How do you reduce hallucinations?

We ground answers in retrieved sources, return citations, constrain the model to known context, and run retrieval evals so accuracy is measured, not assumed.

Where does our data live?

In infrastructure you control. We design for privacy — your documents are not used to train third-party models.

Can you capture leads 24/7?

Yes — voice and chat agents capture and qualify leads around the clock and sync them straight to your CRM.

How fast can we ship and how do you price it?

Scope and price are locked before code at the Blueprint stage, tied to deliverables — outcomes, not hours. Tightly-scoped builds typically ship in a 30–60 day window.

//AI Automation × Custom GPTs & RAG Systems × Real Estate

Custom GPTs & RAG Systems for Real Estate

Retrieval-augmented systems and custom GPTs grounded in your own documents and data — accurate, cited, and private. Engineered for real estate teams.

Real Estate teams don't need a generic vendor — they need custom gpts & rag systems built around how they actually operate. Retrieval-augmented systems and custom GPTs grounded in your own documents and data — accurate, cited, and private. Listing platforms, CRM tools, and property management apps that capture every lead and automate the busywork between offer and close.

01What's broken without us

Generic models don't know your policies, products, or history — and they hallucinate. Your knowledge is trapped in PDFs, wikis, and people's heads. For real estate teams specifically, leads arrive across channels and go cold. Listings and CRM data drift apart. Coordinating buyers, sellers, and documents is a manual scramble.

02Our approach — the Forge Method, applied

01Blueprint how real estate teams actually use custom gpts & rag systems today, and lock scope, price, and the metric before code.
02Prototype the highest-value custom gpts & rag systems loop against real real estate data — not a generic demo.
03Forge a production-grade build on Pinecone, Weaviate, pgvector, with CI/CD and observability from day one.
04Harden and hand off documented, ready for real estate teams to extend.

//Capabilities

Custom GPT configuration & deployment
RAG knowledge-base architecture
Document ingestion pipelines
Semantic & hybrid search
AI over your internal data
Vector DB setup (Pinecone, Weaviate)
Fine-tuning & prompt engineering
Multi-source knowledge retrieval
Listing & search platforms
Real-estate CRM & lead routing
Property management apps
WhatsApp & voice lead capture
Transaction & document workflows
Market analytics dashboards

//Outcomes

What you can expect

leads lost after hours

Automated

transaction workflows

Cited

answers, not guesses

Private

your data stays yours

//FAQ

Questions, answered straight

Listing platforms, CRM tools, and property management apps that capture every lead and automate the busywork between offer and close. We bring custom gpts & rag systems depth to those exact systems rather than retrofitting a template.

//Explore further

//Next step

Is the build ready to scope?
Find out in the scorecard, or talk it through on a call.

Take the Build Readiness Scorecard