Research a commercial HVAC prospect with a source-based AI brief

Define the account question before searching

Choose a specific commercial account and a decision your team needs to make: is it within the service area, does its public business footprint fit your offering, and which published business contact route is appropriate? This is prospective account research, not an equipment assessment or an existing-customer stakeholder map. Begin with the company’s own website, property pages and published procurement information.

Create a small evidence ledger with URL, page title, retrieval date, relevant statement and what it supports. Give AI the excerpts you actually read rather than asking it to recall a company from memory. Keep owner, tenant, property manager and facilities operator separate. A familiar brand on a building does not establish who buys HVAC services.

Produce facts, hypotheses and unanswered questions

Use three clearly separated fields. Verified facts contain only statements supported by the supplied pages. Possible relevance explains why a fact may matter to your offering. Questions list what a conversation would need to establish. Require a source beside each fact and do not let a plausible interpretation migrate into the verified column.

For a fictional portfolio website listing three office properties, a brief can report the published property names and cities. It cannot claim that all sites share one maintenance agreement, that rooftop units are aging, or that the portfolio has an approved replacement budget. A useful question is whether procurement is centralized; an invented answer would contaminate the sales approach before anyone speaks to the buyer.

Qualify the brief for a human next step

Ask a salesperson to check geographic fit, the actual services you can deliver and whether the cited pages remain current. Mark conflicting ownership or management information unresolved. Use a published business inquiry channel if one exists; do not generate personal email patterns, infer private mobile numbers or treat public visibility as permission for automated outreach.

Save a concise account brief with the evidence ledger and a review date. Refresh material facts before using it in a proposal or customer conversation. Judge this pilot by unsupported claims caught and research steps a reviewer can reproduce, rather than by the number of names generated. No emails, CRM imports or contact enrichment need to occur to test whether the brief is useful.

Review checklist

• Use current first-party business pages where available.
• Keep owner, manager, tenant and buyer roles separate.
• Cite every factual account statement.
• Label needs and budget as unknown unless explicitly supported.
• Have a salesperson approve any next action.

Source context and limits

NIST’s generative-AI risk guidance supports checking generated claims against evidence. The account research format and fictional example are our editorial method; they do not establish that any real prospect needs HVAC work or that research produces sales.