Thinking Machines Lab model product
Inkling-Small is an open-weights multimodal MoE model from Thinking Machines Lab with 276B total and 12B active parameters.
Updated Oct 23, 2026. Default version: Inkling-Small
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Benchmark scores for Inkling-Small.
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkIFBench | Score82.20% | Rank02 | Participants46 | Percentile97.78% | EvidenceC | Evaluated |
| BenchmarkMMAU | Score77.00% | Rank03 | Participants5 | Percentile50.00% | EvidenceC | Evaluated |
| BenchmarkVoiceBench Avg | Score90.10% | Rank03 | Participants4 | Percentile33.33% | EvidenceC | Evaluated |
| BenchmarkAA-Briefcase | Score917.00 points | Rank04 | Participants4 | Percentile0.00% | EvidenceC | Evaluated |
| BenchmarkSimpleQA Verified | Score20.60% | Rank04 | Participants5 | Percentile25.00% | EvidenceC | Evaluated |
| BenchmarkCritPT | Score8.30% | Rank05 | Participants7 | Percentile33.33% | EvidenceC | Evaluated |
| BenchmarkGlobal-MMLU-Lite | Score86.70% | Rank05 | Participants16 | Percentile73.33% | EvidenceC | Evaluated |
| BenchmarkAIME 2026 | Score95.50% | Rank06 | Participants27 | Percentile80.77% | EvidenceC | Evaluated |
| BenchmarkARC-AGI | Score84.00% | Rank07 | Participants12 | Percentile45.45% | EvidenceC | Evaluated |
| BenchmarkMCP Atlas | Score79.60% | Rank10 | Participants39 | Percentile76.32% | EvidenceC | Evaluated |
| BenchmarkSciCode | Score48.70% | Rank10 | Participants31 | Percentile70.00% | EvidenceC | Evaluated |
| BenchmarkARC-AGI v2 | Score40.10% | Rank11 | Participants19 | Percentile44.44% | EvidenceC | Evaluated |
| BenchmarkGDPval-AA | Score1,269.00 points | Rank11 | Participants17 | Percentile37.50% | EvidenceC | Evaluated |
| BenchmarkArtificial Analysis | Score40.00% | Rank12 | Participants13 | Percentile8.33% | EvidenceC | Evaluated |
| BenchmarkTau3 Banking | Score15.50% | Rank12 | Participants16 | Percentile26.67% | EvidenceC | Evaluated |
| BenchmarkSWE-Bench Verified | Score80.20% | Rank14 | Participants120 | Percentile89.08% | EvidenceC | Evaluated |
| BenchmarkLM Arena Agent Bash Recovery Steps | Score5.43% | Rank14 | Participants44 | Percentile69.77% | EvidenceA | Evaluated |
| BenchmarkToolathlon | Score54.40% | Rank16 | Participants42 | Percentile63.41% | EvidenceC | Evaluated |
| BenchmarkLM Arena Agent Bash Reliability No Prereq | Score4.97% | Rank17 | Participants45 | Percentile63.64% | EvidenceA | Evaluated |
| BenchmarkLM Arena Agent Bash Reliability | Score2.90% | Rank18 | Participants44 | Percentile60.47% | EvidenceA | Evaluated |
| BenchmarkBrowseComp | Score77.40% | Rank26 | Participants70 | Percentile63.77% | EvidenceC | Evaluated |
| BenchmarkGPQA | Score89.50% | Rank33 | Participants256 | Percentile87.45% | EvidenceC | Evaluated |
| BenchmarkAA SciCode Subtasks | Score49.65% | Rank33 | Participants89 | Percentile63.64% | EvidenceB | EvaluatedN/A |
| BenchmarkTerminal-Bench 2.1 | Score64.70% | Rank35 | Participants48 | Percentile27.66% | EvidenceC | Evaluated |
| BenchmarkMMMU-Pro | Score74.00% | Rank36 | Participants73 | Percentile51.39% | EvidenceC | Evaluated |
| BenchmarkLM Arena Agent Tool Hallucination | Score-1.49% | Rank37 | Participants44 | Percentile16.28% | EvidenceA | Evaluated |
| BenchmarkCharXiv-R | Score77.40% | Rank38 | Participants60 | Percentile37.29% | EvidenceC | Evaluated |
| BenchmarkAA GPQA Diamond | Score89.49% | Rank41 | Participants199 | Percentile79.80% | EvidenceB | EvaluatedN/A |
| BenchmarkAA CritPt | Score8.29% | Rank41 | Participants200 | Percentile79.90% | EvidenceB | EvaluatedN/A |
| BenchmarkSWE-Bench Pro | Score55.90% | Rank42 | Participants63 | Percentile33.87% | EvidenceC | Evaluated |
Preference and agent-evaluation results for the default version.
