The data system behind Alignment: collect AI answer, source, shopping, product, and broker signals; clean them into a commerce graph; deliver them to dashboards, proxies, APIs, and agents.
From messy AI outputs to normalized market intelligence and machine-callable commerce infrastructure.
AI answers, category topics, citation domains, shopping surfaces, product feeds, and broker events
Entity normalization, brand/product deduplication, citation canonicalization, and quality gates
A durable AI commerce graph for brands, products, sources, prompts, offers, and quotes
Dashboards, Visibility Proxy, MCP/API, Product Agents, and Broker telemetry
Our pipeline continuously ingests data — here are the latest numbers, updated in real time.
We monitor and ingest from authoritative sources across the AI ecosystem, organized by reliability tier.
Modern, battle-tested technologies powering every layer of the pipeline.
Dive into the latest GEO research, AI news, and intelligence curated by our pipeline — updated daily.