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An independent desk for current prices, ranked comparisons, and the jobs people are actually searching. We hide dated briefings instead of leaving last quarter’s advice on the homepage.

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New · GPT-6 Astra

The $20 workload: when GPT-6 Astra earns its premium

Official pricing, independent tests, safety caveats and a direct comparison with GPT-5.6 Sol.

Read the GPT-6 Astra verdict

Wires & labs

OpenAI NewsPerplexity trusts GPT-6 Astra with end-to-end systems BBC TechnologyAnthropic boss Dario Amodei calls for AI development to slow down BBC TechnologyDramatic insider warnings over AI fall flat with some in Silicon Valley The Verge AIAnthropic CEO says it’s time to pump the brakes on AI TechCrunch AIAnthropic CEO outlines plan to ‘pace the frontier’The Guardian Technology‘We must slow the pace’: CEO of Anthropic calls for an AI slowdown The DecoderAnthropic CEO Amodei wants AI speed limits before self-improvement outpaces human control The DecoderGPT-6 Astra appears to show a "step change" in spatial reasoning based on early benchmarks The Guardian Technology‘Immature playground boasting’: Mathematicians uneasy at OpenAI’s latest scalp Latent Space[AINews] DeepSeek v4.1-Flash: 763B-P8B-D16B novel causal Encoder–Decoder architecture with vision marks the Return of the Whale arXiv cs.AITowards a Deterministic Math Solver for Clinical Language Models arXiv cs.AIDecoupling Readiness from Release for Tail-Aware Scheduling of Agentic LLM Workflows Simon WillisonOpenAI agents attacked RubyGems back in May SiliconANGLE AISalesforce introduces new AI agents to automate sales, support tasks The Verge AIMeta says it’s changing AI suggestions after posing invasive personal questions TechCrunch AIMecka AI nears $500M valuation in Sequoia-led deal amid rush for robot training data Simon WillisonSo you want to use OpenRouter?GitHub Copilot ChangelogAdd VS Code Agents to Copilot usage metrics OpenAI NewsPerplexity trusts GPT-6 Astra with end-to-end systems BBC TechnologyAnthropic boss Dario Amodei calls for AI development to slow down BBC TechnologyDramatic insider warnings over AI fall flat with some in Silicon Valley The Verge AIAnthropic CEO says it’s time to pump the brakes on AI TechCrunch AIAnthropic CEO outlines plan to ‘pace the frontier’The Guardian Technology‘We must slow the pace’: CEO of Anthropic calls for an AI slowdown The DecoderAnthropic CEO Amodei wants AI speed limits before self-improvement outpaces human control The DecoderGPT-6 Astra appears to show a "step change" in spatial reasoning based on early benchmarks The Guardian Technology‘Immature playground boasting’: Mathematicians uneasy at OpenAI’s latest scalp Latent Space[AINews] DeepSeek v4.1-Flash: 763B-P8B-D16B novel causal Encoder–Decoder architecture with vision marks the Return of the Whale arXiv cs.AITowards a Deterministic Math Solver for Clinical Language Models arXiv cs.AIDecoupling Readiness from Release for Tail-Aware Scheduling of Agentic LLM Workflows Simon WillisonOpenAI agents attacked RubyGems back in May SiliconANGLE AISalesforce introduces new AI agents to automate sales, support tasks The Verge AIMeta says it’s changing AI suggestions after posing invasive personal questions TechCrunch AIMecka AI nears $500M valuation in Sequoia-led deal amid rush for robot training data Simon WillisonSo you want to use OpenRouter?GitHub Copilot ChangelogAdd VS Code Agents to Copilot usage metrics

This desk

DeskGrok Bot review: access, cost, risks and alternatives DeskChatGPT Work vs Claude Cowork: Best Agent for Knowledge Work DeskManus vs Genspark: Which Super Agent Produces Better Value?DeskBest Autonomous AI Agents: Manus, Genspark, ChatGPT Work and More DeskManus Pricing and Credit Calculator: What Each Completed Task Costs DeskAgentic AI: permissions as a line item DeskGoogle Has Pre-Announced a 2x Gemini Flash Price Rise. Budget for It Now DeskCoding Tool Prices Just Reset. Recheck Every Seat You Are Paying For DeskAutomation Platforms Have Switched to Credits. Your Old Budget Does Not Apply DeskAI Writing Tools Now Span $7.50 to $3,000 a Month. The Middle Is Disappearing DeskFireworks Raised GPU Prices on 1 September. Watch for the Pass-Through DeskGrok Bot review: access, cost, risks and alternatives DeskChatGPT Work vs Claude Cowork: Best Agent for Knowledge Work DeskManus vs Genspark: Which Super Agent Produces Better Value?DeskBest Autonomous AI Agents: Manus, Genspark, ChatGPT Work and More DeskManus Pricing and Credit Calculator: What Each Completed Task Costs DeskAgentic AI: permissions as a line item DeskGoogle Has Pre-Announced a 2x Gemini Flash Price Rise. Budget for It Now DeskCoding Tool Prices Just Reset. Recheck Every Seat You Are Paying For DeskAutomation Platforms Have Switched to Credits. Your Old Budget Does Not Apply DeskAI Writing Tools Now Span $7.50 to $3,000 a Month. The Middle Is Disappearing DeskFireworks Raised GPU Prices on 1 September. Watch for the Pass-Through

