GarageGuard AI (ggaurdai) - 12-Month Milestone Plan

Quarter 1
- Stabilize SpringSight upload-to-report workflow and reduce reliability blockers.
- Apply production data-model migrations needed for technician and door records.
- Formalize KPI and QA review cadence.

Quarter 2
- Complete early paid-user and pilot validation for SpringSight.
- Increase structured dataset capture through admin and technician workflows.
- Launch confidence calibration and report-quality review process.

Quarter 3
- Expand DoorFax-oriented inspection persistence and door history capabilities.
- Add verified repair outcome logging for model improvement.
- Improve dataset quality and reduce avoidable low-confidence outputs.

Quarter 4
- Pilot contractor or partner workflows with validated reporting processes.
- Measure conversion, report quality, and correction-loop effectiveness.
- Produce grant or lender reporting appendix with technical and operating metrics.

Evaluation Cadence
- Monthly KPI updates
- Quarterly technical review
- Ongoing dataset QA and correction logging