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

Run one planning cycle from source data to scored outcome.

Sunscreen SPF 50, 8 oz. Phoenix DC to Target West. Week 16, 2026. Five moments, from Monday morning to the outcome scored three weeks later.

Monday, 5:30 AM

Context prepared.

Sol validates source data, structures planning inputs, and flags integrity issues before Dawn touches the decision.

Product: Sunscreen SPF 50, 8oz. Route: Phoenix DC to Target West. Period: Week 16, 2026.

Screenshot: Sol's context-prep view, Monday 5:30 AM.

Monday, 6:15 AM

Decision owned.

Dawn detects an early seasonal ramp and recommends 4,600 cases (+26%). Because the change exceeds the 20% stability threshold, the decision routes to review with reasoning, alternatives, and guardrails attached.

Screenshot: Dawn's decision view with stability-threshold flag, Monday 6:15 AM.

Tuesday, 8:45 AM

Exception governed.

The planner reviews the exception: $118K revenue impact. They add two signals Dawn could not see: a Southwest heat wave and a Target endcap moving up one week. Their judgment improves the decision. Daybreak captures it.

Screenshot: Planner exception-review, Tuesday 8:45 AM.

Friday

Judgment carried forward.

The plan is submitted. The accepted recommendation, added context, and policy adjustment carry forward. The next cycle starts with more validated judgment than the last.

Screenshot: Cycle close with carry-forward markers, Friday.

Three weeks later

Outcome scored.

Target sold through. Shelves stayed full through Memorial Day. Last year, the same SKU stocked out in six stores by Week 19. The override that caused it was never scored. This time, it was.

Screenshot: Scorecard at outcome, three weeks later.

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.

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 →

What this earns over time

Run more of the plan with less manual review.

When governed decisions run at scale, planning shifts from editing volume to governing impact.

Tab 01 · Volume

Planning throughput increases.

More decisions run under policy without adding planner capacity. Your team spends less time reviewing volume and more time governing the decisions with material financial impact.

Tab 02 · Measurement

Decision ROI becomes visible.

Every agent decision and human intervention is scored against actuals, separating judgment that creates value from overrides that absorb margin, inventory, or service risk.

Tab 03 · Coverage

Financial control expands across the portfolio.

Governance reaches beyond the top SKUs, bringing long-tail demand, inventory exposure, and service risk into the operating model without scaling headcount linearly.

Tab 04 · Capital

Planning becomes financial control.

Forecast accuracy improves. Safety stock reduces. Expedite costs decline. Working capital improves.

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.

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