Arena | Category | Rank | Rating / score | Votes | Observations | Result date |
|---|
| Arenaagent bash recovery steps | Categoryoverall | Rank14 | Rating / score0.05 | VotesN/A | Observations15.4K | Result date |
| Arenaagent bash reliability no prereq | Categoryoverall | Rank17 | Rating / score0.05 | VotesN/A | Observations7.4K | Result date |
| Arenaagent bash reliability | Categoryoverall | Rank18 | Rating / score0.03 | VotesN/A | Observations12.2K | Result date |
| Arenatext factuality | Categorymath | Rank36 | Rating / score1,455.96 | Votes1,226 | ObservationsN/A | Result date |
| Arenaagent tool hallucination | Categoryoverall | Rank37 | Rating / score-0.01 | VotesN/A | Observations473.9K | Result date |
| Arenaagent | Categoryoverall | Rank43 | Rating / score-0.16 | VotesN/A | Observations520.3K | Result date |
| Arenaagent task outcome explicit | Categoryoverall | Rank43 | Rating / score-0.27 | VotesN/A | Observations7.3K | Result date |
| Arenawebdev | Categoryimage to webdev | Rank43 | Rating / score1,410.02 | Votes1,025 | ObservationsN/A | Result date |
| Arenaagent praise complaint | Categoryoverall | Rank44 | Rating / score-0.22 | VotesN/A | Observations3.2K | Result date |
| Arenaagent steerability | Categoryoverall | Rank44 | Rating / score-0.22 | VotesN/A | Observations23.7K | Result date |
| Arenavision | Categorychinese | Rank45 | Rating / score1,292.40 | Votes461 | ObservationsN/A | Result date |
| Arenatext factuality | Categoryindustry mathematical | Rank46 | Rating / score1,449.55 | Votes1,516 | ObservationsN/A | Result date |
| Arenatext | Categorymath | Rank48 | Rating / score1,458.89 | Votes1,556 | ObservationsN/A | Result date |
| Arenavision | Categoryhomework | Rank56 | Rating / score1,257.44 | Votes835 | ObservationsN/A | Result date |
| Arenatext style control | Categorymath | Rank58 | Rating / score1,451.58 | Votes1,556 | ObservationsN/A | Result date |
| Arenavision style control | Categorychinese | Rank58 | Rating / score1,245.09 | Votes461 | ObservationsN/A | Result date |
| Arenavision | Categorydiagram | Rank59 | Rating / score1,250.72 | Votes2,071 | ObservationsN/A | Result date |
| Arenavision | Categoryenglish | Rank59 | Rating / score1,242.61 | Votes2,816 | ObservationsN/A | Result date |
| Arenavision | Categoryhumor | Rank59 | Rating / score1,207.39 | Votes384 | ObservationsN/A | Result date |
| Arenavision | Categoryoverall | Rank60 | Rating / score1,236.80 | Votes8,074 | ObservationsN/A | Result date |
| Arenatext | Categoryjapanese | Rank61 | Rating / score1,401.01 | Votes569 | ObservationsN/A | Result date |
| Arenavision | Categoryocr | Rank61 | Rating / score1,242.91 | Votes5,655 | ObservationsN/A | Result date |
| Arenatext factuality | Categoryfrench | Rank63 | Rating / score1,445.43 | Votes830 | ObservationsN/A | Result date |
| Arenatext factuality | Categoryspanish | Rank63 | Rating / score1,422.28 | Votes755 | ObservationsN/A | Result date |
| Arenawebdev | Categorywebdev-react | Rank63 | Rating / score1,399.28 | Votes3,554 | ObservationsN/A | Result date |
| Arenavision style control | Categoryhomework | Rank65 | Rating / score1,244.43 | Votes835 | ObservationsN/A | Result date |
| Arenavision | Categorycreative writing vision | Rank66 | Rating / score1,205.16 | Votes675 | ObservationsN/A | Result date |
| Arenavision style control | Categorydiagram | Rank66 | Rating / score1,238.07 | Votes2,071 | ObservationsN/A | Result date |
| Arenavision style control | Categoryhumor | Rank66 | Rating / score1,171.48 | Votes384 | ObservationsN/A | Result date |
| Arenawebdev | Categoryoverall | Rank66 | Rating / score1,409.37 | Votes5,323 | ObservationsN/A | Result date |
Official vendor API pricing appears first, followed by individual provider offers.
