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Baffle

Stop eval runs from colliding and stealing your results

Score 7.9/10 · Worth testing

Smart tools

7 June 2026

Proof at a glance

7.9 out of 10. Score 7.9/10 · Worth testing

The problem

An engineer runs a head‑to‑head model sweep and halfway through it slows or drops completions. The crisis point is when you can’t tell if a model timed out or the shared gateway throttled the run — and the results are then worthless. Small ML platform teams spend a day re‑running sweeps and debating bills, costing $1,000–3,000 in lost engineer time and delaying product decisions. Existing observability proxies log after the fact, but they don’t hard‑isolate per‑route rate limits or produce CI‑ready evidence bundles in one click, and the recent move to multi‑provider evals makes this gap urgent (see Helicone gateway docs and community posts).

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