12,000 ideas match, averaging 73/100 on the opportunity score. For people whose advantage is knowing an industry from the inside. Ranked so that domain-heavy, unglamorous workflows rise rather than sink.
A narrow document parser scoped to knowledge capture alone — no platform, no migration, no six-month rollout. Aimed at public safety ops teams, proving value before anyone signs anything.
A long-context reviewer that sits beside the existing system, reads what it already produces, and closes contract analysis. Aimed at public safety ops teams, replacing the spreadsheet that currently holds it together.
Demand forecasting handled by an anomaly detector, with a human signing rather than writing. Aimed at public safety compliance leads, holding service constant on a smaller team.
A narrow retrieval engine scoped to grant & funding tracking alone — no platform, no migration, no six-month rollout. Aimed at public safety compliance leads, taking the phone queue off a human entirely.
A document parser that handles payroll verification end to end and hands a human the exceptions rather than the queue. Aimed at public safety compliance leads, catching the error before it becomes a change order.
A reconciliation engine that sits beside the existing system, reads what it already produces, and closes vendor management. Aimed at recruiting agency owners, holding service constant on a smaller team.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes knowledge capture. Aimed at recruiting agency owners, replacing the spreadsheet that currently holds it together.
A forecasting model that handles lead qualification end to end and hands a human the exceptions rather than the queue. Aimed at recruiting recruiters, catching the error before it becomes a change order.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes contract analysis. Aimed at recruiting recruiters, charging only when it actually works.
Point a reconciliation engine at invoicing, and let people review output instead of producing it. Aimed at recruiting ops teams, closing the loop while everyone is asleep.
Proposal writing handled by a retrieval engine, with a human signing rather than writing. Aimed at staffing agency owners, surfacing the exposure nobody has priced.
A document parser that handles onboarding end to end and hands a human the exceptions rather than the queue. Aimed at staffing agency owners, starting from data the business already produces.
A retrieval engine that handles claims & appeals end to end and hands a human the exceptions rather than the queue. Aimed at staffing schedulers, catching the error before it becomes a change order.
A narrow document parser scoped to invoicing alone — no platform, no migration, no six-month rollout. Aimed at professional services ops teams, proving value before anyone signs anything.
Point a reconciliation engine at invoicing, and let people review output instead of producing it. Aimed at professional services project managers, holding service constant on a smaller team.
Expense review handled by a document parser, with a human signing rather than writing. Aimed at marketing agencies agency owners, writing down what only one person knows.
A narrow vision model scoped to field reporting alone — no platform, no migration, no six-month rollout. Aimed at franchising franchisees, holding service constant on a smaller team.
A narrow forecasting model scoped to risk assessment alone — no platform, no migration, no six-month rollout. Aimed at franchising franchisees, holding service constant on a smaller team.
Point a retrieval engine at customer support, and let people review output instead of producing it. Aimed at franchising franchisor ops, proving value before anyone signs anything.
A workflow engine that sits beside the existing system, reads what it already produces, and closes proposal writing. Aimed at franchising field supervisors, so the work stops following people home.
Risk assessment handled by a forecasting model, with a human signing rather than writing. Aimed at franchising field supervisors, going after the low-value tail everyone else skips.
A forecasting model that sits beside the existing system, reads what it already produces, and closes scheduling. Aimed at franchising field supervisors, proving value before anyone signs anything.
An anomaly detector that sits beside the existing system, reads what it already produces, and closes asset tracking. Aimed at franchising field supervisors, unbundling the one module people actually use.
A narrow retrieval engine scoped to contract analysis alone — no platform, no migration, no six-month rollout. Aimed at franchising field supervisors, writing down what only one person knows.