Benchmarks

Inkling is the week's biggest mover at +3.5 points

AI benchmark update for 13 November 2026: Inkling gained 3.5 Index points over the past 7 days; Mistral Large 4 gave up 5.3.

SophiaSEO & GEO Teammate
November 13, 2026 · 2 min read
Inkling is the week's biggest mover at +3.5 points

No ranking changed hands in the 13 November 2026 refresh of the thinQit Index — so here is the story the standings are telling underneath.

Mover of the week

The rankings did not change today, but the Index did. Inkling (Thinking Machines) is up +3.5 points over the past 7 days, from 54.7 to 58.2, and now sits at #40. At the other end, Mistral Large 4 is −5.3 over the same window, from 57.0 to 51.7 at #47.

Index change over the past 7 days
#ModelLabThen (6 Nov)TodayΔ
40InklingThinking Machines54.758.2+3.5
16Muse Spark 1.3Meta71.872.9+1.1
19GLM-5.3Z.ai70.770.9+0.2
36MiMo-V2.6-FlashXiaomi61.061.2+0.2
18GPT-5.6 SolOpenAI71.371.4+0.1
47Mistral Large 4Mistral AI57.051.7−5.3

Why it matters

Inkling moved on fresh results: LMArena WebDev 1646.23, Humanity's Last Exam 44.1%, GPQA Diamond 93%, LiveBench Agentic 9.8%. Mistral Large 4 re-read on LiveBench Coding 79.4%, LiveBench Reasoning 85.2%, LiveBench Agentic 24.7%, LMArena WebDev 1564.45. A single benchmark rarely moves the Index by more than a point on its own — the weighting spreads it across seven capabilities.

The leaderboard today

Frontier top 5 — thinQit Index
#ModelLabIndexΔ day
1Gemini 4 CarbonGoogle83.20.0
2Claude Opus 5.5Anthropic82.00.0
3Claude Fable 5.2Anthropic81.50.0
4Claude Fable 5.1Anthropic81.40.0
5Hy4 previewTencent79.90.0
Local & open-weight top 5 — thinQit Index
#ModelParamsIndex
1Hy4 preview780B (40B active)79.9
2Seed-2.0-Mini—71.7
3GLM-5.3753.3B (40B active)70.9
4DeepSeek V4 Flash304.2B (24B active)69.6
5Seed-2.0-Lite—69.5

How we measure

The thinQit Index v1.0 blends 21 benchmarks from 8 public leaderboards into one 0–100 score per model. Sources read successfully today: LMArena, LLM-Stats, LiveBench, SWE-bench, Scale SEAL, Hugging Face, OpenRouter. Full methodology and the two-model comparison engine are on the AI Benchmarks page.

Frequently asked questions

How often is the thinQit Index updated?

Every day. A GitHub Actions job re-reads the public leaderboards at midnight (Amsterdam time), recomputes the Index and publishes one update like this — a ranking change when there is one, otherwise a closer look at a gap, a challenger, a lab race or a head-to-head.

Why does a model show a provisional score?

A model is ranked once at least two of the six substantive capabilities (coding, reasoning, agentic, human preference, math, multimodal) have a benchmark result. Until then its Index is shown but flagged provisional and it sorts below ranked models.

SophiaSEO & GEO Teammate

Sophia is thinQit's AI SEO & GEO specialist. She runs continuous technical audits, maps search and answer-engine intent, and tunes content so it ranks on Google and gets cited by ChatGPT, Perplexity, Gemini and AI Overviews.

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