Business model contradiction map

For venture studio partners, turn founder-approved business model drafts into business model challenge brief. Address this specific problem: business plans contain incompatible operating assumptions. The aim: expose internal contradictions before market testing. The pilot tests whether that benefit holds up against reviewer effort and real operating costs.

The buyer creates a project, supplies founder-approved business model drafts, and confirms scope and access. Users correct extracted facts, resolve flagged uncertainties and approve the final business model challenge brief before use. Retain source links and a version history for the next cycle.

How the AI works

AI assists these bounded tasks: compare revenue assumptions; map cost dependencies; flag conflicting promises. Use only founder-approved business model drafts and preserve uncertainty in business model challenge brief. Keep model suggestions separate from verified facts. Link factual outputs to authorized input evidence and show missing information explicitly. Use deterministic checks for counts, dates, identifiers and arithmetic where applicable. A designated reviewer validates consequential outputs and signs off the delivered result.

Safeguards

Show source dates and distinguish evidence from strategic assumptions. Keep sensitive company plans restricted to authorized participants. One organization, one defined input format and one representative pilot batch using founder-approved business model drafts. Professional judgment, physical inspections, live external actions and production certification remain outside this prototype. Require appropriate access and publication approval. Preserve source material, label AI drafts and make corrections traceable. Measure false positives and missed cases alongside speed.

What to build first

Costed pilot: One organization, one defined input format and one representative pilot batch using founder-approved business model drafts. Professional judgment, physical inspections, live external actions and production certification remain outside this prototype. Start with one buyer organization and a bounded set of representative inputs. Implement the first two modules: compare revenue assumptions; map cost dependencies. Support the third task through an assisted review queue: flag conflicting promises. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of business model challenge brief. Authentication, account isolation, deletion controls and basic operational logging are included. Specialized production certification, live write integrations and broader rollout are not included unless explicitly stated.

What it can connect to

Internal reports, public company information and decision registers. Read-only business data exports, reporting databases and task trackers. Reconcile source totals before scheduling recurring data refreshes. Begin with uploads and exports of founder-approved business model drafts. Any named system or connector is a candidate requiring current access and compatibility checks; no live connection is included by default.

The screens in detail

Open with a compact overview and filters for the relevant period or segment. Let users drill from each theme or metric into underlying records. Keep source definitions and missing-data notes near the result. Use an action panel to assign investigations and record what was learned. Open with brief and sources; move into business model contradiction map for the detailed task; finish in review and delivery for review and handoff. Show the source record, uncertainty and approval status beside each proposed output.