Public-source ecosystem intelligence

Map Pittsburgh's growth engine with real ecosystem data.

This version uses publicly available records from Dealroom and regional first-party sources to map companies, capital, research, commercialization programs, and talent channels. The matching layer is a UVP demonstration that shows how those facts could be routed into actionable introductions.

Evidence boundary: a public record can establish that an organization exists, invests in a sector, operates a program, or reports a metric. It does not establish current buyer interest, investor intent, partnership, endorsement, or participation in this demo. Match scores below are UVP-generated research signals, not Dealroom scores or recommendations.

Explore real entities

Choose a Pittsburgh company and inspect possible pathways.

Scores combine sector overlap, public capability signals, stage/program fit, and Pittsburgh-region proximity. The system surfaces why a match appears and links directly to the source record.

Potential pilot and deployment pathways

Publicly documented programs and organizations whose stated remit overlaps the selected company's sector or capabilities.

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Ecosystem directory

Source-linked Pittsburgh growth infrastructure.

The cards below are not partner claims. They are public-source records for organizations that can matter to commercialization, capital formation, research translation, workforce, or deployment.

Data governance

Provenance first.

Current implementation is a dated public-source snapshot. A production data service should ingest licensed APIs server-side, retain source lineage, timestamp records, deduplicate entities, and keep third-party API credentials out of the browser. Dealroom data should only be redistributed or embedded under terms that permit the intended use.