AI Labor for Enterprise Planning

Get better outcomes, not more software.

Trusted by
Honeywell Dot Foods SharkNinja Calix Pourri Rehlko

Your overrides are costing you. You've never seen how much.

Now every decision shows a P&L.

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

Some calls are your edge. Some are costing you. Daybreak learns the difference.

The Judgment Loop

01

Meet Dawn.

Dawn is one of our agents. She reads every signal, runs the baseline, and surfaces only the calls that need a human, so your planners stop chasing noise.

Dawn · active
auto-cleared6 of 9 this cycle
Demand Planner Worklist3 flagged · $1.56M impact
SK-501Beverages · family pack
2/2 Tripped
+$1.10M+12,200 units · Nov
Pending
AG-302Outdoor Grill · premium
1/2 Tripped
+$508K+2,300 units · Jul
Pending
HD-204Personal Care · refresh
1/2 Tripped
−$50K−680 units · May
Pending
02

You make the call.

On the exceptions that matter, your planner decides. Dawn captures the reasoning, not just the number, so the judgment is never lost.

reasoning3 alternatives weighed
routed: guardrails15% + $250K
SK-501 · Beverages family packRetailer A — National · Nov 2026
Needs review
+18% Nov forecast
+$1.10M
67,800 → 80,000 units · +12,200
+3.5%
Decision quality vs ML
81.2%
Forecast accuracy
Why: Retailer A confirmed +2 endcap weeks Nov 7–21. Last year same-period POS ran +22% vs forecast. 6-mo cohort trend +9%.
Defer Override Approve
03

Every call gets scored.

Daybreak grades each decision against what actually happened, learns the judgment that worked, and folds it into the next cycle's baseline.

avg vs ML baseline+3.5%
sharper each cycle
Cycle Report · Scoredagent decisions vs actuals
BV-118Beverages single · agent +8%, came in +9%
DQS +19%
SK-501Beverages family · agent +12%, came in +14%
DQS +15%
AG-302Outdoor Grill · agent +6%, came in +7%
DQS +12%
HD-204Personal Care · agent +5%, came in flat
DQS −18%

Each cycle, sharper. That's the moat your competitors can't copy.

Your best people stop doing robot work.

Agents run the routine. Your planners spend their judgment where it actually pays.

Your best judgment scales.

Your sharpest planner's instincts run across every SKU and every cycle, not just the accounts they had time for.

  • Best calls, everywhere
  • Nothing slips through
  • Sharper each cycle
Your cash comes back.

Daybreak catches the cautious overrides padding your safety stock and puts that cash back on the balance sheet.

  • Padding caught
  • Cash freed
  • Every category
Your margin improves.

The expedites, write-offs, and stockouts that bled margin get traced to the override behind them, and stopped at the source.

  • Leaks traced
  • Caught at the source
  • Margin protected

Stop buying software.
Start hiring agents.

The first teams to hire it win.
The rest will wonder what happened.

See Your Agents Work