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RAG Evaluation: What We Measure Before Production — Architecture Notes

Field notes from Shriram IT Ventures delivery work on RAG Evaluation: What We Measure Before Production: the constraints that matter, the shortcuts that haunt y

Devops Ai Seo
Written by Satyendra Pal Singh 5 min read Updated Aug 21, 2026

Field notes from Shriram IT Ventures delivery work on RAG Evaluation: What We Measure Before Production: the constraints that matter, the shortcuts that haunt you, and a checklist we still use.

Who this is for

Ignore the buzzwords. For RAG Evaluation: What We Measure Before Production, the hard constraint is usually data ownership or ops capacity — not how many features fit on a roadmap slide.

Decisions that still look smart in 18 months

Ship a thin vertical slice, measure, then widen. Big-bang rewrites rarely survive the first month of real traffic.

Build checklist we actually use

Instrument the happy path and the ugly path. Silent failures are what turn a launch into a weekend incident.

Failure modes we keep seeing

Teams that write trade-offs down before coding burn fewer sprints when a stakeholder changes their mind mid-build. We keep ADRs short on purpose.

How we measure rollout

Ignore the buzzwords. For RAG Evaluation: What We Measure Before Production, the hard constraint is usually data ownership or ops capacity — not how many features fit on a roadmap slide.

We update this when delivery patterns change on live client work.

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FAQ

Questions teams usually ask

We lean boring where risk is operational. Novelty on RAG Evaluation: What We Measure Before Production is reserved for the one wedge that makes the product worth buying, not every microservice.

Ready to ship something that compounds?

Share your roadmap. We’ll come back with scope options, timeline ranges, and who from Shriram IT Ventures should be in the room.

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