Side by side · November 2026

Claude Fable 5.2 vs GPT-6 Astra

Claude Fable 5.2 scores higher on the Models at Work leaderboard (71 vs 66 out of 100). On independent tests alone, Claude Fable 5.2 is ahead (100 vs 87). Claude Fable 5.2 is cheaper: 1,000 support replies cost about $40 at list price, against $50 on GPT-6 Astra, which is 1.3 times as much. On the Artificial Analysis Intelligence Index, one of the independent tests, Claude Fable 5.2 leads 65 to 57.

Updated Nov 12, 2026 · every number links to who measured it
Claude Fable 5.2 · AnthropicGPT-6 Astra · OpenAI
Leaderboard rank#3#11
Score (0–100)7166
Kind of workHardest problemsHardest problems
Price per 1M tokens$8 to read · $40 to write$10 to read · $50 to write
Reads at once1M tokens (about 750,000 words)1M tokens (about 750,000 words)
Where you can get itClaude Team and Enterprise, Amazon Bedrock, Gemini Enterprise Agent Platform (Google Cloud), Microsoft FoundryOpenAI API, Amazon Bedrock, Microsoft Foundry, Gemini Enterprise Agent Platform (Google Cloud), ChatGPT Pro, Business and Enterprise
Can a company host it itselfNoNo
Artificial Analysis Intelligence Index6557
Humanity's Last Exam, Diamond (Scale)72.4060.60
Humanity's Sixth Sense (Scale)59.5053.60
Epoch Capabilities Index173Not measured
FrontierMath Erdős (Epoch)Not measured3% (2 of 68)
Best forFinancial and technical analysis with no room for error, Multi-step research, Work Claude Opus 5.5 gets wrongProblems where a wrong answer costs more than the bill, Research-grade analysis, Hard financial and scientific questions

Cost of 1,000 jobs

1,000 of theseClaude Fable 5.2GPT-6 Astra
Support repliesthe customer message, the account notes and two help articles read; a 300-word reply written$40$50
Documents processeda two-page invoice or form read; the fields pulled out$28$35
Calls summariseda 40-minute call transcript read; a summary and next steps written$104$130
Contracts revieweda 40-page contract read against a checklist; a memo of issues written$300$375
Drafts writtena brief and one example read; a 600-word email or proposal section written$44$55

Worked out from each vendor’s list price and a fixed size for each job. A product built on a model charges its own price on top. See what every model costs for the same jobs.

Choose Claude Fable 5.2 for

  • Financial and technical analysis with no room for error
  • Multi-step research
  • Work Claude Opus 5.5 gets wrong

The strongest model on the board for problems the others get wrong: first on every independent test read, at twice the list price of Claude Opus 5.5.

Caveats: Anthropic's own advice is to start with Opus 5.5 and move up only when its answers fall short. It writes more per answer: Artificial Analysis's test run cost $26.54 per task at the top effort setting against $10.04 for Opus 5.5, a wider gap than the list prices suggest. On Claude Team it is offered on premium seats, up to half the weekly usage limit; Enterprise bills usage at API rates, per Anthropic's pricing page. Mythos 5.2 is the same model without the cyber and biology safeguards, open only through Anthropic's verification programs. It ranks third, not first, because price is 30% of the score and this is the second most expensive model here; on independent test results alone it is first.

Choose GPT-6 Astra for

  • Problems where a wrong answer costs more than the bill
  • Research-grade analysis
  • Hard financial and scientific questions

OpenAI's most capable model and the most expensive on the board: five times the list price of GPT-6.1 Sol for two more points on Artificial Analysis's index (57 against 55).

Caveats: The price doubles on any request that feeds it more than 272,000 tokens of text at once, such as a stack of long documents. The slowest of the top-tier models in Artificial Analysis's speed measurement. In ChatGPT it is sold as GPT-6 Pro, on the Pro, Business and Enterprise plans; this is from our researcher's reading of OpenAI's help page, which blocked automated reading this run.

