Iron & Pine Outdoor Co.
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

I run a one man outdoor services company in northern Wisconsin (fall cleanup, snow, mowing). Quoting is my bottleneck: today I drive 30 to 60 minutes round trip to look at a yard before I can name a price, and the hardest jobs to price from the road are pine needle yards, where a small yard under heavy evergreen canopy can be a heavier job than a big open lawn. Existing lawn tools measure turf area only. None of them price needle load under canopy. PineQuote fixes that. A customer enters an address and picks a service. The system segments satellite imagery of the parcel into roof, driveway, lawn, and evergreen canopy, computes the serviceable area, and then does the part nobody else does: an evergreen canopy score. The share of the service area under evergreen canopy maps automatically to my real pricing density multiplier (under 25 percent light, 25 to 60 percent moderate, over 60 percent heavy). My actual pricing engine (acreage tiers plus density multiplier) produces the quote, the reasoning is written out line by line, and a customer ready version of the quote is generated with it. If canopy hides the ground almost completely, the tool returns a range and books a free drive by instead of inventing a firm number. Proof it works: the demo runs on a real customer yard I measured and priced by hand from satellite imagery on October 23, 2026 (a client yard in Woodruff, Wisconsin: 0.29 acres gross, about 0.22 to 0.24 acres net, heavy pine canopy). The automated pipeline reproduces my hand priced formula quote of $194 exactly, and the test suite in the repository asserts that end to end result, tile pixels to final price. Impact: it turns a half day of driving into a ten second quote for thousands of small service operators like me, and it prices the job the customer actually has, including the pine needles every other tool ignores. The live business behind it is Iron and Pine Outdoor Co.; its lead funnel at ironandpineoutdoor.com already captures real customers, and PineQuote is the quoting layer that funnel feeds.