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Thinking Machines · released 2026-07-15

Inkling

Measured on 149 benchmarks.

12.5

#49 of 63 models · best at xhigh

Strengths

  • Inkling
  • Gemini 4 Carbon (#1)
  • Field median
bestField medianFrontierCode 2.0-…Terminal-Bench v4…AA-Briefcase v1.1AutomationBench-AATerminal-Bench-Sc…HLE-DiamondCritPt v2 Hard Su…AA-Omniscience v1…AA-Omniscience v1…GDP.pdf
  1. FrontierCode 2.0-AA15%3.9%#51 of 63
  2. Terminal-Bench v4-AA10%1.0%#45 of 63
  3. AA-Briefcase v1.115%833#52 of 63
  4. AutomationBench-AA5%5.0%#53 of 63
  5. Terminal-Bench-Science-AA15%0.0%#45 of 63
  6. HLE-Diamond10%10.6%#45 of 63
  7. CritPt v2 Hard Subset10%18.0%#43 of 63
  8. AA-Omniscience v1.1 Accuracy10%39.3%#25 of 63
  9. AA-Omniscience v1.1 Non-hallucination5%32.8%#50 of 63
  10. GDP.pdf5%12.8%#37 of 63

Bars show where Inkling sits among the 63 ranked models on each benchmark (right is best); the tick is the field median.

Cost and speed

against 63 ranked models

Cost per task

#16 cheapest of 44

$0.12at xhigh

Time per task

#11 quickest of 43

7.6 minat xhigh

Output speed

#20 fastest of 54

113 tok/sat xhigh

Time to first token

#13 quickest of 54

2.1sat xhigh

Output tokens per task

#8 fewest of 47

51kat xhigh

Token price

$0.216 per 1M tokens at API prices$0.020 on Droid Max

97.0% cache read · 0.00% fresh input · 2.50% cache write · 0.50% output

Assumed mix: no measured T3 Code usage for this model.

This ranking’s benchmarks

10 of 10 measured

agentic

AutomationBench-AA

241 results
  1. #181xhigh of 2415.0%

Leader: Gemini 4 Carbon · 77.8%

agentic

AA-Briefcase v1.1

247 results
  1. #170xhigh of 247833

Leader: Sonnet 5.5 · 1813

reasoning

CritPt v2 Hard Subset

111 results
  1. #81xhigh of 11118.0%

Leader: GPT-6 Astra · 72.0%

coding

FrontierCode 2.0-AA

108 results
  1. #92xhigh of 1083.9%

Leader: Opus 5.5 · 46.4%

economics

GDP.pdf

240 results
  1. #123xhigh of 24012.8%

Leader: Muse Wonder Full · 32.6%

reasoning

HLE-Diamond

145 results
  1. #98xhigh of 14510.6%

Leader: Gemini 4 Carbon · 69.1%

knowledge

AA-Omniscience v1.1 Accuracy

117 results
  1. #58xhigh of 11739.3%

Leader: Fable 5.1 · 68.4%

knowledge

AA-Omniscience v1.1 Non-hallucination

117 results
  1. #84xhigh of 11732.8%

Leader: Gemini 4 Carbon · 95.8%

reasoning

Terminal-Bench-Science-AA

120 results
  1. #101xhigh of 1200.0%

Leader: Gemini 4 Carbon · 64.8%

coding

Terminal-Bench v4-AA

238 results
  1. #144xhigh of 2381.0%

Leader: Kimi K3.1 · 67.2%

All 149 benchmarks

show 139 more