The Intelligent Operating System for Real Estate
Automation + Intelligence = Real Results
Seed Round Deck | March 2026
Real Estate Professionals Are Drowning in Dumb Tools
The modern real estate professional juggles a chaotic patchwork of disconnected software — paying more, getting less, and falling further behind every quarter.
Fragmentation
Agents need 10+ disconnected tools to compete — costing $500–$2,000/month across multiple subscriptions. The result: 70% never fully implement their tech stack.
High Setup Costs
Traditional setup demands $5K–$15K upfront plus 40–80 hours of configuration work. Only the top 20% of agents can afford professional-grade setup.
No Intelligence
Existing tools automate without understanding. One-size-fits-all workflows that don't learn, don't predict, and don't optimize — automation that simply doesn't drive real results.
Gumyum AI: Automation + Intelligence
The only AI platform that both builds your systems AND powers them with predictive intelligence — turning passive workflows into decision-making engines.
Traditional Automation
Connects tools but stays dumb. Rules-based logic with no learning capability.
Example: "When form submitted → Add to CRM"
- Executes fixed rules only
- No data enrichment
- No prediction or scoring
- No self-optimization
Gumyum AI
Example: "When form submitted →"
- Enrich with income data
- Score lead quality (0–100)
- Predict conversion (73% accuracy)
- Route to best closer automatically
- Auto-adjust scoring model over time
The Gumyum AI Stack: Intelligence-First Architecture
Three tightly integrated layers work in concert — data informs intelligence, intelligence directs automation, and outcomes feed back into the data layer creating a continuously improving system.
🗄️ Data Layer
200+ appeals · Licensed MLS · Network effects
🧠 Intelligence Layer ⭐
88% accuracy · Lead scoring · Ad optimization
⚙️ Automation Layer
Workflow builders · 30+ integrations
Intelligence in Action: Real Examples, Real Results
Gumyum AI's intelligence layer isn't theoretical — it's deployed in production, delivering measurable outcomes across three high-value real estate workflows today.
🏠 Property Tax Appeals
Automation: Generates appeal forms, files with county automatically.
Intelligence: Predicts 2026 assessment (88% accuracy), finds undervalued comps from proprietary DB, scores appeal success probability.
Result: $1,850 avg savings · 67% success rate
🎯 Lead Scoring
Automation: Captures leads, adds to CRM, triggers email sequences.
Intelligence: Enriches with income data ($220K avg), scores conversion probability 0–100, routes high-value leads automatically.
Result: 73% prediction accuracy · 5x better ROI
📊 Marketing Optimization
Automation: Runs ad campaigns, tracks performance across channels.
Intelligence: Analyzes income by ZIP code, predicts optimal budget allocation, auto-adjusts to best-performing segments.
Result: $0.50 CPL vs $3.50 industry avg (7x improvement)
See Gumyum AI in Action
From a single natural-language request to a fully operational, intelligence-powered system — the entire workflow completes in minutes, not weeks.
1. User Input
Agent types: "Set up property tax appeals for Dallas County"
Natural language → Intelligent understanding
2. AI Builds the System
AI selects optimal components based on live market data and historical outcomes.
⭐ 88% accuracy ML model auto-included
3. Intelligence Dashboard
Predicted 2026 assessment: $512K (88% confidence)
Not just automation — predictive intelligence, live.
Why Now? Three Forces Converging
The stars have aligned: the technology is ready, the data is accessible, and the market pressure is urgent. The window for category creation is open right now.
🤖 AI Agents Are Production-Ready
Claude and GPT-4 write reliable, production-grade code. Function calling enables complex multi-step workflows. RE-Bench shows 100% accuracy vs GPT-4's 90% on RE tasks.
🗃️ Real Estate Data Is Accessible
Every critical service has a mature API — MLS, payments, tenant screening, ad platforms. Integration is now configuration, not custom development.
📉 Market Pressure for Efficiency
NAR settlement is squeezing agent margins hard. Gen Z agents demand modern tooling. The mandate is clear: do MORE with LESS — or lose market share.
⚡ The Perfect Storm for Intelligent Automation
Three Compounding Moats
Unlike feature-based competitors that can be copied in a sprint cycle, Gumyum AI's advantages are structural, data-driven, and compound over time — making them progressively harder to replicate.
RE-Bench: Technical Moat
Proprietary AI trained on 10,000+ real estate workflows. 100% accuracy on property data extraction. 88% valuation accuracy vs Zillow's 82%. 73% lead conversion prediction.
