metacogni.ai

Pipeline

Configure how models work together on your tasks

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Cost comparison
Baseline:

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Quality estimate
Pipeline quality~109%vs Opus
Range: 82135%·medium confidence
Task mix: router prior. Benchmarks: prompt: arena_hard / alpaca_eval_2 (lineage); agent: SWE-bench Verified (lineage); reasoning: AIME 2025 / GPQA Diamond (exact).
Baseline quality: ~100% for Opus 4