Valistry

Find the AI changes worth making.

Detect waste, model the impact, decide with an owner, then verify the result against the same ledger and baseline.

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  • Ranked by expected value
  • Quality risk on every finding
  • Nothing claimed before measured
Scenario Labsample org
Scenario Lab: change the assumption, watch the forecast move

Why Optimize

Expected savings are not realized savings.

A recommendation is not a decision. Every opportunity moves through one pipeline, against one baseline.

Identified

3 findings

Detected by deterministic rules, not by noise.

Modeled

$2,944 / mo

Expected value, confidence and quality trade-off.

Approved

1 · owner R. Mehta

The assumption goes on the record with the decision.

Implemented

—

Some need code, contract or operating-model change.

Verified

$0 realized

Measured after the change, on the same ledger.

  • $2,944 per month

    Prioritized by value

    Finance sees what changed. Engineering sees the evidence behind it.

  • 4 kinds, one queue

    Beyond usage

    Usage, architecture, commercial and operating-model changes are priced the same way and ranked in one queue.

  • $0 claimed early

    Realized, not recommended

    Nothing counts until it is measured against the baseline it was modeled on.

Every finding

Ranked by expected value. Honest about risk.

Three numbers on every opportunity: what it is worth, how sure we are, and what it might cost in quality.

Opportunities · open · sample org

3 findings · $2,944 / mo

FindingChangeExpectedConfidenceQuality risk

Cap retries on the draft-reply agent at two attempts

retry waste $7,769 in the window · realizable now, no code

Set max_attempts=2; route the remainder to escalation−$2,448.78Medium

Route low-complexity triage to a smaller model

complexity ≤ 2 · 4,981 events · outcomes: helpdesk

Inference profile claude-haiku for complexity ≤ 2−$369.95Low

Cache repeated knowledge-search prompts

prompt signature seen before · 9,788 events · engineering

Enable prompt caching on the knowledge-search profile with a 24-hour life−$126.86Medium

How Optimize works

Three screens, one decision.

From a pattern in the ledger to a measured result, with the owner and the assumption on the record.

3 open · $2,944 expected per monthrealizable now · no code
Opportunities: evidence-backed findings and the decisions taken on them
Change the assumption · watch the forecast movere-priced from the same events
Scenario Lab: change the assumption, watch the forecast move
Every decision appended · who, what, whenappend-only
Value Ledger: every decision appended, nothing claimed before it is measured

Spend less where it does not matter. Invest more where it does.

A 30-minute demo on your own estate, or connect one source and review your first opportunity.

Book a demoConnect a source

Once a saving is verified, the next question is how to keep it from drifting back.

04Next: Control →