Truth-Teller

┌─────────────────────────────────────────────────────────┐ │ TIER 0: DATA LAYER │ │ Crawler Agents → Dedup Pipeline → Elasticsearch │ │ (per-source: MagicBricks, 99acres, NoBroker, Housing) │ └─────────────────────────────────────────────────────────┘ ↓ ┌─────────────────────────────────────────────────────────┐ │ TIER 1: SPECIALIST AGENTS │ │ │ │ 1. Listing Intelligence Agent │ │ (property type, config, floor, amenities, geocode) │ │ │ │ 2. Hyperlocal Intelligence Agent (was: Nearby) │ │ (POI, walkability, infra quality, flood risk) │ │ │ │ 3. Mobility Agent (was: Commute) │ │ (multi-modal, peak/off-peak, last-mile) │ │ │ │ 4. Safety & Trust Agent │ │ (crime index, society incidents, waterlogging) │ │ │ │ 5. Market Intelligence Agent (was: Rent Agent) │ │ (benchmarking, deposit norms, trends, negotiation) │ │ │ │ 6. Fraud & Authenticity Agent │ │ (photo forensics, listing age, broker ID, contacts) │ │ │ │ 7. Legal Intelligence Agent ← NEW │ │ (RERA, Rent Control, lease flags, BBMP status) │ │ │ │ 8. User Context Agent ← NEW │ │ (preferences, workplace, budget, lifestyle) │ └─────────────────────────────────────────────────────────┘ ↓ ┌─────────────────────────────────────────────────────────┐ │ TIER 2: TRUTH TELLER ORCHESTRATOR ← NEW │ │ │ │ • Composite Trust Score (0–100) │ │ • Red Flags (prioritized, plain English) │ │ • Neighborhood Tradeoff Summary │ │ • Negotiation Intelligence │ │ • Final Verdict: RECOMMEND / CAUTION / AVOID │ └─────────────────────────────────────────────────────────┘

Built With

• bedrock
• crawl
• elastic
• elser
• python