Defensibility: 12–18 months to replicate
⭐ Data Network Moat
200+ property tax appeals with verified outcomes. Licensed MLS feeds across 3 markets. Customer behavior data that improves with every new user — true network effects.
Defensibility: Strengthens over time
Vertical Integration Moat
Full-stack ownership: proprietary intelligence models, 30+ automation integrations, and a licensed data layer. No point solution can replicate the compound effect of all three.
Defensibility: 18–24 months ahead
SaaS + Intelligence Premium = Superior Economics
Customers pay 2.5x more for intelligence and data access versus automation alone — creating a natural upsell path and exceptional unit economics at every tier.
Pricing Tiers
ARR Projections
Unit Economics (Pro Tier)
Revenue: $499/month
API costs: $30
Hosting: $1
AI inference: $5
Support: $50
Total COGS: $86
Gross Margin: $413 (83%)
Massive Market, Focused Go-To-Market
Market Sizing
TAM
1.5M agents × $500/mo × 12 — agents, investors, PMs, brokerages
SAM
Tech-enabled US real estate professionals: 500K PMs + investors + top-tier agents
SOM (Yr 3)
5,000 customers — just 1% of SAM — via focused vertical entry
Beachhead Strategy
Phase 1: Property Managers
Highest pain, proven ROI. CAC: $500. Immediate need for appeals + screening automation.
Phase 2: Investors
Tech-savvy, data-hungry. CAC: $200. Strong product-market fit with valuation models.
Phase 3: Agents
Largest market, lowest CAC: $150. Platform effects from phases 1 & 2 accelerate adoption.
De-Risked: Real Business, Real Data, Real Results
Gumyum AI isn't a pitch deck concept. It's an operating business with proprietary data, proven ML models, and measurable customer outcomes — becoming a platform.
🏠 Operational Proof
200+ Property Tax Appeals Processed
- 67% success rate (vs 45% industry avg)
- $1,850 average tax reduction per appeal
- $370K total savings delivered to clients
- Deep Dallas County market knowledge built
ML model trained on this real production data
🧠 Technical Proof
RE-Bench: Proprietary AI Benchmark
- 100% accuracy on property data extraction
- 88% valuation accuracy (vs Zillow's 82%)
- 73% lead conversion prediction accuracy
- 10% better than GPT-4 on RE-specific tasks
Demonstrable, measurable technical advantage
🚀 Go-To-Market Momentum
Early Traction Underway
- MLS data licenses secured: 3 markets
- Beta waitlist: target 100 signups
- Revenue pipeline: target $50K
- Partnership discussions: 5 active
Market validation actively underway
The Ask: $2M Seed Round
18-month runway to $5M ARR and a defensible, compounding data moat — with clear milestones and capital allocation tied directly to the three-layer stack.
Use of Funds
Key Milestones
Month 6
200 paying customers · $100K MRR · RE-Bench v2 launched
Month 12
500 customers · $250K MRR · 5-market MLS coverage
Month 18
1,000 customers · $400K MRR · Series A ready at $5M ARR run rate
Meet the Founders
Our diverse team brings together deep expertise in AI, real estate, and scalable tech, united by a shared vision to revolutionize the real estate industry.
Satish Mandalika
MBA from UC Berkeley . Serial entrepreneur who sold his last startup to Mediaocean. - A multi Billion Dollar Ad-tech platform. ( https://www.mediaocean.com/mediaocean-acquires-drishyam-ai)
Horacio Zambrano
BS(Computer engineering) and MBA from Stanford. A serial entrepreneur and a former Wall street exec.
Raghu Vatsavayi
MS from IIT Bombay specializing in distributed computing. A serial entrepeneur and a founding engineer in a startup that got acquired by Microsoft
Why Gumyum AI Wins
💡 Differentiated Approach
Intelligence + Automation — not just automation. We solve the problem competitors don't even know exists.
🏰 Defensible Moats
RE-Bench + Data Network + 200 live appeals = an 18-month structural lead that compounds with every customer.
⏰ Perfect Timing
AI ready + APIs available + NAR market pressure = the window for category creation is open right now.
💰 Superior Economics
83–95% gross margins with a 2.5x intelligence premium built into the product architecture.
✅ Already De-Risked
AppealsBuddy is an operating business with real customers, real outcomes, and real proprietary data — becoming a platform.
"We're not building Zapier for real estate. We're building Palantir for real estate."
Let's build the intelligent operating system for the $3.8 trillion real estate industry.
Competitive Landscape: We're Creating a New Category
Every existing player occupies either the intelligence quadrant or the automation quadrant. Gumyum AI is the only company in the Intelligent Automation quadrant — purpose-built for real estate.
Gumyum AI