Your demand plan is moving your balance sheet. Find out where.

Inventory is a capital allocation decision disguised as a planning output. A supply chain planning system that surfaces every one, scores it against the cash, margin, and service it moved, and owns the baseline that doesn't need your judgment.

Override Rate
34%
Governed
72%
Value Add
+7.2%
In production with
The cost of unmeasured decisions

Three numbers your current system cannot tell you.

Every planning cycle, your team makes thousands of override decisions. Some create value. Some destroy it. The system that captures them does not score them against outcomes. Which means the cost of override is a line item nobody has ever calculated.

~50%

of planning overrides destroy value versus baseline. Your system cannot tell you which half.

Measured across scoped deployments
$82K/day

For one consumer manufacturer, every 1% of forecast accuracy improvement equated to this much working capital exposure.

Anonymized customer outcome
$0

of last cycle's validated judgment carried forward into next cycle's baseline. Every cycle starts from zero.

Industry pattern across major planning systems

"[Placeholder: Executive testimonial. CFO-level quote referencing specific measured outcomes from a scoped deployment. Override rates reduced, decision coverage expanded, capacity gains quantified. Bounded language. Title plus company size required.]"

CFO Name, Company Chief Financial Officer, $2B+ Enterprise Manufacturer
If you can't score a planning override against its outcome, you're paying for judgment you can't measure.

Before you change anything, see what your planning decisions are actually costing.

These are not products. They are diagnostic engagements. Each one answers a question your leadership team is already asking, using your data, in days. The analyses stand on their own whether or not you ever deploy Daybreak.

Override P&L
$35K · 10 business days
What are my planning overrides actually costing?

Every override from the last 6 to 12 months, broken into value-created and value-destroyed. Formatted as a financial statement.

Deliverables: Override P&L Statement, Decision Pattern Analysis, CFO Action Brief
$20K credits toward Capital Allocation Audit or Proof-of-Value
Read the detail brief
Capacity Investment Model
$25K · 7 business days
What are the economics of hiring versus automating planning capacity?

Side-by-side economics of both paths, using your numbers. If hiring wins, we say so.

Deliverables: Side-by-Side Model, Sensitivity Analysis, Board-Ready Memo
$15K credits toward Proof-of-Value
Read the detail brief
Judgment Continuity Audit
$40K · 12 business days
What happens when my best planner leaves?

A dollar number on planning judgment risk that is not on your risk register.

Deliverables: Judgment Concentration Map, Financial Exposure Model, Continuity Plan
$25K credits toward Capital Allocation Audit or Proof-of-Value
Read the detail brief

Or skip straight to a conversation.

Talk to our founding team

Three financial outcomes your board can read without modification.

Daybreak does not just improve the math. It changes who owns the decision, how it is measured, and whether the system learns from it. Agents own baseline decisions under explicit governance. Your team governs the exceptions that matter. Planning productivity scales with decisions, not headcount.

Accountability

Every override scored against the outcome it changed. Value-positive interventions reinforced. Value-negative interventions flagged and priced. Forecast accuracy improves 7-9% in scoped deployments because the system stops repeating the decisions that do not work.

Autonomy

Agents handle the volume. Your team handles the judgment. In measured deployments, 70%+ of the portfolio runs under governance without human intervention. Coverage expands without adding planners.

Financial Impact

Judgment compounds instead of resetting every cycle. Working capital, margin, and service measured against your pre-deployment baselines. Not a projection. Measured results in governed enterprise deployments.

7-9% Forecast accuracy improvement over customer baselines Every scoped deployment
70%+ Portfolio governed without human intervention Measured deployments
$7M+ Monthly working capital recovered Against pre-deployment baselines

How Dawn Works

Baseline decisions owned. Exceptions supervised. Every override measured against outcomes.

  • Dawn Owns the Baseline -
  • Exceptions Surface +
  • Planners Govern Exceptions +
  • Judgment Compounds +
Dawn Simplifies Dawn Notices You Decide We Grow

Dawn makes governed decisions across thousands of SKUs each cycle, each with full decision provenance. The cost per decision falls as coverage expands.

When risk thresholds are crossed or governance boundaries are reached, items surface for planner judgment, protecting margin where governed autonomy reaches its scope limit.

Planners focus where their judgment has the highest override value-add, on the critical exceptions, not on every SKU.

When actuals arrive, every decision is measured against results. Override effectiveness becomes visible, and value leakage from poor interventions becomes quantifiable on the P&L.

Infinity Icon

How Dawn Works

Baseline decisions owned. Exceptions supervised. Every override measured against outcomes.

Dawn Owns the Baseline

Dawn Owns the Baseline

Dawn makes governed decisions across thousands of SKUs each cycle, each with full decision provenance. The cost per decision falls as coverage expands.

Exceptions Surface

Exceptions Surface

When risk thresholds are crossed or governance boundaries are reached, items surface for planner judgment, protecting margin where governed autonomy reaches its scope limit.

Planners Govern Exceptions

Planners Govern Exceptions

Planners focus where their judgment has the highest override value-add, on the critical exceptions, not on every SKU.

Judgment Compounds

Judgment Compounds

When actuals arrive, every decision is measured against results. Override effectiveness becomes visible, and value leakage from poor interventions becomes quantifiable on the P&L.

AI Labor Model

AI is the new category of labor.

Before: systems produce numbers, humans do the work. After: agents do the work, humans govern. The thesis is bigger than one vendor. We wrote the operating model.

Read the AI labor model
AI Labor Worker smiling at laptop

Ready to see your numbers?

Three diagnostics. Each answers a different question your leadership team is already asking. The analyses stand on their own whether or not you ever deploy Daybreak.

V7: T1 H1 canonical (Demand Plan / Balance Sheet)
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