AI agents · OpenClaw · self-hosting · automation

Quick Answer

Grok 4.7 vs Claude Fable 5.1 vs GPT-6 Astra vs GPT-5.6 Sol

Published:

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 4.7GPT-5.6 SolClaude Fable 5.1GPT-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 premium2x at ≥200K prompt tokensNone published~2x input above 272K
Context window500K1,000K1,050K
ReleasedSep 21, 2026Jul 2026Sep 3, 2026Sep 3, 2026

Benchmarks

xAI’s launch table (xAI-run; Grok 4.7 xHigh, GPT-5.6 Sol Max, Fable 5.1 Max)

BenchmarkGrok 4.7GPT-5.6 SolFable 5.1
CursorBench 4.046.3%41.7%51.8%
DeepSWE v1.171.0%72.7%70.0%
EEBench64.0%39.4%56.4%
AA Briefcase v1.11,6571,4871,678
Terminal-Bench 4.038.0%37.3%57.9%
Harvey Legal Agent Benchmark19.6%2.5%6.7%
HealthBench Professional56.7%60.5%62.1%
GDPval (Elo)1,6951,735 (GPT-6 Astra: 1,542)

Independent (Artificial Analysis, September 21, 2026)

MetricGrok 4.7Fable 5.1GPT-6 Astra
Intelligence Index v4.3.246 (rank 16/655)5353
Terminal-Bench 4.026%55%60%
Output tokens per index task~81,000Fewer 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 needPick
Highest quality, cache-heavy agentsClaude Fable 5.1
Multi-hour terminal agents, lowest frontier cost per taskGPT-6 Astra
OpenAI stack, GPT-5.5 replacement, clinicalGPT-5.6 Sol
Bulk coding at the lowest price; legal, EE workflowsGrok 4.7
One routerGrok 4.7 default → Fable 5.1 or Astra for the hardest 10-20%

Sources