Transparency

AI at KMFCRE — how it works, and what it doesn't.

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

How we implement AI, in four rules.

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.

Human in the loop

Every AI output is a draft. Descriptions, scripts, and emails route through your agents for review before anything ships to a client.

Private by default

Team data is scoped by Row-Level Security. Your leads, deals, and buyers never train a foundation model and never cross team lines.

Auditable + logged

Every model run is written to an internal audit table with provider, endpoint, tokens, and duration. Nothing runs in the shadows.

Per-tool breakdown

What AI actually does — and where the data comes from.

Lead Evaluator

Deal analysis, cap-rate + DSCR reasoning, written investment memos

Model: Google Gemini 2.5 ProSource: REAPI · County records · Your inputs

Lead Generator

Market picks, owner outreach scripts, targeting rationale

Model: Google Gemini 2.5 FlashSource: REAPI · Public deed data

Skip Tracing Import

Owner match scoring, contact normalization, dedup suggestions

Model: Google Gemini 2.5 FlashSource: REAPI enrichment · USPS-verified addresses

Buyers Dashboard — copy

AI-written property descriptions in the Saratoga style

Model: Google Gemini 2.5 FlashSource: Your buy-box + property inputs

Buyers Dashboard — hero

Landing-page hero image generation from a prompt

Model: Gemini 2.5 Flash Image (Nano Banana)Source: Your prompt only

CRM

Draft outreach emails for cases and deals

Model: Google Gemini 2.5 FlashSource: Case/deal record + your saved signature

Quick Add — sign OCR

Read a yard-sign or house number from a field photo

Model: Google Gemini 2.5 Flash (vision)Source: Your photo + optional GPS

Quick Add — voice

Transcribe a spoken lead note to text

Model: OpenAI GPT-4o-mini-transcribeSource: Your voice recording only

Credible sources

Every answer traces back to a source you'd cite in a broker opinion.

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.

County assessor & recorder records

Ownership, parcel data, deeds, mortgages, and liens sourced via REAPI's licensed pipeline from public records.

Google Maps Geocoding & Places

Address verification and reverse-geocoding for the Quick Add sign-OCR flow and every mapped lead.

REAPI (Real Estate API)

Property attributes, owner records, mailing addresses, and skip-trace-quality contact enrichment.

Your first-party CRM data

Leads, deals, and buyers you and your team created. Scoped to your team by RLS. Never shared, never sold.

The stack

Models & APIs we recommend — and use in production.

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

What we refuse to do with your data.

  • Team data is scoped by Row-Level Security — never crosses team boundaries.
  • No customer data is used to train foundation models.
  • Every AI run is logged to a private audit table (provider, endpoint, tokens, latency).
  • Prompts are versioned and reviewable; changes are governed, not silent.
  • Model outputs are drafts — an agent always ships the final version.
  • Credentials live server-side only; keys never ship to the browser.

Want to see the AI tools in action?

Walk through Lead Evaluator, Buyers Dashboard, and Quick Add on a live account — with the audit log open the entire time.