Manage Assets Inc.

Project Name: Asset Intelligence Tagline: Infrastructure deserves intelligence. Evidence-linked AI. Human-led decisions. Better-maintained communities. Asset Intelligence turns messy field inspection photos and crew notes into evidence-linked, auditable infrastructure findings. Problem: 70% of North American culverts and small dams are past design life. Crews collect photos, but reports are manual, slow, and not evidence-linked — leading to failures that cost communities. Solution: Open-source service, production-ready. Upload field package → SAM 3.1 segments defects → Spark 1.3 fuses vision + notes into evidence-linked JSON with bounding boxes → Spark 1.3 reasoning validates → Wonder 1.0 plans repair → Pydantic v2 enforces fail-closed — if evidence confidence is low, it refuses to hallucinate. Impact: From Akwesasne — where my family & community has navigated infrastructure across three jurisdictions for generations — to any small Canadian town, we make maintenance the hero that prevents failure. This is an extension of my commercial platform Manage Assets Inc, open-sourced in one week for this hackathon. Land. People. Assets. Stronger together.