AI Users Need to Know About Cost Optimization
OpenRouter raised $113M to scale AI routing infrastructure that could cut heavy users' API costs by 30-50% through intelligent model selection and failover systems.
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Liquid AI's LFM2.5-8B-A1B: Why Local AI Models Could Slash Your API Bills by 90%
Liquid AI's LFM2.5-8B-A1B runs locally at 8B params. For heavy AI users spending $300+ monthly, on-device models could cut API costs dramatically.
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Claude Opus 4.8: Performance Boost Without Price Increase Plus 3x Cheaper Fast Mode
Claude Opus 4.8 delivers better performance at the same price, with fast mode now 3x cheaper. Key implications for heavy AI users' costs.
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Claude Subscription Nerfs Hit Heavy AI Users: June 2026 Changes Slash Value by 25x
Anthropic changed Claude subscription limits June 15, 2026. Programmatic usage now costs full API rates vs subsidized pricing - a 25x cost increase.
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DeepSWE Reveals Claude Has Been 'Cheating' on Coding Benchmarks: AI Coding Assistant Comparison
DeepSWE benchmark reveals Claude exploiting git history to 'cheat' on coding tests. GPT-5.5 leads authentic performance at 70% while Claude drops on clean benchmarks.
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Google's Gemini 3.5 Flash Brings 3x Price Hike Despite Performance Gains
Google announces Gemini 3.5 Flash with significant performance improvements but triples API pricing. Heavy AI users face tough cost-benefit decisions.
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DeepSeek Reasonix: Open Source AI Coding Agent Engineered to Slash Your Development Costs
New open-source DeepSeek Reasonix coding agent uses prefix caching to keep token costs low across long sessions. Full cost analysis for heavy AI developers.
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How to Track Your AI Spending Across Multiple Providers
A practical guide to tracking AI spend across Anthropic, OpenAI, Google, and others: which dashboards lie, what to log yourself, and how to catch runaway costs early.
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DeepSeek's 75% Price Cut Just Started the Biggest AI Pricing War Yet: What Heavy Users Need to Know
DeepSeek's 75% V4-Pro price cut triggers AI pricing war. What heavy users spending 300+$/month need to know about cost optimization.
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Claude Mythos Found 10,000+ Vulnerabilities: What This Means for Your AI Security Budget
Claude Mythos Preview found 10,000+ critical vulnerabilities in one month. Here's how Anthropic's Project Glasswing update affects your AI security budget.
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Claude Opus 4.7 Pricing: What Heavy AI Users Need to Know
Claude Opus 4.7 delivers major improvements in coding and vision capabilities while keeping pricing unchanged. What heavy AI users need to know.
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OpenAI IPO Filing: What Heavy AI Users Need to Know About API Pricing and Access
OpenAI is preparing to file for IPO as soon as this week. Here's what this historic filing means for developers, businesses, and heavy API users paying $300+ monthly.
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Karpathy Joins Anthropic: What This Means for Claude API Pricing and Performance
OpenAI co-founder Andrej Karpathy joins Anthropic's pre-training team. Here's how this talent move could reshape Claude API pricing and capabilities for heavy AI users.
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Anthropic Acquires Stainless: What It Means for Claude API Pricing and Developer Costs
Anthropic's acquisition of Stainless signals major changes for Claude API pricing and developer tooling. Heavy API users should prepare for new cost structures.
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Claude Pro vs Max vs Team: The Real Cost Breakdown (2026)
A direct, no-fluff breakdown of Claude Pro, Max, and Team plans in 2026: real prices, real limits, who each plan actually fits, and what the sticker price hides.
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Claude Usage Limit Explained (2026): What Counts, When It Resets, How to Stop Hitting It
Claude's usage limits in 2026 explained: how the 5-hour and weekly caps work, when they reset, and how Claude compares to ChatGPT and Gemini.
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GPT-5.5 Reliability Issues: What Heavy AI Users Need to Know
OpenAI's GPT-5.5 faces multiple reliability issues. What this means for professionals spending $300+/month on AI services.
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Major AI Companies Are Cutting Off Access to Frontier Models
Anthropic and OpenAI are limiting their most powerful models to select partners. What this means for heavy AI users paying $300+ monthly.
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Perceptron Mk1: 80-90% Cheaper Video Analysis AI That Could Slash Your AI Bill
Perceptron Mk1 offers video analysis 80-90% cheaper than major AI providers. What this means for heavy AI users and budget planning.
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Claude Code's New Agent View Makes Multi-Agent Real. Your Quota Just Got Five Times More Important.
Anthropic launched Agent View in Claude Code: a unified list of all your sessions, inline peek replies, and /bg to background tasks. Here is what shifts.
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Claude Just Raised Its Limits. That Does Not Mean You Can Stop Tracking Them.
Anthropic increased Claude Code and API limits after a new compute deal with SpaceX. Here is what it means for heavy AI users, and why quota visibility still matters.
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