Fiction Eval leaderboard · genre

Best AI model for LitRPG writing

July 2026 — scores recomputed using only the LitRPG scenes (231 blind matchups, three tries per model).

Claude Opus 4.8 leads, and comes out ahead of #2 in 99% of re-runs. This LitRPG-only sample is solid, but still check where the ranges overlap before reading much into close neighbors.

#ModelLitrpg score (likely range)
1Claude Opus 4.81857 (likely 1792–1926)
2Claude Sonnet 4.61741 (likely 1683–1799)
3Grok 4.31712 (likely 1657–1772)
4GLM 5.21687 (likely 1626–1755)
5Gemini 3.1 Pro1440 (likely 1365–1506)
6DeepSeek V3.21405 (likely 1343–1462)
7Mistral Large1186 (likely 1129–1233)
8Llama 4 Maverick972 (likely 912–1032)

Claude Opus 4.8 on the dungeon-core scene scene

I am three days old and I am nearly empty. [MANA: 2/60] The number sits in the dark behind what I am learning to call my sight. I spent the rest — fifty-eight points, everything — hardening the west corridor, packing loose earth into stone because loose earth frightened me. I do not know why it frightened me. I am new. Many things frighten me. Rain has been falling above for a day. I feel it in the soil the way a tooth feels cold water, a long ache down through my single room and my single corridor and into the pebble of crystal that is, apparently, me. Then the ache changes. [PROXIMITY ALERT — LIVING ENTITY] [Entity has entered the Threshold.] Something drags itself in from the rain. I watch — I have no eyes, but the dungeon is my eyes — as it collapses just inside the corridor I hardened. Small. Bent. Ribs like the tines of a broken rake pushing at grey-green skin. It shivers. Water runs …

Read every model's take side by side on the board.

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The full 8-model board · the July 2026 report · all head-to-heads

How it works: every pair of models is judged blind on the same scene, with the passages' order flipped so being shown first can't sway it, by GPT-5.4 — a family that isn't on the board, so nobody scores their own side. Each score carries a likely range; overlapping ranges are called a tie. Slop is scored separately by a fixed checklist, not an AI. Full board, every prompt, and the FAQ: thebookfactoryai.com/board. Get each new board by email on the model-drop list.

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