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 forecasting model scoped to maintenance planning alone — no platform, no migration, no six-month rollout. Aimed at childcare owner-operators, proving value before anyone signs anything.
Point a retrieval engine at claims & appeals, and let people review output instead of producing it. Aimed at childcare program directors, replacing the spreadsheet that currently holds it together.
Point an anomaly detector at payroll verification, and let people review output instead of producing it. Aimed at childcare program directors, closing the loop while everyone is asleep.
Point a forecasting model at training & competency, and let people review output instead of producing it. Aimed at childcare office managers, taking the phone queue off a human entirely.
A document parser that handles compliance audit end to end and hands a human the exceptions rather than the queue. Aimed at childcare office managers, at a tenth of what the enterprise suite charges.
Grant & funding tracking handled by a retrieval engine, with a human signing rather than writing. Aimed at nonprofits program directors, closing the loop while everyone is asleep.
A retrieval engine that handles compliance audit end to end and hands a human the exceptions rather than the queue. Aimed at nonprofits development leads, finding what the inspector would find, first.
A forecasting model that sits beside the existing system, reads what it already produces, and closes collections. Aimed at nonprofits development leads, finding what the inspector would find, first.
A reconciliation engine that handles reporting & analytics end to end and hands a human the exceptions rather than the queue. Aimed at government program directors, so the work stops following people home.
Renewal management handled by an anomaly detector, with a human signing rather than writing. Aimed at government program directors, catching the error before it becomes a change order.
A retrieval engine that handles customer support end to end and hands a human the exceptions rather than the queue. Aimed at government program directors, replacing the spreadsheet that currently holds it together.
Point a forecasting model at inventory planning, and let people review output instead of producing it. Aimed at government compliance leads, writing down what only one person knows.
A narrow anomaly detector scoped to inventory planning alone — no platform, no migration, no six-month rollout. Aimed at government compliance leads, at a tenth of what the enterprise suite charges.
A narrow anomaly detector scoped to risk assessment alone — no platform, no migration, no six-month rollout. Aimed at government ops teams, built for one person, not a department.
Point a vision model at compliance audit, and let people review output instead of producing it. Aimed at government ops teams, going after the low-value tail everyone else skips.
A document parser that sits beside the existing system, reads what it already produces, and closes incident reporting. Aimed at government ops teams, charging only when it actually works.
An autonomous agent that handles collections end to end and hands a human the exceptions rather than the queue. Aimed at government ops teams, catching the error before it becomes a change order.
A narrow retrieval engine scoped to RFP response alone — no platform, no migration, no six-month rollout. Aimed at government ops teams, charging only when it actually works.
A long-context reviewer that handles RFP response end to end and hands a human the exceptions rather than the queue. Aimed at government ops teams, starting from data the business already produces.
A forecasting model that sits beside the existing system, reads what it already produces, and closes margin monitoring. Aimed at government ops teams, built for one person, not a department.
A narrow retrieval engine scoped to customer support alone — no platform, no migration, no six-month rollout. Aimed at government ops teams, charging only when it actually works.
Incident reporting handled by a voice agent, with a human signing rather than writing. Aimed at public safety department heads, charging only when it actually works.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes knowledge capture. Aimed at public safety department heads, unbundling the one module people actually use.
A narrow long-context reviewer scoped to proposal writing alone — no platform, no migration, no six-month rollout. Aimed at public safety ops teams, catching the error before it becomes a change order.