Grounded in real data
Prompts are enriched with structured inputs from county records, REAPI, Google Maps, and your own CRM before the model ever runs.
Every AI output on the KMFCRE platform is grounded in verifiable data from credible public and licensed sources. No black boxes. No hallucinated deals. Just faster workflows for the parts of your job that were always going to happen.
Four principles
Prompts are enriched with structured inputs from county records, REAPI, Google Maps, and your own CRM before the model ever runs.
Every AI output is a draft. Descriptions, scripts, and emails route through your agents for review before anything ships to a client.
Team data is scoped by Row-Level Security. Your leads, deals, and buyers never train a foundation model and never cross team lines.
Every model run is written to an internal audit table with provider, endpoint, tokens, and duration. Nothing runs in the shadows.
Per-tool breakdown
Lead Evaluator
Deal analysis, cap-rate + DSCR reasoning, written investment memos
Lead Generator
Market picks, owner outreach scripts, targeting rationale
Skip Tracing Import
Owner match scoring, contact normalization, dedup suggestions
Buyers Dashboard — copy
AI-written property descriptions in the Saratoga style
Buyers Dashboard — hero
Landing-page hero image generation from a prompt
CRM
Draft outreach emails for cases and deals
Quick Add — sign OCR
Read a yard-sign or house number from a field photo
Quick Add — voice
Transcribe a spoken lead note to text
Credible sources
AI never fabricates ownership, comparable sales, or contact info. When a fact isn't in the record, the model is instructed to say so — not to guess.
Ownership, parcel data, deeds, mortgages, and liens sourced via REAPI's licensed pipeline from public records.
Address verification and reverse-geocoding for the Quick Add sign-OCR flow and every mapped lead.
Property attributes, owner records, mailing addresses, and skip-trace-quality contact enrichment.
Leads, deals, and buyers you and your team created. Scoped to your team by RLS. Never shared, never sold.
The stack
All AI calls route through a single gateway with per-run logging, rate limiting, and a fixed model allowlist. Swapping a model is a governed change, not a silent upgrade.
Reasoning
Google Gemini 2.5 Pro
Long-context deal analysis and investment memos in Lead Evaluator.
Fast text
Google Gemini 2.5 Flash
Scripts, emails, property copy, OCR, and match scoring across the platform.
Images
Gemini 2.5 Flash Image (Nano Banana)
Hero images for Buyers Dashboard buy-box landing pages.
Speech
OpenAI GPT-4o-mini-transcribe
Voice-note transcription in Quick Add.
Geocoding
Google Maps Platform
Address verification, reverse-geocoding, and place lookups.
Property data
REAPI
Licensed access to county records, deeds, ownership, and skip-trace fields.
Guardrails & privacy
Walk through Lead Evaluator, Buyers Dashboard, and Quick Add on a live account — with the audit log open the entire time.