UK-based independent AI efficiency projectEvidence before claims ยท 2026

Cheaper-Model-First Routing Needs a Quality Gate

ROUTING METHOD ยท QUALITY EQUIVALENCE UNMEASURED

Cheaper-Model-First Routing Needs a Quality Gate

A long-scroll visual companion to the article. It summarizes the article evidence boundary and method; it does not extend the underlying result.

At a glance

Cheaper-Model-First Routing Needs a Quality GateFour-step visual: CANDIDATE MODEL; SAME TASK FIXTURE; QUALITY GATE; ACCEPT OR ESCALATE. No current matched model-price/quality benchmark supports a cheaper-model winner or savings estimate.ROUTING METHOD ยท QUALITY EQUIVALENCE UNMEASURED1CANDIDATE MODEL2SAME TASK FIXTURE3QUALITY GATE4ACCEPT OR ESCALATEEvidence labels and limits travel with the visual.
A lower-priced route is only a candidate until it passes the same task-specific acceptance bar.

Evidence in scope

  • Keep task and verifier fixed
  • Record retries and usage separately
  • Escalate when the rubric fails

Evidence boundary: No current matched model-price/quality benchmark supports a cheaper-model winner or savings estimate.

How to use the diagram

Preregister representative tasks, model versions, rates, retries, and a blinded acceptance rubric before comparison.

What this visual explains: A lower-priced route is only a candidate until it passes the same task-specific acceptance bar.

What it does not establish

No savings, quality equivalence, or winner is measured; refresh official rates before a dated estimate.

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