Anti-Slopathon

3rd Place

Autonomous AI Agent Wins 3rd Place at Anti-Slopathon 2026

SiteIQ fuses geospatial mapping, live transit data, and Generative AI to produce structured real estate investment reports — automating analysis from hours down to under 3 seconds.

Award

3rd Place

Hackathon

Anti-Slopathon

Date

March 2026

Location

New York, NY

PythonGeospatial APIsGenerative AI
01 / 04

Real estate investors make high-stakes decisions on incomplete information. Analyzing transit access, zoning, demographics, and market comps takes days across multiple specialist tools.

SiteIQ ingests live NYC transit feeds, zoning data, and property records into a unified geospatial pipeline. An autonomous reasoning agent issues a binary Invest/Avoid verdict with a structured supporting report.

3rd place at Anti-Slopathon among NYC-based AI builders. Recognized for real-world applicability and depth of technical implementation by judges including industry professionals.

01

Live Data Ingestion

Real-time NYC transit APIs, zoning records, and property market feeds via GCP Pub/Sub.

02

Autonomous Reasoning Agent

LLM-based agent with tool access for data querying, calculation, and report generation.

03

Structured Report Output

Every verdict ships with a JSON report enabling full audit traceability.

04

Sub-3 Second Analysis

92% verdict alignment with expert investors at under 3 seconds per property.

AI / Agents

LLM Reasoning AgentGoogle Gemini APIRAG

Data

GCP Pub/SubBigQueryGeospatial APIs

Frontend

ReactMapbox GL

Backend

PythonFastAPI
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