Resources · Getting Recommended by AI

Why Does ChatGPT Recommend a Competitor Instead of My Government Contracting Company?

ChatGPT recommends a competitor when it can find and verify more about that competitor's fit for government work than about yours. People ask questions like "8(a) cybersecurity firms in Virginia with DoD experience" or "SDVOSB construction contractors in Texas with a GSA schedule". The answer draws on sources ChatGPT can read. Those include company websites and capability statements, public award data, trade press, teaming and award announcements, and directory listings. A competitor that states its NAICS codes, certifications, contract vehicles, agencies served and recent awards on public pages is easy to match. A firm whose capabilities sit in PDFs, whose past performance is only described in proposals, and whose set-aside status is not stated plainly is hard to recommend. The fix is to make those facts public, consistent and verifiable.

Who asks AI about government contractors?

Asker Typical question
Prime contractors "Small businesses with [capability] for a teaming partner on [agency] work"
Small businesses "Which primes hold [contract vehicle] and subcontract [capability]?"
State and local agencies "Vendors that provide [service] to local governments in [state]"
Program and procurement staff "Companies with experience in [technology] for [agency type]"
Commercial buyers Questions about the same capabilities outside government

Teaming and subcontracting questions are a likely route to being recommended, because primes can use AI assistants to build shortlists of partners quickly.

What sources do the answers draw on?

  • Company websites and capability statements in HTML, stating capabilities, certifications, codes and past performance.
  • Public award data, such as federal contract award records, which show who won what, from which agency, and when.
  • Registration and certification information that is publicly searchable.
  • Contract vehicle holder lists, such as GSA schedule listings and government-wide acquisition contract holder pages.
  • Trade press covering federal contracting, awards and teaming.
  • Press releases announcing awards, contract vehicles and partnerships.
  • Professional profiles of leadership and key personnel.

Much of the most detailed market intelligence sits in subscription GovCon databases. A general assistant cannot read them in its ordinary answers, but subscribers can now connect some of them, such as GovTribe and HigherGov, to ChatGPT, Claude or Copilot through MCP servers, so keep your SAM.gov registration and your profiles in these databases accurate as well as your public pages.

Why does a competitor win?

  1. They state their fit plainly. NAICS codes, set-aside certifications, agencies served, contract vehicles and clearances are on a public page.
  2. Their award history is visible. Public award records and press releases document their past performance.
  3. They have trade press coverage of awards and teaming arrangements.
  4. Their capability statement is a web page, not only a PDF.
  5. They name specific technologies and missions, such as "zero trust architecture for DoD", rather than "innovative solutions for government".
  6. Their information is consistent across their site, registrations and profiles.

What should you fix?

  1. Publish your capability statement as an HTML page. Include core competencies, NAICS codes, certifications, your UEI and CAGE code, contract vehicles, agencies served and points of contact.
  2. State set-aside status precisely, with the certifying body, such as SBA certification for 8(a), HUBZone, women-owned or service-disabled veteran-owned status.
  3. Create capability pages for each service line, with the agencies, missions and technologies involved, and anonymised case examples where details cannot be named.
  4. List past performance publicly where permitted: agency, contract type, value range and period.
  5. Announce awards and teaming arrangements with press releases and pitch trade publications, after checking your contract's publicity terms: DoD contracts with DFARS 252.204-7000 require contracting officer approval before you release contract information that is not already public.
  6. Keep registrations and directory profiles current and consistent with your site.
  7. State security and compliance credentials, such as facility clearance level and cybersecurity certifications relevant to your market. DoD's CMMC requirements, for example, are being phased into contracts.
  8. Allow AI crawlers and keep key content out of PDFs and gated downloads.

How co-mentions with other firms shape recommendations is covered in how co-citation and co-occurrence affect AI recommendations. The broader B2B picture is covered in why AI recommends other B2B firms instead of yours.

How should you test your visibility?

Write 20–30 questions a prime, agency or partner would ask, combining capability, certification, location, agency and vehicle:

  • "8(a) firms providing [capability] to [agency]"
  • "SDVOSB [trade] contractors in [state]"
  • "Small businesses on [contract vehicle] for [capability]"
  • "Teaming partners for [agency] [mission] work"
  • "What does [your company] do for federal agencies?"

Run each three times in ChatGPT, Perplexity and Gemini, record which firms are named and which sources are cited, and check the facts stated about you. Rerun quarterly and after major awards.

What does a strong capability page look like?

An illustrative opening for a small IT services firm:

"Northwind Federal is an SBA-certified 8(a) and service-disabled veteran-owned small business providing cloud migration and zero trust security to civilian and defence agencies. We hold [contract vehicle], and our primary NAICS codes are 541512 and 541519. We have delivered cloud migrations for three Department of Veterans Affairs programmes and a DoD component since 2021. We hold a Secret facility clearance."

That paragraph answers most shortlist questions in a form an assistant can quote. The rest of the page supports it with details and links.

What do people ask about government contractors and AI?

Do contracting officers use ChatGPT for market research?

Use varies by agency and policy. Primes and partners use AI assistants more openly for shortlisting and teaming research.

Can we list past performance without naming the client?

Yes. Describe the agency type, scope and results in general terms where you cannot name the programme.

Does being on a contract vehicle help AI recommendations?

It helps when it is stated on your site and visible in public holder lists, because many questions mention vehicles.

How important is trade press for government contractors?

Very. Trade publications covering federal contracting are among the few independent sources assistants can cite about specific firms.

Published by The Kovmere Team · updated Sep 29, 2026 · More resources