Real Estate & Construction Tech
RAG & Knowledge Retrieval for Real Estate & Construction Tech
RAG & Knowledge Retrieval for real estate & construction tech, built around the constraint that defines the sector: transactions are document-heavy and slow, and lead quality varies enormously.
- Regulations in scope
- 4
- Systems we integrate
- 4
- Typical first release
- 6 weeks
What changes when it is real estate & construction tech
Orqent Labs builds RAG systems where accuracy is measured against a labelled question set, so you know the number rather than trusting a vibe.
In real estate & construction tech, transactions are document-heavy and slow, and lead quality varies enormously. That single fact reshapes how rag & knowledge retrieval has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.
The workload we are most often asked to take on first is title and agreement document review, usually integrated against CRM. We build the smallest thing that proves the case, put it in front of real users, and expand only what earns its keep.
Multi-model by default, so a provider outage is a routing decision rather than an incident. You own the code, the models where they are open-weight, and the documentation to run it without us.
The sector constraints we design around
- Defining constraint
- transactions are document-heavy and slow, and lead quality varies enormously
- Regulations in scope
- RERA compliance · DPDP Act 2023 · stamp duty and registration requirements · building approvals
- Systems of record
- CRM · property management · ERP · document management
- Where we usually start
- lead qualification and routing
RAG & Knowledge Retrieval workloads in real estate & construction tech
- lead qualification and routing
- title and agreement document review
- site progress from imagery
- customer service automation
- RERA documentation
What is included
- Ingestion pipeline for your real document formats
- Chunking and embedding strategy tuned to your corpus
- Hybrid keyword plus vector retrieval with reranking
- Citations on every answer, traceable to the source page
- Permission-aware retrieval that respects existing access rules
- Retrieval quality benchmarked against a labelled question set
Questions from this sector
Can it qualify leads reliably?
Yes, scored on your actual conversion history rather than a generic model, with conversational qualification before a site visit is scheduled.
What about title documents?
Extraction and consistency checking flag discrepancies for legal review. It accelerates review. It does not replace the lawyer's opinion.
RAG or fine-tuning?
RAG for knowledge that changes and must be cited; fine-tuning for style, format and task behaviour. Most production systems use RAG for the facts and light fine-tuning or few-shot prompting for the form.
How accurate will it be?
We build a labelled question set from your domain and report retrieval precision and answer accuracy against it. That number is the deliverable. We do not ship a system whose quality nobody has measured.
Can it respect our existing permissions?
Yes. Retrieval is filtered by the user's actual entitlements, so the assistant can never surface a document the user could not already open.
Other capabilities for real estate & construction tech
- AI Agent Development for Real Estate & Construction Tech
- Agentic Workflow Automation for Real Estate & Construction Tech
- LLM Application Development for Real Estate & Construction Tech
- Chatbot Development for Real Estate & Construction Tech
- WhatsApp Bot Development for Real Estate & Construction Tech
- Voice AI Agents for Real Estate & Construction Tech
- Document Processing & IDP for Real Estate & Construction Tech
- AI Copilot Development for Real Estate & Construction Tech
- Data Engineering for Real Estate & Construction Tech
- Enterprise AI Platform for Real Estate & Construction Tech
RAG & Knowledge Retrieval for real estate & construction tech, worth a conversation?
Tell us the workload and the regulation it sits under. We will tell you what is realistic.
Or email bd@dtrasglobal.com · call +91 74118 77878