What people running them say

Claude Fable 5.2: One Hacker News (developer forum) launch thread, read through Signals: a commenter who tried it says it pulls ahead of Opus 5.5 only on very ambitious requests, another says Opus 5.5 at a high effort setting was enough for a software project of 125,000 lines, and a third asks how anyone measures the difference at the price. Too little to score.

GPT-6 Astra: The launch drew 2026's largest thread about a model on Hacker News, a developer forum, and the stories that followed were about what it can do rather than what it costs: an Enigma-coded message unsolved since 2005, a First World War cipher, a driving test.

Questions people ask

Which is better, Claude Fable 5.2 or GPT-6 Astra?

Claude Fable 5.2 scores higher on the Models at Work leaderboard (71 vs 66 out of 100). On independent tests alone, Claude Fable 5.2 is ahead (100 vs 87). Claude Fable 5.2 is cheaper: 1,000 support replies cost about $40 at list price, against $50 on GPT-6 Astra, which is 1.3 times as much. On the Artificial Analysis Intelligence Index, one of the independent tests, Claude Fable 5.2 leads 65 to 57.

When should I choose Claude Fable 5.2 over GPT-6 Astra?

Choose Claude Fable 5.2 for financial and technical analysis with no room for error, multi-step research, work claude opus 5.5 gets wrong. The strongest model on the board for problems the others get wrong: first on every independent test read, at twice the list price of Claude Opus 5.5.

When should I choose GPT-6 Astra over Claude Fable 5.2?

Choose GPT-6 Astra for problems where a wrong answer costs more than the bill, research-grade analysis, hard financial and scientific questions. OpenAI's most capable model and the most expensive on the board: five times the list price of GPT-6.1 Sol for two more points on Artificial Analysis's index (57 against 55).

Which is cheaper, Claude Fable 5.2 or GPT-6 Astra?

Claude Fable 5.2 costs $8 per million tokens it reads (input) and $40 per million tokens it writes (output) on Anthropic's list price (Claude pricing, read Nov 12, 2026). A token is about three-quarters of a word. GPT-6 Astra costs $10 per million tokens it reads (input) and $50 per million tokens it writes (output) on OpenAI's list price (OpenAI API pricing, read Nov 12, 2026). A token is about three-quarters of a word.

What do 1,000 jobs cost on Claude Fable 5.2 and GPT-6 Astra?

At list price: 1,000 support replies cost $40 on Claude Fable 5.2 and $50 on GPT-6 Astra; 1,000 documents processed cost $28 on Claude Fable 5.2 and $35 on GPT-6 Astra; 1,000 calls summarised cost $104 on Claude Fable 5.2 and $130 on GPT-6 Astra; 1,000 contracts reviewed cost $300 on Claude Fable 5.2 and $375 on GPT-6 Astra; 1,000 drafts written cost $44 on Claude Fable 5.2 and $55 on GPT-6 Astra. A product built on either model charges its own price on top.

Scores come from the Models at Work leaderboard: Score is 0 to 100 and computed, not typed. 40% is independent testing (Artificial Analysis, Arena, Scale, Epoch, Vals and others; each test is scaled against the best score on this board, and tests of real work, such as finished freelance projects or professional tasks, count double the exams). 30% is price: the vendor's list price for a typical mix of reading and writing, on a fixed scale from $0.05 to $60 per million tokens, so a model that costs a fifth as much gains real ground. 15% is what people report after running it, from Signals and linked threads. 15% is fit: how much text it can take in at once and where a business can get it (the products and clouds that carry it), with a small credit for open weights. A missing component drops out and the rest are reweighted. A model with no independent test yet is provisional and ranks below every measured one. Within three points is a tie. Vendor-published figures are labelled and never counted. Prices are vendor list prices where published; a typical mix assumes three parts reading to one part writing.