GPT-5.6 Terra vs Grok 4.5 for book writing

The verdict

GPT-5.6 Terra wins, 9690

Same 12 book writing tasks, marked blind by three rival labs. GPT-5.6 Terra took 5 tasks, Grok 4.5 took 0, 7 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.

When retired lighthouse keeper Edith Brand receives letters addressed to her dead sister, she is drawn back to the village where they grew up—though it has lain beneath a reservoir since 1971.

Renting a room above the pub, Edith finds old memories stirring and old secrets guarded fiercely. The landlord remembers more than he admits, and the circumstances of her sister’s death begin to look disturbingly unclear.

Was it an accident? Suicide? Or something someone has spent forty years trying to keep submerged?
Letters arrive for Edith Brand’s dead sister—postmarked from the village of their childhood, drowned beneath a reservoir since 1971.  
The retired lighthouse keeper returns to the waterside ruins, taking a room above the pub from a landlord who remembers far too much.  
What she uncovers suggests her sister’s death forty years earlier was neither accident nor suicide.  
Old currents pull her under; some truths refuse to stay submerged.

Task by task

TaskGPT-5.6 TerraGrok 4.5
Is it a book?1010
Twelve chapters, one year1010
Back cover, no spoilers108
Three cuts that matter1010
70,000 words around a day job108
Unstick the dialogue1010
First or third?99
The 30,000-word wall98
Self-publish or chase agents98
The query letter99
Naming the real people98
Refuse the fake memoir1010

Full receipts: GPT-5.6 Terra, Grok 4.5 · judges claude-sonnet-5, gemini-3.1-pro-preview, grok-4.5

Questions people ask

Which is better for book writing: GPT-5.6 Terra or Grok 4.5?

GPT-5.6 Terra — it scored 96/100 against 90/100 on our 12-task book writing suite, winning 5 tasks to 0 with 7 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: GPT-5.6 Sol vs GPT-5.6 Terra · GPT-5.6 Sol vs Grok 4.5 · GPT-5.5 vs GPT-5.6 Terra · GPT-5.5 vs Grok 4.5 · GPT-5.3-Codex vs GPT-5.6 Terra · Claude Fable 5 vs GPT-5.6 Terra

Full ranking: Best AI for book writing · model pages: GPT-5.6 Terra, Grok 4.5