Context, prepared.
Source data validated, planning inputs structured, integrity issues flagged. All before any decision is made.
Your planning cycle with Daybreak.
What follows traces one full cycle, start to finish.
Decisions, owned.
Repeatable planning calls run under policy, each carrying its own reasoning and guardrails.
Exceptions, governed.
The calls with real financial weight route to people who can change the outcome.
Watch a SKU get scored.
Sunscreen SPF 50, 8oz. Phoenix DC to Target West. Week 16, 2026. Five moments, from Monday morning to the outcome scored three weeks later.
01
Monday, 5:30 AM
SAP ERP · demand, inventory, shipments
Snowflake · POS sell-through, 18-mo history
Excel · Q3 promo forecast workbook
PDFs · supplier contracts, lead-time terms
Outlook · Target West buyer correspondence
Slack · #planning-phoenix-dc channel
Microsoft Teams · weekly S&OP standup notes
SharePoint · S&OP review decks & cycle minutes
Dropbox · legacy planning archive
Context prepared.
Sol validates source data, structures planning inputs, and flags integrity issues before Dawn touches the decision.
SAP ERP · demand, inventory, shipmentsSnowflake · POS sell-through, 18-mo historyExcel · Q3 promo forecast workbookPDFs · supplier contracts, lead-time termsOutlook · Target West buyer correspondenceSlack · #planning-phoenix-dc channelMicrosoft Teams · weekly S&OP standup notesSharePoint · S&OP review decks & cycle minutesDropbox · legacy planning archive02
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.
Sunscreen SPF 50, 8ozRouted to review
Dawn’s recommendation
3,6504,600 cases▲ +26%
Candidates considered
4,600 cases▲ +26%Recommended
3,900 cases+7% · conservative
5,200 cases+42% · aggressive
Exceeds 20% stability threshold · routes to review
Override
Accept
03
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.
Exception · Sunscreen SPF 50Awaiting input
DawnRecommending 4,600 cases (+26%). Above stability threshold. Want me to apply, or is there context I’m missing?
Atlanta team confirmed Q3 endcap moves to Sept 24, not Oct 1.
atlanta_q3_endcap.pdf142 KB
Also apply earlier ramp to the bundle SKUs
04
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.
Dawn’s memory
Southwest heat wave from Memorial Day forecast → sun-care +18%.
Atlanta Q3 endcap shifted to Sept 24. Apply earlier ramp on Sunscreen SPF 50.
Personal Care POS variance > 15% → flag for human review.
Holiday gifting peak +22% YoY for family-pack Beverages cohort.
Pacific Northwest rain forecast suppresses outdoor SKU velocity 6–9%.
Retailer B endcap windows confirmed for Q4. Lock 4-week lead.
DawnAtlanta’s endcap timing is locked in. I’ll apply the earlier ramp next cycle.
05
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.
Sunscreen SPF 50, 8ozScored · cycle 16
Decision Quality Score
+5.4%↑ +1.2 vs last cycle
Outperformed the unmodified baseline. Shelves stayed full through Memorial Day.
Override Value
+6
Override cut forecast error by 6% vs Dawn’s baseline.
Cycle trailDQS, last 5 cycles
Forecast vs actual sell-through · Wk13–Wk20Tracked within 0.6%
Dawn recommendedActual sell-through
DawnMy +5.4% beat the baseline. Your override added +6 more. Both paid off.
