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Production AI Radar
vLLM
High-throughput OSS inference engine with OpenAI-compatible endpoints.
AssessPlatform & DevExNew
- Why this ring
- Leading open serving stack for mid-market self-host; needs real GPU platform skills.
- Production risk if ignored
- Version upgrades and multi-model packing cause capacity cliffs.
- Typical effort
- months
- High FinOps impact
Use cases
- Open-weight serving
- Batch inference
- Local OpenAI API
Adoption steps
- Single-model pilot
- Load test P99
- Document upgrade path
- Wire OTel metrics
Related tools
In your assessment
Serving ops runbook + capacity plan