Benchmarks & ROI

Smarter than any single model.
Here are the numbers.

Real numbers from real benchmarks. Forward this to whoever needs convincing.

LiveBench

Beats the best single model

682 tasks across reasoning, math, language, data analysis, and instruction following. The 85.7% is Autark's combined output: not any single open model, but the best model for each task.

85.7%

Autark

vs

85.0%

best single model

KWBench

More than double the best single model

223 expert knowledge-work tasks across 30 categories. No single model dominates: 39% of tasks were passed by exactly one model. When each task is matched to the model proven best at it, you recover nearly 40% of what a single model leaves on the table.

KWBench is Autark's own benchmark, run and published openly.

54%

Autark

vs

22.6%

best single model

Cost Comparison

What you actually pay

Simple tasks never touch expensive models. Complex reasoning gets the power it needs. The result is about a fifth of the cost of the frontier's best, at near-frontier quality.

Estimate your monthly cost

525 users500

~25M tokens/mo: daily agent use

Estimated: 625M tokens/month (25 users × moderate)

ModelInput $/MOutput $/MEst. monthly
Autark Agent$1.2$3$1,200
Autark Pro$2.5$5.5$2,313
Autark Deep$4$8$3,500
Frontier
Claude Sonnet 5$2$10$3,250
GPT-5.6 Sol$4$20$6,500
Claude Opus 5$5$25$8,125
Claude Fable 5$10$50$16,250
OpenAI Astra$10$50$16,250

Rates are list prices per 1M tokens, billed on real usage. Input and output are charged separately; the estimate above assumes a 60% input / 40% output mix.

Ready to run the real numbers with your data?

We'll model your actual stack and send you a personalised report.