
Ruthie Mann
Oslo, Norway
Ruthie Mann
AI SaaS & Real Estate Systems Architect | LLM, RAG
Category : Artificial intelligence (AI)
๐๐๐จ๐จ๐ ๐๐จ๐๐ ๐ข๐ฌ๐งโ๐ญ ๐ฅ๐จ๐ฎ๐ โ ๐ข๐ญ ๐ฐ๐จ๐ซ๐ค๐ฌ.๐
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, Iโve 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.
Iโm not here to experiment on your product.
Iโm 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.
๐One client told me after launch๐
โThis 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
๐ฅ 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
๐ง 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
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, Iโve 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.
Iโm not here to experiment on your product.
Iโm 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.
๐One client told me after launch๐
โThis 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
๐ฅ 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
๐ง 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
Portfolio
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%
Implemented RAG system for contracts, listings & internal data
Automated lead handling, follow-ups, and CRM workflows
Reduced manual admin work by over 50%
Bachelor of Computer Science
- AI Engineer 01/09/2011
![AI Engineer]()
Please sign in as a customer to give your feedback








