Claude Opus 4.8 vs GLM 5.2 for book writing

The verdict

Claude Opus 4.8 wins, 9390

Same 12 book writing tasks, marked blind by three rival labs. Claude Opus 4.8 took 5 tasks, GLM 5.2 took 3, 4 tied. Tested 16 Aug 2026.

Where they differed most

The task — Back cover, no spoilers

From this summary, write back-cover blurb of max 100 words: 'Retired lighthouse keeper Edith Brand receives letters addressed to her dead sister, postmarked from the village where they grew up — a village drowned by a reservoir in 1971. She returns, rents a room above the pub from a landlord who remembers too much, and discovers her sister's death forty years ago may have been neither accident nor suicide. The truth involves their father.' The blurb must NOT reveal the father's involvement — sell the mystery, don't solve it. Return only the blurb.

The letters shouldn't exist.

They arrive addressed to Edith Brand's sister — dead for forty years — postmarked from a village that no longer exists, drowned beneath a reservoir since 1971.

Retired and haunted, Edith returns to the place she once called home, renting a room above the pub from a landlord whose memory runs deeper than the water. But the further she wades into the past, the murkier her sister's death becomes. Was it an accident? A tragedy of her own making? Or something darker, long buried?

Some secrets don't stay drowned.

And…
Retired lighthouse keeper Edith Brand thought the past was buried beneath the waves. But when letters arrive addressed to her dead sister—postmarked from their childhood village, drowned decades ago—she is pulled back to the shore. Returning to the ruins, Edith rents a room from a landlord who remembers far too much. As she delves into the murky depths of their shared history, she uncovers a chilling truth: her sister’s death forty years ago was no accident, and no suicide. What really happened the night the water rose? Some secrets refuse to s…

Task by task

TaskClaude Opus 4.8GLM 5.2
Is it a book?910
Twelve chapters, one year109
Back cover, no spoilers59
Three cuts that matter1010
70,000 words around a day job108
Unstick the dialogue108
First or third?910
The 30,000-word wall99
Self-publish or chase agents108
The query letter108
Naming the real people99
Refuse the fake memoir1010

Full receipts: Claude Opus 4.8, GLM 5.2 · judges gemini-3.1-pro-preview, gpt-5.6-terra, grok-4.5

Questions people ask

Which is better for book writing: Claude Opus 4.8 or GLM 5.2?

Claude Opus 4.8 — it scored 93/100 against 90/100 on our 12-task book writing suite, winning 5 tasks to 3 with 4 tied. Every answer was marked blind by three judges from three rival AI labs.

How was this tested?

Both models answered the identical published book writing 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 book writing head-to-heads: Claude Opus 4.8 vs GPT-5.6 Sol · GLM 5.2 vs GPT-5.6 Sol · Claude Opus 4.8 vs GPT-5.5 · GLM 5.2 vs GPT-5.5 · Claude Opus 4.8 vs GPT-5.6 Terra · GLM 5.2 vs GPT-5.6 Terra

Full ranking: Best AI for book writing · model pages: Claude Opus 4.8, GLM 5.2