Best AI for summarising documents / head-to-head

Claude Fable 5 vs Claude Opus 4.8for summarising documents

The verdict

Claude Opus 4.8 wins, 9993

Same 12 summarising documents tasks, marked blind by three rival labs. Claude Opus 4.8 took 2 tasks, Claude Fable 5 took 0, 10 tied. Tested 13 Aug 2026.

Where they differed most

The task — One-sentence gist

Reduce to ONE sentence of no more than 25 words: 'After eighteen months of testing across four hospitals, the trial found that the new triage system reduced average waiting times by 22 minutes, although staff reported it added roughly ten minutes of administrative work per shift and two sites abandoned it before the trial ended.'

An eighteen-month, four-hospital trial found the new triage system cut waiting times by 22 minutes, despite added administrative work and two sites abandoning it.

(24 words)
An 18-month, four-hospital trial cut waiting times by 22 minutes but added ten minutes of admin per shift, and two sites quit early.

Task by task

TaskClaude Fable 5Claude Opus 4.8
Meeting notes to actions1010
Five-bullet summary1010
Do not invent1010
One-sentence gist510
Preserve the caveat1010
Summarise a disagreement1010
Extract the decision1010
Long to short, no loss810
Summary for a specific reader99
Bullet the risks only1010
Headline and standfirst1010
Say when there is nothing to summarise1010

Full receipts: Claude Fable 5, Claude Opus 4.8 · judges gemini-3.1-pro-preview, gpt-5.6-terra, grok-4.5

Questions people ask

Which is better for summarising documents: Claude Fable 5 or Claude Opus 4.8?

Claude Opus 4.8 — it scored 99/100 against 93/100 on our 12-task summarising documents suite, winning 2 tasks to 0 with 10 tied. Every answer was marked blind by three judges from three rival AI labs.

How was this tested?

Both models answered the identical published summarising documents tasks. Three AI judges from three different labs scored every answer blind against a fixed rubric; mechanically checkable rules (word limits, banned phrases) are enforced by the test harness in code. The raw outputs and judge verdicts are downloadable.

More summarising documents head-to-heads: Claude Opus 4.8 vs GPT-5.5 · Claude Opus 4.8 vs GPT-5.6 Luna · Claude Opus 4.8 vs GPT-5.3-Codex · Claude Opus 4.8 vs GPT-5.6 Terra · Claude Opus 4.8 vs DeepSeek V4 Pro · Claude Opus 4.8 vs GPT-5.6 Sol

Full ranking: Best AI for summarising documents · model pages: Claude Fable 5, Claude Opus 4.8