What Does AI Cite When Official Company Pages Conflict With Crunchbase and LinkedIn?
When your official pages conflict with Crunchbase and LinkedIn, AI assistants often cite the profiles, especially for company facts. Those include headcount, funding, founding year, headquarters, leadership and industry. Crunchbase and LinkedIn present these facts as clearly labelled fields, rank well for company names, and are open to the search crawlers of ChatGPT and Claude. Crunchbase's robots.txt goes further, with a group that explicitly allows ChatGPT's, Claude's and Perplexity's search and answer agents, commented as assistants that cite Crunchbase; LinkedIn blocks Perplexity's crawler. Many company websites, meanwhile, never state these facts in plain text. The fix is to publish a clear company facts section on your own site, then claim and update both profiles so they match it. Where numbers must differ, explain why.
Why do Crunchbase and LinkedIn win?
- Labelled fields. "Founded: 2016", "Employees: 201–500", "Total funding: $42M" are easy to extract and repeat.
- Coverage. Most funded and tech companies have both profiles, often created by others, even when their own websites say little.
- Rankings. Both rank well for "[company] founded", "[company] funding" and "[company] employees".
- Crawler access. Crunchbase blocks AI training crawlers but explicitly allows the search and answer agents of OpenAI, Anthropic and Perplexity. LinkedIn blocks most AI crawlers but leaves public company pages, posts and articles open to OpenAI's and Anthropic's search crawlers, on the same terms as Googlebot and Bingbot.
- Silence on your site. If your about page describes your mission but not your founding year, headcount or funding, the profiles are the only sources.
How Crunchbase affects entity recognition generally is covered in whether a Crunchbase profile helps build entity authority for AI search.
Which fields cause the most conflicts?
| Field | Typical conflict | Why it happens |
|---|---|---|
| Employee count | LinkedIn shows a size band and a member count that differ from your headcount | Size bands are self-selected; member counts include people who list you as employer, sometimes contractors or former staff |
| Funding | Crunchbase misses a round, or double-counts one | Data gathered from announcements and contributions, updated irregularly |
| Founding year | Incorporation year versus launch year | Different definitions |
| Headquarters | An old office, or the registered address | Profiles not updated after a move |
| Leadership | A former CEO or co-founder listed | Profiles lag changes |
| Industry and description | An old positioning | Written years ago, never revised |
| Acquisitions and status | Acquired, merged or "closed" wrongly | Misread announcements |
How do you fix the conflicts?
1. Publish company facts on your site, in text. An about page section or a short facts page:
- Founded in [year], as [what counts as founding].
- Headquartered in [city], with offices in [cities].
- About [number] employees, stated with the month and year.
- Funding: total and rounds, with dates and lead investors, if you share them.
- Leadership: current executives with titles.
- Ownership: independent, or part of [group] since [date].
Stated facts with dates give assistants a primary source to prefer.
2. Claim and update Crunchbase. Crunchbase lets companies claim their profile and submit updates. Correct funding rounds, founding date, headquarters, leadership and description, and link to your announcements as evidence.
3. Update your LinkedIn company page. Set the company size band, headquarters, founded year, industry, specialties, description and website. You cannot directly set the member count, which reflects people listing you as their employer. Explain it if it differs sharply from your headcount.
4. Align other profiles and databases that assistants cite, such as business directories, review platforms and Wikidata if you have an item.
5. Keep one source of truth internally, and update all profiles on the same day when a fact changes.
Should you explain differences publicly?
Yes, where they will persist. A short line prevents confusion: "Our LinkedIn page lists more people than our headcount because it includes contractors who work with us." Another example: "We were incorporated in 2015 and launched our first product in 2016." Assistants then have a way to reconcile two numbers rather than choosing one at random.
How do you check what assistants cite?
Ask ChatGPT, Claude, Gemini and Perplexity, several times each:
- "When was [company] founded?"
- "How many employees does [company] have?"
- "How much funding has [company] raised?"
- "Who is the CEO of [company]?"
- "Where is [company] headquartered?"
Record the answer and every cited source. If answers match Crunchbase or LinkedIn but not your site, the profiles are winning. If they match your site after you publish the facts section, your page is being used. What happens when your own pages conflict with each other is covered in which old pages, PDFs or docs make AI repeat wrong details about your business.
What might an illustrative case look like?
Consider an illustrative software company that assistants described as "a 50-person startup founded in 2019 that has raised $8M". It had 180 employees, was founded in 2017 and had raised $31M across three rounds. Its Crunchbase profile had not been claimed and listed only a seed round. Its LinkedIn size band was set to 11–50 from its early days. Its about page mentioned none of these facts. The company claimed and corrected the Crunchbase profile, updated LinkedIn's size band and founded year, and added a dated company facts section to its about page. A month later, assistants gave the correct founding year and funding in most runs, citing the updated Crunchbase profile and the about page.
What do people ask about company profiles and AI answers?
Which source does AI trust more, our website or Crunchbase?
It depends on the fact and on what each source says. Assistants tend to use whichever source states the fact most clearly. Make your website state it clearly, and make the profiles agree.
Can we remove wrong funding data from Crunchbase?
You can submit corrections with evidence, especially once you have claimed the profile.
How often should company facts be updated?
Whenever they change, and at least quarterly for headcount, with the date shown.
Published by The Kovmere Team · updated Sep 29, 2026 · More resources