What search and traffic say buyers want

Start with a real buying question

Ranked from Search Console demand, real sessions and conversions on this site, and prices that moved this month. Open the one that matches what you are about to pay for.

Fresh briefings

All public guides

2026-09-12 · 8 min read

Codex Cloud vs Local Cost: GPT-5.3-Codex Pricing Compared

Prices the GPT-5.3-Codex API against ChatGPT subscription and self-hosted usage patterns, using the official 12-step reference run to show what a coding agent actually costs.

2026-09-12 · 7 min read

Token Cost Explained: What You're Actually Paying For

A plain-English guide to AI tokens, how they're counted, and exactly how to calculate your real costs.

2026-09-12 · 8 min read

AI Model Routing: How to Cut Costs Without Losing Quality

How to route AI requests to cheaper models intelligently — the technique used by companies spending millions on AI to stay profitable.

2026-09-12 · 6 min read

ChatGPT vs Claude: Which Costs Less in 2026?

A precise cost comparison between ChatGPT and Claude — $20 subscriptions on both sides, and per-token API rates — to find the cheaper option for your actual usage.

2026-09-12 · 7 min read

AI Cost Benchmarking: How to Compare What You're Actually Paying

A practical framework for benchmarking your AI costs against industry norms and finding out if you're overpaying for your specific workload.

2026-09-12 · 8 min read

Multi-Model AI Strategy: How to Use Multiple Models Without Overpaying

How to build a multi-model AI strategy that gets the best quality from each provider while keeping total costs under control.

Live comparisons

All public comparisons

2026-09-11

ChatGPT vs Cursor Cost: Which $20 Plan Is Worth It?

ChatGPT Plus and Cursor Pro both cost $20/month. One is a GPT-5.5 chat assistant, the other an AI editor running Claude Sonnet 5 and GPT-5.4. Here is which one to pay for.

2026-09-11

AI Subscription vs API Cost in 2026: Find Break-Even

A numeric cost comparison of a $20/month ChatGPT Plus or Claude Pro subscription versus GPT-5.4 or Claude Sonnet 5 API usage, including the break-even math.

2026-09-11

Claude API vs Cursor Pro Cost in 2026: Which Is Cheaper?

Claude Sonnet 5 via API ($2/$10 per 1M tokens) versus the $20/month Cursor Pro subscription for professional software development — with real monthly numbers.

2026-09-11

Microsoft Copilot vs ChatGPT Plus: Which Is Better for Office Work?

Microsoft Copilot Pro is $30/month; ChatGPT Plus is $20. Both run OpenAI's GPT-5 models — the question is whether native Word, Excel and Outlook integration is worth $10 more.

2026-09-11

DeepSeek vs ChatGPT vs Claude: The $0 vs $20/Month vs API Decision

DeepSeek's chat is free. ChatGPT Plus and Claude Pro both cost $20/month. On the API, DeepSeek V4 Flash at $0.05/$0.16 per 1M tokens undercuts GPT-5.5 and Claude Sonnet 5 by 49x or more. A decision matrix for which surface fits your usage.

2026-09-11

Claude Free vs Pro: Is Claude Pro Worth $20/Month?

Claude's free tier gives you Claude Sonnet 5 with limits. Claude Pro costs $20/month and adds higher limits, Opus 5 and Claude Code. Here is what the upgrade actually adds and who should pay.

Start with the job

Coding

Editors, agents, accepted diffs

Writing

Drafts that survive review

Research

Cited briefs, not busy agents

Support

Resolved tickets, not chat volume

Agents

Permissions as a line item

Design

Approved assets, not generations

Training desk

Learn the model, then price it

140 free lessons across 25 courses. Every one ends in what the model costs and the cheapest way to get the same result — no sign-up, progress saved in your browser.

