Ruthie Mann

Ruthie Mann

Oslo, Norway

Ruthie Mann

AI SaaS & Real Estate Systems Architect | LLM, RAG
๐Ÿ’–๐†๐จ๐จ๐ ๐œ๐จ๐๐ž ๐ข๐ฌ๐งโ€™๐ญ ๐ฅ๐จ๐ฎ๐ โ€” ๐ข๐ญ ๐ฐ๐จ๐ซ๐ค๐ฌ.๐Ÿ’–
I design and build revenue-driven AI SaaS platforms, with a strong focus on real estate technology, automation, and data-intelligent systems that actually get used in production.
For the past several years, Iโ€™ve worked hands-on with founders, proptech startups, brokers, and SaaS teams to turn messy ideas into clean, scalable platforms โ€” from AI-powered property search and valuation engines to CRM automation, document intelligence, and LLM-driven client assistants.
Iโ€™m not here to experiment on your product.
Iโ€™m here to ship systems that reduce manual work, increase deal velocity, and scale without breaking.
I combine LLMs, RAG pipelines, automation, and full-stack SaaS architecture to solve real business problems โ€” not demo-only AI.

๐ŸŒŸOne client told me after launch๐ŸŒŸ
โ€œThis was the first time an AI developer actually understood our business model, not just the tech. Everything worked exactly how our sales team needed it.โ€

๐Ÿ”ฅ What I Build Best (SaaS & Real Estate Focus)
AI-Powered SaaS Platforms
Multi-tenant SaaS architecture (auth, billing, roles, analytics)
AI features that improve retention, not just look impressive
Scalable APIs and dashboards built for growth
Real Estate AI Systems
AI property search & recommendation engines
Automated listing ingestion (MLS, CSV, APIs)
AI chatbots for buyers, sellers & agents
Smart document processing (leases, contracts, disclosures)
Lead qualification & follow-up automation
Market analysis & pricing intelligence using LLMs
LLM, RAG & Automation
RAG systems for property data, legal docs & internal knowledge
GPT-powered assistants trained on your business data
End-to-end workflow automation with n8n
CRM, email, calendar & SMS automation
Voice AI for real estate calls and follow-ups

๐Ÿง  How I Work
I ask business questions before writing code
I design architecture that survives scale
I communicate clearly and early
I deliver systems you can maintain long-term
No buzzwords. No over-engineering. Just systems that work.

Tech keywords: AI SaaS, Real Estate AI, PropTech, LLM, GPT-4, RAG, LangChain, LlamaIndex, Python, FastAPI, Next.js, React, PostgreSQL, Redis, n8n, AI Automation, Chatbots, CRM Automation, Document AI, SaaS Architecture, API Development, Multi-Tenant Systems

Working hours

  • Monday:08h00 To 18h00
  • Tuesday:08h00 To 18h00
  • Wednesday:08h00 To 18h00
  • Thursday:08h00 To 18h00
  • Friday:08h00 To 18h00
  • Saturday:Not available
  • Sunday:Not available
Built an AI-powered real estate SaaS platform for agents and brokers
Implemented RAG system for contracts, listings & internal data
Automated lead handling, follow-ups, and CRM workflows
Reduced manual admin work by over 50%
  • AI Engineer
    AI Engineer 01/09/2011
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