Industry Leading - Enterprise AI Platform
A company-wide AI platform that turns Human Habitats into a data-driven powerhouse: live scenario modelling, end-to-end regulatory analytics, interactive advisory bots, and cross-business intelligence that can be monetised as its own product offering.
Streaming Ingest
Real-time feeds: property sales, traffic counts, ABS population, IoT sensors
Enterprise Data Lakehouse
Unified batch + streaming store; versioned data & ACID
Data Warehouse
Curated business tables & Marts
Vector DB (Hybrid)
pgvector for short-term + Weaviate for high-dim text
Predictive & Simulation Engine
Urban modelling libraries, Monte-Carlo simulations
Interactive Advisory Layer
ChatOps, Web, Voice interfaces
WF-15: Real-Time Signal Ingest
Consumes external market & environment feeds into Lakehouse
WF-16: Town-Planning Scenario Predictor
Monte-Carlo & ML ensemble predicts approval likelihood, timeline & economic uplift under multiple zoning scenarios
WF-17: Automated Regulatory Delta Watch
Continuously watches planning scheme amendments & alerts if they impact any active or prospect sites
WF-18: Interactive Advisory Bot (ChatOps & Voice)
Natural-language interface covering full knowledge base, scenario predictions & compliance status
WF-19: Auto-Draft Investment Prospectus
Generates polished, investor-grade prospectus for large precinct/greenfield
WF-20: Live Project Health Dashboard
Roll-up of KPIs, forecasts, resource burn, compliance risk & external market signals
WF-21: Cross-Business Expansion Connector
Feeds anonymised, de-identified intelligence to potential SaaS product or partner APIs
WF-22: Automated ISO 27001 & GDPR Compliance Reporting
Auto-collecting logs & generating security docs for product-sale readiness
Lakehouse keeps raw parquet for every ingestion topic: /bronze/drive/, /silver/market/, /gold/project/
| Table | New/Extended Columns | Purpose |
|---|---|---|
| scenario_sim | scenario_id, project_id, input_vector, output_metrics, run_ts | Stores Monte-Carlo results |
| reg_delta_alert | alert_id, clause_id, project_id, impact_score, ts | Track scheme changes & responses |
| advisory_chat_log | chat_id, user, intent, response_vector_id, ts | Train future models, audit |
| stream_market_signal | signal_id, type, geo_hash, value, ts | Real-time property & traffic feeds |
| iso_audit_log | entry_id, control, status, evidence_path, ts | Compliance readiness |
Sprint 0
Lakehouse infra, Kafka, security baselines
Key Milestone:
Lakehouse running
Sprint 1 (Weeks 1-2)
WF-15 streaming ingest
Key Milestone:
Live signals & diffs
Sprint 2 (Weeks 3-4)
WF-16 scenario engine
Key Milestone:
Planner simulations
Sprint 3 (Weeks 5-6)
WF-17 delta watch + WF-18 bot (text)
Key Milestone:
Real-time clause alerts
Sprint 4 (Weeks 7)
Voice in advisory bot
Key Milestone:
Call-in advice line
Sprint 5 (Weeks 8-9)
WF-19 investor prospectus
Key Milestone:
First prospectus PDF
Sprint 6 (Weeks 10)
WF-20 live dashboard v1
Key Milestone:
Exec KPIs auto-refresh
Sprint 7 (Weeks 11)
WF-21 API commercial pilot
Key Milestone:
External sandbox
Sprint 8 (Weeks 12)
WF-22 ISO/GDPR reporting
Key Milestone:
Audit pack delivered
Efficiency
65 – 80% reduction in manual analysis & drafting
Accuracy
Stat scheme deltas flagged within 12h; scenario forecast MAE < 8 days
Strategic Insight
Live simulations reveal uplift / risk trade-offs instantly
Revenue
New data-as-a-service stream (WF-21) & premium advisory bot
Compliance
Audit-ready ISO 27001 pack, GDPR evidence logs
Competitive Edge
Only firm offering live predictive town-planning intelligence at scale
Lakehouse Technology
Delta Lake on Databricks vs Apache Iceberg + Spark-on-K8s
Simulation Stack
Python (UrbanPy, pymc3) vs dedicated engines (MATSim) containerised
Voice Channels
Twilio vs Microsoft Teams voice
Commercial Model
Free beta vs paid tier (rate limits, SLA)
Security Posture
Central secrets vault (AWS Secrets Manager) + SOC-2 ambitions
Ready to Lead the Industry?
Let's discuss the enterprise platform that will position Human Habitats as the industry leader in AI-powered town planning. This industry-leading solution delivers 65-80% efficiency gains and opens new revenue streams in 12 weeks.