BenchLeader

Granite 3.1 8B

Granite 3.1 8B is an IBM proprietary model. Its best configuration ranks #618 of 785 on the BenchLeader Index at 41.8 ±2.1, in the lower half. The ± is the point: 280 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in agents & tools (40) and lowest in human preference (34). Last measured 22 Oct 2026.

Blended price
–
Output speed
–
First answer
–
Context
–
Full answer
–
Cost per run
–
Released
–
date not published by our sources
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index42
  2. Reasoning36
  3. Coding39
  4. Agents & tools40
  5. Maths35
  6. Human preference34

Versions

IBM has shipped 6 models under this name. Each is ranked on its own results; a newer version often has fewer results so far, which holds its index nearer the average until more arrive.

ModelReleasedIndexRank
Granite 4.2 8B25 Aug 202646.1#496
Granite 4.1 8B29 Apr 202640.6#653
Granite 3.3 8Bno reasoning16 Apr 202539.2#695
Granite 3.1 8Bthis page–41.8#618
Granite 3.0 8B–––
Granite 3.2 8B–––

How its index has moved

19 Sept 2026 to 21 Oct 2026
404244

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmarknot statedSourceTrend
Arena Hard Prompts1231#300Arena (LMArena)

Coding

Benchmarknot statedSourceTrend
Arena Coding1288#283Arena (LMArena)

Agents & tools

Benchmarknot statedSourceTrend
BFCL Overall27.1%#59Berkeley Function Calling Leaderboard

Maths

Benchmarknot statedSourceTrend
Arena Maths1190#306Arena (LMArena)

Instruction following

Benchmarknot statedSourceTrend
Arena Instruction Followingnot in index1193#305Arena (LMArena)

Human preference

Benchmarknot statedSourceTrend
Arena Text1209#307Arena (LMArena)
Arena Creative Writingnot in index1171#308Arena (LMArena)
Arena Multi-turnnot in index1157#315Arena (LMArena)
Arena Longer Queriesnot in index1233#294Arena (LMArena)

More from IBM

New this month

See also

Questions people ask

What are Granite 3.1 8B's benchmark scores?
As of 24 Oct 2026, Granite 3.1 8B scores 41.8 ±2.1 on the BenchLeader Index, strongest in agents & tools (40) and weakest in human preference (34). That rests on 5 independent benchmark results, and every score on this page links to its publisher.
How does Granite 3.1 8B rank?
Granite 3.1 8B is #618 of 785 ranked configurations on 24 Oct 2026. 280 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.

Data as of 24 Oct 2026. Compare with another model.

Cite as: BenchLeader, “Granite 3.1 8B: benchmarks, pricing, speed and rank”, data as of 24 Oct 2026, https://www.benchleader.com/models/granite-3-1-8b.