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Inkling-Small

Thinking Machines Lab · released Jul 30, 2026

Small & fastOpen weights

A smaller sibling of Inkling with the same text, image and audio inputs. It is cheaper and faster and edges out Inkling on reasoning and coding benchmarks, but trails it on factual recall.

Best for: Low-cost multimodal inference · Fine-tuning · Speech and audio understanding

Announcement
Intelligence Index
25.7
#28 of 38
Price per 1M tokens
$0.30 in $1.2 out
Blended $0.52 at 3:1
Context window
1M
Output speed
205 tokens/s
$0.09 measured cost per task

Capability profile

One 0–100 score per area, placing this model between the weakest and strongest tracked model across that area's benchmarks.

  • Overall25 · #33 of 38

    Based on 3 of 3 benchmarks

  • Coding13 · #32 of 39

    Based on 5 of 5 benchmarks

  • Agents & knowledge work17 · #33 of 40

    Based on 6 of 6 benchmarks

  • Reasoning & science36 · #26 of 39

    Based on 2 of 2 benchmarks

  • Knowledge & reliability53 · #30 of 39

    Based on 2 of 2 benchmarks

  • Vision39 · #27 of 31

    Based on 2 of 2 benchmarks

Benchmark results

All third-party results on record. Rank is among the tracked models that have been tested on that benchmark.

Overall

  • Artificial Analysis Intelligence Index25.7

    #28 of 38· Artificial Analysis

  • Vals Index25.5%

    #26 of 26· $0.28 per test· Vals AI

  • Arena · Text1405 ±5

    #31 of 33· 27,070 votes· Arena

Coding

  • Terminal-Bench 4.01.0%

    #27 of 38· Artificial Analysis

  • SciCode49.7%

    #25 of 38· Artificial Analysis

  • Arena · WebDev1409 ±9

    #31 of 34· 5,372 votes· Arena

  • Vibe Code Bench19.1%

    #26 of 26· Vals AI

  • Code Migration13.3%

    #25 of 26· Vals AI

Agents & knowledge work

  • GDPval-AA31.2

    #26 of 39· Artificial Analysis

  • Arena · Agent-10.3 ±1.4

    #27 of 29· Arena

  • Finance Agent v241.3%

    #26 of 26· Vals AI

  • Excel Modeling Benchmark31.8%

    #26 of 26· Vals AI

  • Legal Research Bench25.5%

    #25 of 26· Vals AI

  • Tax Agent Bench41.5%

    #25 of 26· Vals AI

Reasoning & science

  • Humanity's Last Exam33.3%

    #29 of 39· Artificial Analysis

  • CritPt8.3%

    #26 of 39· Artificial Analysis

  • ARC-AGI-2saturating40.1%

    #15 of 16· xHigh effort· $0.23 per task· ARC Prize

  • ARC-AGI-3Not tested
  • GPQA Diamondsaturating89.5%

    #17 of 27· Artificial Analysis

Knowledge & reliability

  • AA-Omniscience-9

    #28 of 39· Artificial Analysis

  • AA-LCR75.7%

    #32 of 39· Artificial Analysis

Vision

  • MMMU-Pro74.0%

    #20 of 27· Artificial Analysis

  • Arena · Vision1206 ±9

    #18 of 19· 6,904 votes· Arena

Reported by Thinking Machines Lab

Numbers the lab published at launch, run on its own harness and settings. Useful context, but not independently verified and never used in the rankings on this site.

  • GPQA Diamond · effort 0.9989.5%
  • MMMU-Pro · effort 0.9974%
  • ARC-AGI-2 · effort 0.9940.1%

Specifications

Lab
Thinking Machines Lab
Released
Jul 30, 2026
Availability
Generally available
Context window
1,000,000 tokens
Max output
—
Accepts
Text, Images, Audio
Knowledge cutoff
Not published
Weights
Open
Licence
Apache 2.0
Parameters
276B total · 12B active
Reasoning control
Effort minimal to xhigh
API model ID
thinkingmachines/Inkling-Small

Pricing

Input / 1M tokens
$0.30
Cached input / 1M
$0.06
Output / 1M tokens
$1.2
Blended (3:1)
$0.52
Measured cost / task
$0.09

Serverless price on the lab's Tinker platform, which currently serves a 256K context.

Official sources

  • Announcement
  • Model card
  • Weights

Closest alternatives

The models nearest to this one on overall score.

  • Muse Glimmer 30B
    Intelligence Index
    17.5
    Price / 1M
    $0.58
    Compare the two
  • Gemma 4 31B
    Intelligence Index
    14.7
    Price / 1M
    $0.15
    Compare the two
  • Mistral Medium 3.5
    Intelligence Index
    14.2
    Price / 1M
    $3
    Compare the two
  • TMInkling
    Intelligence Index
    25.0
    Price / 1M
    $1.76
    Compare the two

23 benchmarks tracked. See methodology and sources.

Model Index

An independent snapshot of frontier SI models and how they perform on third-party benchmarks.

Data as of Oct 8, 2026

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Sources

Benchmark results come from Artificial Analysis, Arena, Vals AI and ARC Prize. Specifications and prices come from each lab's own documentation.

Not affiliated with any lab or evaluator. Names and logos are trademarks of their respective owners and are used only to identify them. Scores change often — check the linked source before making a decision that depends on one.

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