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Northwind AI
Scale · Sample · cloud
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Plan: Scale · Sample ↗
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Sample data. Not a customer bill.

Northwind AI/Recommendations

Recommendations

Planned

Every lever suggestion, ranked, with evidence and a decision.

Open
6
Waiting on Review, Enable or Ignore
Open estimate
$36.96$36.96est.
Ranked by estimated dollars per month
Ledger on enabled levers
$10.8K$10.8K
Verified and realised lines from the ledger. Estimates are not included.
Ignored
1
Ignore is kept on the decision log
RecommendationEstimate / month
  • 1Right-size the modelenabled
    Right-size support reply to Haiku

    Support reply · Shadow test scored 0.92 against a 0.85 bar.

    $4.2Kest.
    Ledger $4.8K
    Review
  • 3Provider prompt cachingenabled
    Reorder ticket triage so the stable prefix is cached

    Ticket triage · Realised savings on this route come from the shared ledger for the current range.

    $2.7Kest.
    Ledger $2.7K
    Review
  • 5Prompt and context trimmingPlannedenabled
    Trim repeated instructions on document extract

    Document extract · Shadow test scored 0.90 against a 0.86 bar.

    $1.8Kest.
    Ledger $2.1K
    Review
  • 7Batch routingPlannedenabled
    Send eval backfill to the batch API

    Eval backfill · Realised savings on this route come from the shared ledger for the current range.

    $900.00est.
    Ledger $1.2K
    Review
  • 8Waste removalopen
    Stop the support-reply retry storm

    Support reply · 1 waste incident on this route, 24 requests, priced from the route's daily cost per request.

    $36.96est.
    Review
  • 2Cascadeopen
    Cascade ticket triage from mini to GPT-4.1

    Ticket triage · Shadow test scored 0.71 against a 0.85 bar, so this switch stays blocked.

    Blocked on the shadow test · $2.4Kest.
    Review
  • 12Commit advisorPlannedopenAdvice only
    Review Anthropic commitment headroom

    Support reply · Advice only. A commitment suggestion never becomes a ledger line.

    No evidence yet
    Review
  • 6Output controlopen
    Cap document extract output and require JSON

    Document extract · No shadow test is attached yet. A quality-affecting switch stays disabled until one passes.

    No evidence yet
    Review
  • 4Response cacheignored
    Exact-match cache for repeated support macros

    Support reply · No behaviour change. This lever is cost-only and does not need a shadow test.

    No evidence yet
    Review
  • 10Shadow testingopen
    Do not switch ticket triage until a shadow test passes

    Ticket triage · Shadow test scored 0.71 against a 0.85 bar, so this switch stays blocked.

    Blocked on the shadow test · $8.4Kest.
    Review
  • 11Distil or fine-tunePlannedopen
    Consider a tuned small model for support reply

    Support reply · Shadow test scored 0.92 against a 0.85 bar.

    No evidence yet
    Review

11 recommendations shown