Provider | Provider model ID | Region | Input / 1M | Output / 1M | Context | Updated |
|---|
| ProviderThinking Machines | Provider model IDthinkingmachines/Inkling-Small:peft:262144:sampling-nvfp4 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context262.1K | Updated |
| ProviderNanoGPT | Provider model IDthinkingmachines/Inkling-Small | Regionglobal | Input / 1M$0.45 | Output / 1M$1.2 | Context524.3K | Updated |
| ProviderDeep Infra | Provider model IDthinkingmachines/Inkling-Small | Regionglobal | Input / 1M$0.45 | Output / 1M$1.2 | Context524.3K | Updated |
| ProviderOpenRouter | Provider model IDthinkingmachines/inkling-small | Regionglobal | Input / 1M$0.45 | Output / 1M$1.2 | Context524.3K | Updated |
| ProviderVercel AI Gateway | Provider model IDthinkingmachines/inkling-small | Regionglobal | Input / 1M$0.45 | Output / 1M$1.2 | Context1M | Updated |
| ProviderKilo Gateway | Provider model IDthinkingmachines/inkling-small | Regionglobal | Input / 1M$0.45 | Output / 1M$1.2 | Context524.3K | Updated |
| ProviderHugging Face | Provider model IDthinkingmachines/Inkling-Small | Regionglobal | Input / 1M$0.50 | Output / 1M$1.2 | Context524.3K | Updated |
| ProviderArcee | Provider model IDthinkingmachines/inkling-small | Regionglobal | Input / 1M$0.50 | Output / 1M$1.2 | Context262.1K | Updated |
| ProviderBaseten | Provider model IDthinkingmachines/inkling-small | Regionglobal | Input / 1M$0.50 | Output / 1M$1.2 | Context1M | Updated |
| ProviderPioneer | Provider model IDthinkingmachines/inkling-small | Regionglobal | Input / 1M$0.50 | Output / 1M$1.2 | Context1M | Updated |
| ProviderCommandCode | Provider model IDthinkingmachines/inkling-small | Regionglobal | Input / 1M$0.50 | Output / 1M$1.2 | Context1M | Updated |
| ProviderLLMTR | Provider model IDthinkingmachines/inkling-small | Regionglobal | Input / 1M$0.58 | Output / 1M$1.44 | Context262.1K | Updated |
| ProviderThinking Machines | Provider model IDthinkingmachines/Inkling-Small:peft:262144 | Regionglobal | Input / 1M$0.58 | Output / 1M$1.44 | Context262.1K | Updated |
| ProviderThinking Machines | Provider model IDthinkingmachines/Inkling-Small | Regionglobal | Input / 1M$0.58 | Output / 1M$1.44 | Context65.5K | Updated |
| ProviderAI/ML API | Provider model IDthinkingmachines/inkling-small | Regionglobal | Input / 1M$0.6136 | Output / 1M$1.52 | Context524.3K | Updated |
Provider-specific output speed and catalog latency for Inkling-Small. Runtime does not affect the capability score.
No provider-specific speed or latency record is linked to the default version yet.
Output Speed is generated output tokens received per second. Catalog latency is reported separately from observed provider TTFT.
Technical details for the model's default version.
Available versions of this model. The score column identifies the version used in the overall ranking.
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| VersionInkling-Small | Released | LLMBoard62.91 | Parameters276B | Context524.3K | Max output524.3K | Open weightsYes | LicenseApache 2.0 |
Recommendations prioritize the same model type and family, then the closest LLMBoard score.
Key information about Inkling Small and its available data.
Inkling-Small is a model from Thinking Machines Lab that accepts text, image, and audio inputs and generates text. 0 and supports a context window of up to 1M tokens, with native reasoning and variable thinking effort.
Data as of 2026-10-22.
Common questions about Inkling Small.
Inkling Small's default version was released on Jul 30, 2026.
No official standard PAYG price is currently available for Inkling Small. The lowest tracked third-party offer starts at $0.30 input and $1.2 output via Thinking Machines.
Inkling Small was created by Thinking Machines Lab.
The default version has a 524.3K token context window.
Yes. The default version is marked as open weight under Apache 2.0.
15 provider offerings are linked to the default version.
Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.