AI Integration Sprint • 6 weeks
AI knowledge base (RAG) for Real estateDoha, Qatar
Answer questions from your internal docs with citations and strict retrieval constraints.
Founding cohort: $1,500 (50% off) for first 5 clients • Standard: $3,000 one-time
Explore: all real estate pages in Doha • ai knowledge base (rag) across industries in Doha
Week 1: Map workflows
Constraints, data, tools, and success metrics.
Weeks 2–5: Build prototype
Implement the use case with guardrails and iterative testing.
Week 6: Framework + rollout
Implementation framework, SOPs, and a rollout plan.
Common bottlenecks in Real estate
- • Leads go cold due to slow follow-up
- • Manual qualification and scheduling wastes agent time
- • Listing/tenant paperwork creates admin overload
Workflows we typically touch
- • Lead qualification
- • Appointment scheduling
- • Listing document intake
Integrations: WhatsApp, Email, CRM exports, Calendars
What you get
- • Working prototype tailored to real estate
- • Implementation framework (architecture + SOPs + rollout plan)
- • Human-in-the-loop guardrails (escalation + auditability)
How this use case works
Outcomes
- • Faster answers
- • Consistent guidance
- • Less tribal knowledge
Guardrails
- • Citation requirement
- • No-docs = no answer
- • Escalation
Implementation approach
- • Select source-of-truth documents
- • Build retrieval with chunking + citations
- • Add “don’t know” + escalation behavior
More use cases in Doha
Same city + industry (real estate), different workflows.
Same use case, other industries
Same ai knowledge base (rag) approach, adapted to different vertical workflows.
FAQ
Do you operate in Doha?
We work remotely with teams across regions. The free assessment clarifies whether the sprint is a fit for your workflows.
Is this only for Real estate?
No — this page is tailored to real estate, but the sprint works for any SMB with repeatable workflows.
Can it handle WhatsApp inquiries?
Yes. We can design safe routing + escalation so hot leads get immediate attention without losing control.
Does it cite sources?
Yes—answers are grounded in your docs with citations when configured.