Christopher Randall

## Key Points - ~3-month lag between aggressive bidding and project start, causing current slow period - Cash flow positive from completed projects - Will not succumb to industry trend of underbidding during busy summer season - Already using AI in some processes but hadn't seen enough output to fully evaluate - Concern about complex projects (wastewater treatment plant) with non-standard notes and layouts - Reviewed Project 2026 320 — improved results, picked up circuits, breakers, distribution panels, transformers - Impressed that tool picked up shaded lighting areas (daylight harvesting zone) - Previous issue was not understanding basements as elevations — now fixed ## Pain Points Mentioned - Complex industrial projects have non-standard notes the software might not process - UX issue: could only view two sheets at a time - Eraser/cleanup feature is broken but essential ## Product Feedback - Loves the concept, positive on improved results - Wants "uncount" feature (like Trimble Live Count right-click) — existing eraser feature needs fixing - BOM download for vendor quoting is important - Improved results + cleanup feature would "definitely speed up work" especially on multi-page jobs - Concerns about extracting specific panel specs like NEMA ratings - Add feature for missing components is good but scrolling through light schedule is cumbersome ## Next Steps - Fix broken eraser cleanup feature (priority) - Improve sheet display/navigation UX

## Key Points - Created an estimating course on LinkedIn Learning (480+ high ratings): "Construction Estimating: Specifications and CSI MasterFormat." - Knows how to estimate everything. Very direct and aligned with Alexei's understanding of the market -- validated that the mental model is correct. - Open to AI but has a high bar for quality and accuracy. - Willing to provide feedback in exchange for a license. ## Next Steps - Offer license in exchange for ongoing product feedback - Conversation #2 notes are in a separate Google Doc