Business portfolio cannibalization review

For multi-product leadership teams, turn approved product plans and aggregate segments into portfolio overlap brief. Address this specific problem: product initiatives compete for the same customers. The aim: identify potential cannibalization without causal claims. The pilot tests whether that benefit holds up against reviewer effort and real operating costs.

The buyer creates a project, supplies approved product plans and aggregate segments, and confirms scope and access. Users correct extracted facts, resolve flagged uncertainties and approve the final portfolio overlap brief before use. Retain source links and a version history for the next cycle.

How the AI works

AI assists these bounded tasks: map overlapping propositions; flag conflicting incentives; draft research questions. Use only approved product plans and aggregate segments and preserve uncertainty in portfolio overlap 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 approved product plans and aggregate segments. 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 approved product plans and aggregate segments. 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: map overlapping propositions; flag conflicting incentives. Support the third task through an assisted review queue: draft research questions. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of portfolio overlap 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 approved product plans and aggregate segments. 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 portfolio cannibalization review 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.