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

Every planning cycle, people override the plan and nobody measures the cost. Daybreak scores every override against what it earned.

After-Sun Gel, 6oz
Override outcome +$22K
decisions.daybreak.ai
Scored decisionDEC‑4471
Sunscreen SPF 50, 8oz
Phoenix DC → Target West · Week 16
The override
Daybreak recommended4,600 cases
Planner shipped5,200 cases+600
"Buyer signaled a promo lift."
3 weeks later · the outcome posts
What it earned
Sell‑through4,540 cases
Excess inventory660 cases
Added carrying cost$41K
The score
Decision quality
58/100
Override outcome
−$41K

Illustrative. Every override reads from your own logs and outcomes.

Three roles run every planning cycle.

Sol prepares the context and Dawn owns the decisions. The calls with real financial weight route to you.

Context agent
Sol

Validates source data and structures every planning input before a decision is made.

Context · ready
POS & inventory✓ synced
Lead-time variance⚠ flagged
Data integrity99.2%
Context
Decision agent
Dawn

Scores every call under policy, with its reasoning and guardrails attached to the recommendation.

Recommendation
Sunscreen SPF 504,600
vs baseline+26%
Most callsrun under policy
Exceptions
Your planners
You

Govern the calls with real financial weight. Your judgment is captured and carried into the next cycle.

Exception · your call
Revenue impact$118K
Signals to add2
Your judgmentcaptured

Sol and Dawn own the baseline. The exceptions with real financial weight route to your planners.

Watch a SKU get scored.

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 AMStep 1 / 5

Context prepared.

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

Sol · ContextMon 5:30 AM
Sunscreen SPF 50, 8oz
Phoenix DC → Target West · Wk 16, 2026
POS feed✓ synced
Inventory position✓ synced
Promo calendar✓ synced
Lead-time variance⚠ flagged
Data integrity99.2%
Monday · 6:15 AMStep 2 / 5

Decision owned.

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

Dawn · Demand ForecastMon 6:15 AM
Sunscreen SPF 50, 8oz
Phoenix DC → Target West · Wk 16
Needs review
4,600+26% WoWcases
baseline 3,650
Dawn: Early seasonal ramp detected. Exceeds the 20% stability threshold, so it routes to you with reasoning and alternatives attached.
DeferOverrideApprove
Forecast vs prior cycle+26%
Signals read
Summer ramp
YoY +18%
Promo clear
Alternatives weighed
Conservative 4,100
Recommended 4,600
Aggressive 5,200
Governance
Stability 20%Risk tier 2ReversibleBoundedFull provenance
Tuesday · 8:45 AMStep 3 / 5

Exception governed.

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

You · planner
Exception reviewTue 8:45 AM
Dawn recommends4,600 cases
Revenue impact$118K
Signals you added2
Your judgmentcaptured → next cycle
you added
Southwest heat wave · demand pulling early
you added
Target endcap moved up one week
FridayStep 4 / 5

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.

Cycle closeFriday
Accepted recommendation
Captured contextheat wave + endcap
Policy adjustment
Feedsnext cycle baseline →
Submitted
Decision quality & override ratelast 6 quarters
Planner DQS Dawn DQS Override rate ↓
Three weeks laterStep 5 / 5

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.

Decision scorecard3 weeks later
Sunscreen SPF 50, 8oz
scored against what actually happened
Decision QualityDawn vs unmodified baseline+5.4%
Override Valueplanner vs Dawn's baseline+6
Sell-through✓ full through Memorial Day
Last year, unscoredstocked out, 6 stores

That was one example.
Now multiply it by your portfolio.

The same scoring runs on every SKU, every location, every cycle across the portfolio. Two things compound.

Throughput

More work, same headcount.

More decisions run under policy without adding planner headcount. Your team governs the calls with real financial weight instead of clearing volume.

Return

Wins and misses, in dollars.

Every agent action and human override is measured against actuals, so the ones that paid off and the ones that cost you both show up.

Compounded across a full rollout:

$7M per month in inventory reduction SC Johnson, North America implementation See your inventory reduction

See every decision. Choose what to automate.

Agents own the decisions. You own the bounds, the audit trail, and the kill switch.

Every decision logged Reasoning on every call Bounded, reversible, earned autonomy

SOC 2 Type II · RBAC · SSO · encryption in transit and at rest

The first step is simple.

Your override log, scored against outcomes, 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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