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 vision model that sits beside the existing system, reads what it already produces, and closes asset tracking. Aimed at automotive parts managers, surfacing the exposure nobody has priced.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes document review. Aimed at auto repair owner-operators, built for one person, not a department.
Point a reconciliation engine at vendor management, and let people review output instead of producing it. Aimed at auto repair technicians, taking the phone queue off a human entirely.
A narrow document parser scoped to reconciliation alone — no platform, no migration, no six-month rollout. Aimed at education program directors, surfacing the exposure nobody has priced.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes document review. Aimed at trade schools registrars, writing down what only one person knows.
A narrow retrieval engine scoped to contract analysis alone — no platform, no migration, no six-month rollout. Aimed at trade schools owner-operators, so the work stops following people home.
A reconciliation engine that sits beside the existing system, reads what it already produces, and closes margin monitoring. Aimed at auto repair owner-operators, holding service constant on a smaller team.
Point a forecasting model at risk assessment, and let people review output instead of producing it. Aimed at auto repair technicians, surfacing the exposure nobody has priced.
A retrieval engine that handles risk assessment end to end and hands a human the exceptions rather than the queue. Aimed at auto repair technicians, surfacing the exposure nobody has priced.
A narrow anomaly detector scoped to asset tracking alone — no platform, no migration, no six-month rollout. Aimed at equipment rental ops teams, going after the low-value tail everyone else skips.
A forecasting model that handles site selection end to end and hands a human the exceptions rather than the queue. Aimed at equipment rental ops teams, surfacing the exposure nobody has priced.
A long-context reviewer that sits beside the existing system, reads what it already produces, and closes document review. Aimed at equipment rental ops teams, at a tenth of what the enterprise suite charges.
A document parser that handles onboarding end to end and hands a human the exceptions rather than the queue. Aimed at equipment rental dispatchers, closing the loop while everyone is asleep.
Point a document parser at inspection, and let people review output instead of producing it. Aimed at equipment rental dispatchers, catching the error before it becomes a change order.
Point an optimisation engine at site selection, and let people review output instead of producing it. Aimed at equipment rental dispatchers, writing down what only one person knows.
A document parser that sits beside the existing system, reads what it already produces, and closes document review. Aimed at equipment rental dispatchers, going after the low-value tail everyone else skips.
An autonomous agent that handles scheduling end to end and hands a human the exceptions rather than the queue. Aimed at trade schools program directors, holding service constant on a smaller team.
RFP response handled by a long-context reviewer, with a human signing rather than writing. Aimed at trade schools program directors, built for one person, not a department.
Training & competency handled by a retrieval engine, with a human signing rather than writing. Aimed at trade schools owner-operators, finding what the inspector would find, first.
Vendor management handled by an anomaly detector, with a human signing rather than writing. Aimed at childcare owner-operators, surfacing the exposure nobody has priced.
Compliance audit handled by a vision model, with a human signing rather than writing. Aimed at childcare program directors, replacing the spreadsheet that currently holds it together.
A document parser that sits beside the existing system, reads what it already produces, and closes shift handover. Aimed at childcare program directors, taking the phone queue off a human entirely.
A reconciliation engine that handles payroll verification end to end and hands a human the exceptions rather than the queue. Aimed at childcare program directors, replacing the spreadsheet that currently holds it together.
Point a forecasting model at dispatch, and let people review output instead of producing it. Aimed at childcare program directors, finding what the inspector would find, first.