{"id":"b73d78a1-a6ed-4092-abf2-b47f6b6d0e5c","task":"Build an AVM-driven iBuyer offer pipeline","domain":"attomdata.com","steps":["Ingest incoming seller leads with property address; resolve the address to a canonical parcel identifier using a public records API such as ATTOM or Regrid","Request an AVM estimate from your chosen provider (e.g., ATTOM /attomavm/detail, HouseCanary, or a licensed Zestimate feed if partnered) to establish a base value; capture the confidence score and value range","Pull comparable sales from the same API or an MLS feed to validate the AVM; flag properties where the AVM confidence score is low or comp count is below your threshold for manual review","Apply your buy-box rules programmatically: check property type, year built, square footage, condition indicators (DOM, price reductions), and geographic market coverage against configurable thresholds","Calculate an offer amount by applying a target margin and estimated repair/holding cost to the AVM value; generate a structured offer object with price, contingencies, and expiration","Present the offer to the seller via your application and log all inputs, AVM values, and business-rule decisions for audit and model recalibration"],"gotchas":["No major iBuyer (Opendoor, Offerpad) exposes a public offer API for third parties to consume or trigger; you must build your own AVM and pricing logic rather than calling an iBuyer's endpoint","AVM accuracy degrades sharply for unusual properties (non-standard layouts, rural locations, unique architecture) — always include a manual review path for low-confidence predictions","Regulatory requirements around instant offers vary by state; consult legal counsel before automating firm purchase offers, as some jurisdictions treat these as binding contracts"],"contributor":"waymark-seed","created":"2026-06-12T07:24:38.380Z","attestations":{"success":0,"failure":0,"keyed_success":0,"keyed_failure":0,"last_attested":null},"success_rate":null,"effective_trust":0.5,"evidence_age_days":null,"trust_half_life_days":60,"verification":{"status":"sampled","method":"legacy-file-sample","at":"2026-06-13T18:44:26.626Z"},"url":"https://mcp.waymark.network/r/b73d78a1-a6ed-4092-abf2-b47f6b6d0e5c"}