AI Tool Lists: Half Written by Vendors – Impact on Small Biz

What Happened

Minuttia, a leading SEO and AI‑search‑optimization agency, recently published a study that analyzed 18,084 software questions across the most popular search platforms—Google Search, AI Overviews, ChatGPT, Gemini, Claude, and Perplexity. The researchers discovered that 34% to 47% of the “alternatives” listicles cited in AI answers are written by the vendors themselves. When the queries were of the “X vs Y” comparison type, the percentage of vendor‑authored lists jumped to 56% to 65%.

Even more striking: 87% of those vendor‑written lists rank the vendor first, while a mere 16% disclose who actually wrote the content. In short, AI tools are often feeding users lists that are heavily biased toward the vendors that created them.

Key Details

• Platforms studied: Google Search, AI Overviews, ChatGPT, Gemini, Claude, Perplexity.
• Methodology: Researchers identified listicles used to answer “alternatives” and “comparison” queries, then traced authorship and ranking.
• Vendor bias: Many lists place the vendor’s own product at the top, sometimes without independent evaluation.
• Disclosure gap: Only a fraction of lists reveal their authorship, leaving users unaware of potential conflicts of interest.

What It Means For Your Business

Visibility Risk

If AI tools rely on vendor‑written lists, your business could be consistently omitted or ranked lower, even if your product is high quality. That means fewer users discovering you through AI search.

Citations Matter

AI search engines increasingly use citations and backlinks to gauge relevance. If your business isn’t cited in the authoritative lists AI consults, your chances of appearing in AI‑generated answers drop.

Proactive Strategy

• Build relationships with independent tech reviewers and AI content creators.
• Secure unbiased reviews from third‑party sites that are frequently cited by AI.
• Ensure presence on neutral, well‑curated directories and comparison pages.

Transparency Advantage

If you publish a high‑quality, unbiased comparison page on your own site, AI algorithms that reward originality and neutrality may favor it—especially if the content includes clear citations, structured data, and up‑to‑date information.

Monitoring Tools

Leverage AI‑powered monitoring to track when and where your business appears in AI‑generated lists. Tools like VisibilityAI can alert you if a new vendor list surfaces or if your citation count drops.

Actionable Steps

1. Audit AI Search Results – Use tools to see where your business currently appears (or is missing) in AI‑generated tool lists.

2. Pitch to Independent Reviewers – Reach out to bloggers, tech journalists, and AI content creators who produce neutral comparisons.

3. Create a Comparison Page – Publish a detailed, unbiased “X vs Y” page on your site, using structured data (Schema.org) and clear citations.

4. Optimize Your Listings – Ensure your Google Business Profile, Yelp, industry directories, and local listings are complete and up‑to‑date.

5. Disclose Affiliations – If you’re involved in a vendor‑written list, be transparent. This builds trust with both users and AI algorithms.

Bottom Line

The Minuttia study underscores a growing trend: AI search tools often lean on vendor‑produced content, which can skew results in favor of those vendors. For local and small businesses, this means the risk of being overlooked is real. By proactively building independent citations, maintaining transparency, and staying ahead of AI monitoring tools, you can counteract bias and improve your chances of being discovered in the AI‑driven search landscape.