Claude Fable 5.2 vs GPT-6 Astra
As of November 9, 2026, Claude Fable 5.2 costs $8.00 input and $40.00 output per 1M tokens, and GPT-6 Astra costs $10.00 and $50.00. Claude Fable 5.2 is the cheaper of the two.
Two months after GPT-6 Astra and Claude Fable 5.1 landed on the identical $10/$50 list, Anthropic broke the tie. Claude Fable 5.2, released November 9, 2026, lists $8 per million input tokens and $40 output, 20 percent under Astra on both sides, and its cache reads cost $0.20 per million against $1 for Astra cached input. Astra still bills any request above 272,000 input tokens at 2x input and cache rates and 1.5x output, which puts its long-context tier at $20 and $75, while Fable 5.2 carries one rate across its full 1 million token window with 128K output. Astra's window is nominally larger at 1,050,000 tokens. On Anthropic's launch table, which is vendor-run for both columns, Fable 5.2 scores 49.1 percent on FrontierCode 2.0 at xhigh effort against 42.8 for Astra, and the first independent read points the same way: Vals AI puts Fable 5.2 first of 36 models on its Vals Index at 71.31 percent as of November 9, 2026. Astra's published strengths sit on rows where we carry no Fable 5.2 figure: OpenAI reports 96.0 on GPQA Diamond, 91.5 on BrowseComp, and 96.3 percent on MRCR v2 8-needle between 512K and 1M tokens. Speed is its own line item on the Anthropic side, since Fable 5.2 output runs up to 30 percent faster than Fable 5.1 and a fast mode at $16 and $80 generates up to 2.5x faster. Anthropic also reports about 55 percent fewer safety classifier blocks than Fable 5.1, which matters for security-adjacent work, and organizations that need lighter cyber and biology safeguards can apply for Mythos 5.2, the same model behind a verification gate at the same price.
Head-to-Head Specs
| Spec | Claude Fable 5.2 | GPT-6 Astra |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Input Price | $8.00/1M | $10.00/1M |
| Output Price | $40.00/1M | $50.00/1M |
| Context Window | 1M | 1.1M |
| Released | 2026-11 | 2026-09 |
| Capabilities | text, vision, tool-use, code, reasoning | text, vision, tool-use, code, reasoning |
Benchmark Scores
| Benchmark | Claude Fable 5.2 | GPT-6 Astra | Winner |
|---|---|---|---|
| Terminal-Bench 4.0 | 65.2 | 59.6 | Claude |
| Humanity's Last Exam (tools) | 74.2 | 57.2 | Claude |
See the full benchmark leaderboard for all models.
Category Breakdown
$8/$40 against $10/$50, 20 percent cheaper on both input and output
Fable 5.2 cache reads are $0.20 per 1M against $1 for Astra cached input, a 5x gap on the line that dominates agent loops
Fable 5.2 bills its full 1M window at one rate; Astra moves the whole request to $20/$75 above 272K input tokens
1,050,000 tokens against 1,000,000, though everything past 272K on Astra bills at the higher tier
Vals AI puts Fable 5.2 first of 36 models at 71.31 percent as of November 9, 2026, independently measured
49.1 at xhigh against 42.8 for Astra on Anthropic's launch table, vendor-run for both columns
OpenAI reports GPQA Diamond 96.0 and BrowseComp 91.5 for Astra; we carry no Fable 5.2 figure on either, so only one side has evidence
OpenAI reports MRCR v2 8-needle at 96.3 percent from 512K to 1M for Astra; we carry no comparable Fable 5.2 row
Choose Claude Fable 5.2 when:
- ▸Frontier workloads at volume, where a list rate 20 percent under Astra adds up
- ▸Agentic loops that replay a large cached prompt, at $0.20 cache reads against $1
- ▸Long-context work past 272K tokens that needs one flat rate
- ▸Agentic coding, given the FrontierCode 2.0 lead on Anthropic's table
Choose GPT-6 Astra when:
- ▸Graduate science reasoning and agentic search, where Astra has published GPQA Diamond and BrowseComp scores
- ▸Long context retrieval where recall past 512K tokens is the failure mode
- ▸Teams standardized on OpenAI tooling, Codex, and ChatGPT Work
Frequently Asked Questions
Which is better, Claude Fable 5.2 or GPT-6 Astra?
It depends on your use case. Claude Fable 5.2 from Anthropic excels at frontier workloads at volume, where a list rate 20 percent under astra adds up, while GPT-6 Astra from OpenAI is better for graduate science reasoning and agentic search, where astra has published gpqa diamond and browsecomp scores. See the full comparison above for detailed benchmarks and pricing.
How much does Claude Fable 5.2 cost compared to GPT-6 Astra?
Claude Fable 5.2 costs $8.00 input and $40.00 output per 1M tokens. GPT-6 Astra costs $10.00 input and $50.00 output per 1M tokens.
What is the context window difference between Claude Fable 5.2 and GPT-6 Astra?
Claude Fable 5.2 supports 1M tokens, while GPT-6 Astra supports 1.1M tokens.