Grok 4.7 vs Claude Fable 5.1 vs GPT-6 Astra vs GPT-5.6 Sol
The short answer
Four frontier-tier models, three price points, no single winner. As of September 22, 2026:
- Claude Fable 5.1 ($10/$50) — highest quality on most benchmarks, cheapest cache reads.
- GPT-6 Astra ($10/$50) — ties Fable on the Artificial Analysis index, leads Terminal-Bench 4.0, emits fewer tokens so costs less per task.
- GPT-5.6 Sol ($4/$20) — OpenAI’s mid-tier and the named replacement for GPT-5.5; strong on DeepSWE and clinical reasoning.
- Grok 4.7 ($2/$6, launched September 21, 2026) — the budget frontier: beats Sol on four of seven rows at half the price, but well behind the flagships on long agentic work.
Price per million tokens
| Grok 4.7 | GPT-5.6 Sol | Claude Fable 5.1 | GPT-6 Astra | |
|---|---|---|---|---|
| Input | $2.00 | $4.00 | $10.00 | $10.00 |
| Cached input | $0.50 | — | $0.25 | $1.00 (writes ~$12.50) |
| Output | $6.00 | $20.00 | $50.00 | $50.00 |
| Long-context premium | 2x at ≥200K prompt tokens | — | None published | ~2x input above 272K |
| Context window | 500K | — | 1,000K | 1,050K |
| Released | Sep 21, 2026 | Jul 2026 | Sep 3, 2026 | Sep 3, 2026 |
Benchmarks
xAI’s launch table (xAI-run; Grok 4.7 xHigh, GPT-5.6 Sol Max, Fable 5.1 Max)
| Benchmark | Grok 4.7 | GPT-5.6 Sol | Fable 5.1 |
|---|---|---|---|
| CursorBench 4.0 | 46.3% | 41.7% | 51.8% |
| DeepSWE v1.1 | 71.0% | 72.7% | 70.0% |
| EEBench | 64.0% | 39.4% | 56.4% |
| AA Briefcase v1.1 | 1,657 | 1,487 | 1,678 |
| Terminal-Bench 4.0 | 38.0% | 37.3% | 57.9% |
| Harvey Legal Agent Benchmark | 19.6% | 2.5% | 6.7% |
| HealthBench Professional | 56.7% | 60.5% | 62.1% |
| GDPval (Elo) | 1,695 | — | 1,735 (GPT-6 Astra: 1,542) |
Independent (Artificial Analysis, September 21, 2026)
| Metric | Grok 4.7 | Fable 5.1 | GPT-6 Astra |
|---|---|---|---|
| Intelligence Index v4.3.2 | 46 (rank 16/655) | 53 | 53 |
| Terminal-Bench 4.0 | 26% | 55% | 60% |
| Output tokens per index task | ~81,000 | — | Fewer than Fable (Astra ≈ 1/3 cost per coding task) |
| Hallucination rate (AA-Omniscience) | 29% | — | — |
Note the version split: on the earlier index used at the September 3 launches, Fable 5.1 scored 65.6 and GPT-6 Astra 61.1. v4.3.2 rebased the scale, so compare within a version only.
Where each model wins
Claude Fable 5.1 — best quality, best caching. Leads CursorBench, Terminal-Bench (xAI table), AA Briefcase, HealthBench and GDPval. Its $0.25 cache reads make it the cheapest of the four for agents that re-read a large stable context. GA on Anthropic API, Bedrock, Vertex and Foundry. Full head-to-head: GPT-6 Astra vs Claude Fable 5.1.
GPT-6 Astra — best long-horizon agent per dollar at the top tier. 60% on Terminal-Bench 4.0 in Artificial Analysis’s harness, the highest of the four, and roughly one-third of Fable’s cost per completed coding task because it emits fewer tokens. Weak spot: 1,542 on xAI’s GDPval chart, the lowest of the models shown, and expensive cache writes.
GPT-5.6 Sol — the safe OpenAI default. Best DeepSWE v1.1 score (72.7%), second on HealthBench, and the model OpenAI tells Codex users to move to when GPT-5.5 retires from ChatGPT and Codex on October 14, 2026. Loses to Grok 4.7 on four of seven rows at twice the price.
Grok 4.7 — the price-performance play. Only model under $10 output that is within a point of the flagships on DeepSWE and AA Briefcase, and it leads every model on EEBench (64.0%) and the Harvey Legal Agent Benchmark (19.6%, nearly 3x Fable’s 6.7%). Falls to 26-38% on Terminal-Bench 4.0 and 46 on the AA index. Details: What is Grok 4.7?
Cost per task, not per token
Sticker price misleads in both directions. Grok 4.7 spends ~81,000 output tokens on a hard Artificial Analysis task; at $6/MTok that is ~$0.49 per task. A flagship at $50/MTok that finishes the same task in 25,000 tokens costs ~$1.25. Grok’s real advantage is therefore ~2.5x, not the 8x the output prices imply — still large, but budget on measured tokens, not rate cards. GPT-6 Astra’s token efficiency is why it undercuts Fable 5.1 on cost per task despite identical pricing.
Decision guide
| You need | Pick |
|---|---|
| Highest quality, cache-heavy agents | Claude Fable 5.1 |
| Multi-hour terminal agents, lowest frontier cost per task | GPT-6 Astra |
| OpenAI stack, GPT-5.5 replacement, clinical | GPT-5.6 Sol |
| Bulk coding at the lowest price; legal, EE workflows | Grok 4.7 |
| One router | Grok 4.7 default → Fable 5.1 or Astra for the hardest 10-20% |