Creative WebMatrix Solutions
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

SiteSense is a multimodal field assistant for oil and gas wellsite and pipeline inspection in BC's Peace Region, built for the Meta Global AI Developer Hackathon (Oct 26 – Nov 4, 2026). It works top-down: free Sentinel-2 satellite imagery flags areas of interest, a drone survey ranks photos worst-first, and a phone close-up goes through SAM 3.1 segmentation and Muse Wonder diagnosis to produce a severity-rated, tool-called work order that links back to its origin. Every work order is safety-first by design: images never "detect gas," H2S cues are flagged for calibrated detection, only legible gauge readings are reported, and low confidence is stated plainly and routed to human verification. A wildfire layer from Emberline a BC wildfire hotspot and FireSmart planner built on a decade of BC Wildfire Service data adds per-site fire-risk badges to every work order. Field-tested Nov 2–3, 2026 on 100 fresh photos of real machines: a John Deere tractor/loader, JD 24-A skid steer and Massey Ferguson 1505 including a "do not start" fire-hazard call on leaves and a rag packed against a hot exhaust; a rare M-R-S all-wheel-drive tractor 41 solid diagnoses, 31 High and 1 Critical, ending with a bent tie rod; a working Kubota as the control correctly returned mostly as a Low/Medium service list; a brand-new loader mostly "no fault found"; and a boat including a High-priority call on a fuel can stored inside the cabin. Failures are counted out loud: malformed confidence scores, one unusable answer, two diagnoses a still photo can't support. A human reviewed every report; the one place name a draft invented was caught, removed, and disclosed. Built by a solo developer who lives on the land it watches designed in the Peace Region, for the Peace Region.