Move from spreadsheets to guided benefits collection and live review

Large enterprises and their PMO/CFO offices today manage expected benefits across projects using ad-hoc spreadsheets and slide decks, which creates inconsistent assumptions, double-counting, and stalled verification during post-implementation reviews. This pain is concentrated in roughly 100,000 mid-to-large enterprises where benefits-tracking suites could command ~$120K ACV, representing an addressable market of approximately $12.0B. Building a B2B SaaS that combines guided benefits collection workflows, AI document understanding to ingest and normalize spreadsheet and PowerPoint claims, and live reconciliation with ERP and BI sources would convert static forecasts into continuously validated, auditable benefit records. Because outcome-based governance and cloud integration maturity are forcing CFOs and PMOs to demand measurable ROI, and because AI now makes automated ingestion feasible, market timing is strong—the concept earns a Market Score of 92/100 and Revenue Potential of 82/100 in this assessment. Buyers will value solutions that reduce manual reconciliation effort by measurable amounts (for example, cutting validation time by 40–70%) and that deliver clearer forecast-to-actual deltas. To stand out versus medium competition, focus on three differentiators: robust AI-driven normalization that tolerates noisy spreadsheets, built-in governance and approval workflows for CFO sign-off, and deep, low-latency integrations with leading ERPs and BI platforms coupled with clear ROI dashboards. Strengths include a large, monetizable TAM and favorable technical trends; challenges include complex integrations, finance change management, and long enterprise sales cycles, which are addressable through packaged adapters, outcome-based pilot pricing, and partnerships with systems integrators.