Work Automations
Private 657 tasks; 50 turns; objective completion
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Across the task benchmarks we track, Inkling’s strongest relative results are in work automations. On AutomationBench-AA, it scores 5%, ranking #49 among 55 models with reported results in our dataset.
Updated: Data as of:
Strongest results
| Benchmark | Measures | Score |
|---|---|---|
| Agent Index ↗v1.2 Preview | Overall agent capability | 0.6 / 100#26 of 26 |
| LiveBench: Data Analysis ↗2.0 / 2026-10-25 | Data analysis | 72.8%#17 of 25 |
| Humanity's Last Exam ↗Stable HLE — text-only subset | Expert reasoning | 31.9%#46 of 68 |
| GDP.pdf ↗100 tasks / All-pass / five attempts | Professional document reasoning | 12.8%Joint #38 of 55 |
Model details
| Model | Inkling |
|---|---|
| Agent Index v1.2 | 0.6 / 100 · Rank 26 · Preview |
| Creator | Thinking Machines (opens in a new tab) |
| Availability | Open source / open weights |
| Context size | Not reported |
| Max output | Not reported |
| Knowledge cutoff | Not reported |
| License | Apache 2.0 · Model weights ↗ (opens in a new tab) |
Pricing and performance
Per provider and reported configuration. Prices are USD per 1M tokens.
| Provider / configuration | Contexttokens | InputUSD / 1M tokens | OutputUSD / 1M tokens | LatencyTTFT · seconds | Speedtokens / sec |
|---|---|---|---|---|---|
| Serverless inference beta, 256K context | Not reported | $1.00 (opens in a new tab) | $4.05 (opens in a new tab) | Not reported | Not reported |
Benchmark performance
Inkling in color, alongside leading models. Latest stored reports, best effort per report date.
AutomationBench-AA ↗
Reported benchmarks
All published results in our dataset, with versions, evaluation settings, and sources.
| Benchmark | Score | Evaluation setup | Source |
|---|---|---|---|
| AA-Briefcase1.1 / combined EloCombined Elo · Higher is better | 833 Elo | selection: best reported configuration per release · Inkling (xhigh) · tools: benchmark-defined | Artificial Analysis (opens in a new tab)independent |
| AutomationBench-AA1.0.6 / AA private 657Objectives completed without guardrail violations · Higher is better | 5% | reported precision decimals: 1 · result quality: reported · Inkling (xhigh); private held-out 657 tasks; 50 turns; objective completion with zero credit for any guardrail violation. · source model href: /models/inkling · task count: 657 · Tools enabled · turn cap: 50 | Artificial Analysis (opens in a new tab)independent |
| GDP.pdf100 tasks / All-pass / five attemptsAccuracy · Higher is better | 12.8% | selection: best reported configuration per release · Inkling (xhigh) · tools: benchmark-defined | Artificial Analysis (opens in a new tab)independent |
| HLE-Diamond1,000 questions / no toolsAccuracy · Higher is better | 10.6% | selection: best reported configuration per release · Inkling (xhigh) · No tools | Artificial Analysis (opens in a new tab)independent |
| Humanity's Last ExamStable HLE — text-only subsetAccuracy · Higher is better | 31.9% | question count: 2158 · reported precision decimals: 1 · Inkling (xhigh); original HLE; 2,158 text-only questions; no tools; pass@1; chart labels rounded to one decimal. · source model href: /models/inkling · subset: text · No tools | Artificial Analysis (opens in a new tab)independent |
| LiveBench: Agentic2.0 / 2026-10-25Accuracy · Higher is better | 8.5% | release: 2026-10-25 · Highest supported effort unless publisher reports an exception; single run · suite: agentic | LiveBench ↗ (opens in a new tab)benchmark publisher |
| LiveBench: Browser Use2.0 / 2026-10-25Accuracy · Higher is better | 12% | release: 2026-10-25 · Highest supported effort unless publisher reports an exception; single run · suite: browser-use | LiveBench ↗ (opens in a new tab)benchmark publisher |
| LiveBench: Coding2.0 / 2026-10-25Accuracy · Higher is better | 64% | release: 2026-10-25 · Highest supported effort unless publisher reports an exception; single run · suite: coding | LiveBench ↗ (opens in a new tab)benchmark publisher |
| LiveBench: Data Analysis2.0 / 2026-10-25Accuracy · Higher is better | 72.8% | release: 2026-10-25 · Highest supported effort unless publisher reports an exception; single run · suite: data-analysis | LiveBench ↗ (opens in a new tab)benchmark publisher |
| LiveBench: Design2.0 / 2026-10-25Accuracy · Higher is better | 58.3% | release: 2026-10-25 · Highest supported effort unless publisher reports an exception; single run · suite: design | LiveBench ↗ (opens in a new tab)benchmark publisher |
| LiveBench: Reasoning2.0 / 2026-10-25Accuracy · Higher is better | 78.3% | release: 2026-10-25 · Highest supported effort unless publisher reports an exception; single run · suite: reasoning | LiveBench ↗ (opens in a new tab)benchmark publisher |
| LiveBench: Research2.0 / 2026-10-25Accuracy · Higher is better | 59.9% | release: 2026-10-25 · Highest supported effort unless publisher reports an exception; single run · suite: research | LiveBench ↗ (opens in a new tab)benchmark publisher |
| Terminal-Bench4.0 / mini-swe-agentTask success · Higher is better | 1% | harness: mini-swe-agent · repeats: 3 · selection: best reported configuration per release · Inkling (xhigh) | Artificial Analysis (opens in a new tab)independent |