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Finance

Driver-based financial model

A three-statement model with unit economics and base, bull, and bear scenarios.

Real today

Driver-based financial model — brief, deliverable, and evidence

Company brief

Build me a financial model for a $29/month SaaS so I can see runway and unit economics.

Budget cap

$45.00

Cost / outcome

$6.30

Evidence

  • Drivers are consistent and scenarios reconcileA separated judge grades the model against the acceptance spec. ulpi does not ship a deterministic spreadsheet checker, so this close is honestly Judged — the only mechanical fact on the page is its content hash.

Acceptance specPasses if the three statements tie, each scenario flows from explicit drivers, and the runway and unit-economics figures are internally consistent.

Content hashsha256:4450aa4d…e897

Why it matters

An honest model says when it was judged, not checked. The content hash makes the artifact tamper-evident; the judgement is held to an explicit bar instead of a fake green checkmark.

A finance teammate builds a driver-based P&L, runway, and CAC/LTV view with base, bull, and bear cases. There is no shipped formula-checking verifier, so quality is graded against a written acceptance spec rather than asserted as mechanically proven.

How a company runs this

How this was made

  1. An org chart of teammates

    A coordinated team — Finance Analyst — each owns its part of the deliverable.

  2. Coordinated, evidenced work

    Teammates run in a sandbox and hand back content-addressed WorkProducts — each closed with its honest evidence label.

  3. Evidence

    Spend is metered against a hard cap, so every deliverable carries what it actually cost to evidence.

  4. Cost / outcome$6.30

Build the team that ships your Driver-based financial model

Pick the deliverable closest to what you need, then watch your AI team produce it inside the budget you set.

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