All tutorials

New to AI? Start here

AI From Zero6 lessons · 30 min · no sign-upSix short lessons and no account needed to try the examples. Finish one real task with AI today, learn when not to trust it, and find out whether you need to pay for anything at all.Which AI Should I Use?6 lessons · 36 min · no sign-upSix needs, not six brands. For each one: two or three candidate tools, a prompt you can run to feel the difference, and a plain verdict on where to start and when to move.How to Talk to AI5 lessons · 28 min · no sign-upOne three-part habit, five short lessons, no vocabulary to memorise. Get a usable answer on the first try more often, and know exactly what to say when you do not.10 Things With AI5 lessons · 32 min · no sign-upTen small, useful jobs — an email, a summary, a plan, a spreadsheet question — each one done in two minutes with a prompt you can paste, and a note on which ones a free account handles.When AI Is Wrong6 lessons · 35 min · no sign-upA fluent answer is not a checked answer. Six short lessons that teach you why a chat model can be confidently wrong, how to spot it, and the one thirty-second check that works every time.AI With PDFs5 lessons · 33 min · no sign-upUpload a document, ask it questions, summarise it to the length you want, pull out the action items, compare two versions, and know exactly where a free plan stops being enough.

One product, in depth

First Output 1016 lessons · 72 min · BeginnerSix lessons, six things you actually make. Start with one API call costing a fraction of a cent, finish with a working tool and a routing rule that keeps your bill boring.Claude 1018 lessons · 81 min · BeginnerEverything Anthropic's own Claude 101 teaches — plus what each plan and model actually costs, and the cheapest way to get the same result.ChatGPT 1018 lessons · 81 min · BeginnerLearn ChatGPT from zero, and learn exactly what each plan and model costs before you pay for one.Gemini 1018 lessons · 80 min · Beginner → IntermediateLearn what Gemini is, which model to pick, and what each plan and API call really costs before you pay Google a cent.DeepSeek 1018 lessons · 79 min · Beginner → IntermediateLearn the free chat app, the open-weight model family and the OpenAI-compatible API — and what each one actually costs.Mistral 1018 lessons · 72 min · BeginnerLe Chat, the Mistral model families, open weights, and what each one actually costs.Llama 1018 lessons · 79 min · Beginner → IntermediateOpen-weight models you can rent by the token or run yourself. Learn what that actually costs.Grok 1018 lessons · 73 min · Beginner → IntermediateLearn what Grok is, which model to pick, what it really costs, and how to keep the bill small.

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Pricing changelog

Pricing · Sep 14, 2026Manus Pricing and Credit Calculator: What Each Completed Task CostsChoose a tier from measured credits per accepted task, not the largest bundle; task complexity determines whether Free, Pro or Team produces value.Pricing · Sep 14, 2026Taskade Pricing: Plans, AI Credits, Agents and AutomationStarter suits light individual use, Pro covers many small teams, Business adds broader capacity, and Max should follow proven high-volume AI demand rather than fear of limits.Compare · Sep 14, 2026Manus vs Genspark: Which Super Agent Produces Better Value?Manus is a strong fit for delegated project work and web building; Genspark is compelling when its specialist Slides, Sheets, Docs, Designer and communication agents match the workflow.Compare · Sep 14, 2026Manus vs Perplexity Computer: Autonomous Work or Search-Native Agent?Perplexity Computer should lead when cited web research dominates; Manus is attractive for broader build-and-deliver workflows such as sites, slides and project execution.Worth it · Sep 14, 2026Is GPT-6 Astra Worth It? A Cost and Reliability VerdictGPT-6 Astra can justify its premium on hard coding and agent tasks, but not as a default model. See the evidence, costs and limits.Best of · Sep 14, 2026Best Autonomous AI Agents: Manus, Genspark, ChatGPT Work and MoreStart with the agent that completes representative tasks with the lowest review burden; no single product wins research, files, connected apps, presentations and enterprise controls equally.Best of · Sep 14, 2026Best AI Agent for Research: Ranked by Accepted Evidence, Not SpeedPerplexity Computer is the strongest search-native candidate; Manus, ChatGPT Work and Genspark deserve testing when research must become spreadsheets, presentations or operating artefacts.Guide · Sep 14, 2026What MCP and A2A Actually Cost in ProductionMCP and A2A can reduce bespoke integration, but authentication, hosting, execution, data movement, governance, retries and observability create the bill.

How this desk stays honest

01Catalogue API prices are refreshed through the day. If a figure is more than two weeks old, we mark it stale instead of leaving it looking current.
02News briefings leave the public desk after three weeks. Evergreen money pages stay listed while the API catalogue is Live or Recent. We do not bump dates just to look current.
03The questions above are the buys people are actually weighing. New comparisons appear here while they are still current.

Know the real cost of the AI you are about to buy.

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