Ruthie Mann

💖𝐆𝐨𝐨𝐝 𝐜𝐨𝐝𝐞 𝐢𝐬𝐧’𝐭 𝐥𝐨𝐮𝐝 — 𝐢𝐭 𝐰𝐨𝐫𝐤𝐬.💖
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, I’ve worked hands-on with founders, proptech startups, brokers, and SaaS teams to turn messy ideas into clean, scalable platforms — from AI-powered property search and valuation engines to CRM automation, document intelligence, and LLM-driven client assistants.
I’m not here to experiment on your product.
I’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 — not demo-only AI.

🌟One client told me after launch🌟
“This 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.”

🔥 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

🧠 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