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Opinionated picks for agents

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Pick up to three. Scores are curated estimates on a 0–10 scale. Lock-in: higher = worse.

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DimensionBraintrustArize Phoenix
Overall8.28.4
Capability fit9.28.6
Price / performance7.59.0
Latency / reliability8.68.2
Developer & agent DX8.88.0
Privacy / data retention8.08.5
Lock-in risk (higher = worse)5.02.5
Maturity / track record8.28.6
PricingEval-first platform; data-based pricing with unlimited seats on many plans; strong CI eval story.Open-source Phoenix free to self-host; Arize AX cloud paid; OpenTelemetry-friendly.