Benchmarks
AI models tested head-to-head on real workflow tasks. Deterministic rules, ensemble judges, no vendor bias.
Frontier Model Evals
Three Frontier Models, Five Agentic Coding Skills
Opus 4.7, GPT-5.4, and Gemini 3.1 Pro benchmarked on real agentic coding tasks with iterative test execution. All three pass every skill at 100%. The real story is cost and tool efficiency.
3 Models
5 Skills
45 Runs
Best Value Gemini 3.1 Pro 0.952 avg, $2.98
Best Overall Claude Opus 4.7 0.979 avg
Customer Success
Customer Success Doesn't Need Opus
Nine models across three tiers on ticket triage, complaint response, knowledge base generation, and churn analysis. The most expensive model scored the lowest.
9 Models
4 Skills
108 Runs
Best Value GPT-4.1 Mini 0.763 avg, $0.45/qp
Best Overall Gemini 3.1 Pro 0.852 avg
Upcoming
Sales Lead scoring, outreach drafting, pipeline analysis, competitor intel
Marketing Campaign copy, audience segmentation, content calendar, performance analysis
HR Job descriptions, resume screening, onboarding plans, policy Q&A
IT / DevOps Incident triage, runbook generation, capacity planning, config review
Legal Contract review, compliance checks, risk assessment, policy drafting
Finance Variance analysis, forecast modeling, expense audit, report generation
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