How It Works

The first planning system that scores every decision against the outcome it changed.

Daybreak owns the baseline, routes exceptions by financial impact, and compounds validated judgment across cycles. Planning decisions become auditable capital. Capacity scales without scaling headcount, and governance is built into every decision.

Decision Quality Scorecard Q4 2026 · anonymized
SKU Sunscreen SPF 50, 8oz
Period Week 16, 2026
Route Phoenix DC → Target West
Decisions scored 14,280
Override rate 58%
Decision Quality Score +5.4%
Override Value Score +6
Net Override Value +$2.4M

Anonymized illustrative scorecard. Your scorecard reads from your override logs and outcomes.

The cast

Three roles in every planning cycle.

Sol prepares context. Dawn owns the decision. Your planners govern the exception. What follows is one cycle from these three, walked from Monday morning to the outcome scored three weeks later.

Sol prepares context.

Validates source data, structures planning inputs, and flags integrity issues.

Dawn owns decisions.

Makes repeatable planning decisions under policy, with reasoning and guardrails attached.

Planners govern exceptions.

Review financially material decisions and add judgment where it can change the outcome.

Walkthrough

One SKU. Five moments. From Monday morning to the dollar it moved.

This is one planning decision, governed end to end and scored three weeks later against the outcome it actually changed. Anonymized SKU. The mechanic is exactly what runs in production. Click through it.

Decision Quality Score: +5.4%
Dawn vs. unmodified baseline
Dawn outperformed the unmodified baseline by 5.4 percentage points.
Override Value Score: +6
Planner vs. Dawn's baseline
Planner override reduced forecast error by 6% vs. Dawn's baseline.
What this earns over time

The cycle you just walked is one turn of a loop.

One SKU, one week, one scored decision. Now run it across the portfolio, every cycle. Validated judgment carries forward instead of resetting. The marginal cost of the next decision falls while its quality rises.

Read
Every Signal

Quantitative and qualitative inputs

Forecast
the Baseline

ML produces a starting point

Apply
Judgment

Agents edit the forecast

Surface
Exceptions

Planners review the call

Score
Every Decision

Measure against outcomes

Every cycle the system gets smarter. Legacy systems reset to zero.

See your own Decision Quality Scorecard.

The Override P&L diagnostic runs the same scoring on your override log. Value-positive interventions. Value-negative interventions. Net override impact, formatted as a financial statement. Ten business days. Sixty minutes of your team's time.

For the operating-model thesis behind the diagnostic: Read the AI Labor Model →

Built-in governance

Speed comes from governance, not in spite of it.

Governance is architecture, not an add-on. Five controls a CFO needs to fund decision ownership and an auditor needs to certify it.

Prove it on one slice before you change anything.

The Override P&L is rung one. Your override log, scored against outcomes, formatted as a financial statement. Ten business days. The full operating model comes later, on your terms, only if the number holds.

Product V7 Challenger (carousel + compounding loop). View the Champion →
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