AI Response Manipulation
Complete guide

AI Response Manipulation: how to protect and strengthen your brand visibility in 2026

Discover how ChatGPT, Gemini, and Perplexity responses can be manipulated by fake content, why your brand is exposed, and the concrete strategies to monitor and protect your reputation across AI engines.

Gabriel Toledano(Co-founder Hikoo - Expert AEO/GEO)
Mis à jour le
In February 2026, a BBC journalist showed that a simple blog post could make ChatGPT and Google Gemini repeat entirely fabricated information in less than 24 hours. The experiment reveals a critical vulnerability in AI engines: anyone can influence what AI says about your brand, your products, or your competitors. For companies, this is no longer a theoretical risk - it is an operational threat that demands continuous monitoring.
Threat

A journalist tricks ChatGPT and Gemini in 20 minutes

On February 18, 2026, Thomas Germain, a senior tech reporter at the BBC, published an article on his personal site claiming to be the best hot dog eater among tech journalists - completely made-up information based on a fictional championship. In less than 24 hours, ChatGPT and Google Gemini were repeating that fake information as established fact to anyone asking the question .

The experiment relies on a structural flaw of AI engines. When a user asks a question on a niche topic, chatbots run a real-time web search and rely on the results they find to formulate their answer. If a well-structured piece of content is the only source available on a specific topic - what experts call a "data void" - AI treats it as a reliable source and repeats it confidently.

Notable: Claude, Anthropic's chatbot, was not fooled by the manipulation, while ChatGPT and Gemini repeated the information without verification. This divergence between platforms is exactly why multi-AI monitoring is essential for brands .

Threat

Why your brand is directly exposed

Germain's hot-dog stunt is humorous. But the technique is already used at scale in fields where the consequences are real. Here is what BBC investigations and SEO experts have surfaced:

  • Health and supplements: a cannabis gummies brand managed to make chatbots claim its products were "free of side effects and safe in every respect", contradicting the warnings of health authorities.
  • Medical services: queries about the "best hair transplant clinics in Turkey" return answers taken straight from promotional press releases, not from independent medical sources.
  • Finance and investment: results for "best gold investment companies" come from sponsored content treated by AI as objective recommendations.

Lily Ray, VP of SEO Strategy at Amsive and one of the most respected experts in the field, calls this situation a "Renaissance for spammers". Harpreet Chatha, SEO consultant at Harps Digital, sums it up more directly: manipulation is within everyone's reach and no effective guardrails are in place.

The numbers amplify the risk. 15% of daily searches are entirely new, and AI is pushing users to ask ever more specific questions, creating more exploitable data voids. Meanwhile, a Pew Research Center study shows that users are 58% less likely to click on a source link when an AI summary appears in the results. Most people trust the answer without ever verifying .

Mechanism

How AI response manipulation works

To protect your brand, you have to understand the exploited mechanism. Here is the 4-step process a manipulator uses:

The 4 steps of an AI response manipulation
StepActionWhy it works
1. Identify a data voidFind a niche topic with little or no existing contentAI relies on the results it finds: the fewer sources, the more weight a single one carries
2. Publish structured contentWrite a well-formatted article (headings, lists, data) on a blog or websiteRAG systems favor content that looks structured and factual
3. Optimize for AI crawlMake sure the content is indexable by search engines and AI crawlersChatbots run real-time web searches for topics they do not master
4. Wait for propagationThe content is picked up by chatbots within hours to daysNo systematic cross-checking. If the content is the only source, it is treated as true

The critical point: this manipulation is particularly effective on niche topics - exactly the type of queries your prospects ask when looking for a solution to a specific problem. "What is the best management software for dental practices?" or "Which real estate agency in Lyon should I trust?" are by nature vulnerable queries.

What makes this threat different from classic SEO: in traditional SEO, manipulated results appear as links and the user can still see the sources and judge for themselves. With AI responses, manipulated information is presented as a direct, authoritative claim, without the user necessarily seeing the original source.
Divergence

Not all AI reacts the same way

One of the most important lessons from the BBC experiment is that each AI platform handles information differently. On the same query with the same manipulated source:

How each AI platform reacted to the manipulation (BBC test, February 2026)
AI platformResultObserved behavior
Google Gemini❌ Fooled immediatelyRepeated the text almost verbatim, in the Gemini app and in Google Search AI Overviews
ChatGPT (OpenAI)❌ FooledCited the false information as factual, with some initial hesitation
Claude (Anthropic)✅ Not fooledDid not repeat the false claims, thanks to better discernment on low-authority sources

This divergence has direct implications for brands. A competitor could publish misinformation that shows up in ChatGPT but not in Claude, or vice versa. Monitoring a single AI platform is not enough. You must track the entire ecosystem to get a complete view of your AI reputation.

"The AI systems failed because each relies on a single source, evaluated by a single model, with no cross-verification. Claude detected the lie. ChatGPT did not. Google did not. Had we asked all three and compared their answers, the manipulation would have been obvious."

- Mohan Iyer, Founder of Seekrates AI, former industrial engineer
Protection

5 concrete actions to protect your brand

Facing this threat, here are the 5 defensive strategies every company should put in place now:

1. Continuously monitor what AI says about you

This is the first line of defense. You cannot fix what you do not see. Set up automated monitoring across the main AI platforms (ChatGPT, Gemini, Claude, Perplexity, Mistral) to track:

  • How your brand is described and recommended
  • Whether incorrect or manipulated information is circulating
  • How you are positioned against your competitors
  • How your mentions evolve over time

Tools like Hikoo Spotlight let you track your mentions in real time across the AI ecosystem and immediately detect any anomaly.

2. Fill your own data voids

If you do not talk about yourself, someone else will. Manipulations exploit weakly covered topics. For each strategic query tied to your business:

  • Publish structured, factual content on your site
  • Diversify your presence on the platforms AI consults (Wikipedia, Reddit, G2, Trustpilot, Quora)
  • Create objective comparison pages that cover your market

The SE Ranking study on 129,000 domains confirms that brands present on multiple review platforms earn 4.6 to 6.3 citations on average, versus 1.8 for absent ones .

3. Strengthen authority signals

The stronger your authority signals, the less vulnerable your brand is to manipulation by low-quality third-party content. Concretely:

  • Grow your backlinks and Domain Trust (sites with Domain Trust > 91 average 6 citations)
  • Earn mentions in recognized media and specialized publications
  • Request verified customer reviews on trusted platforms
  • Publish studies, proprietary data, and attributed expert analysis

4. Audit your site's AI readability

Just because your site ranks well on Google does not mean it is well understood by AI. An AI readability audit evaluates:

  • The structure of your content (headings, answer capsules, schema.org markup)
  • The clarity of your value proposition for a language model
  • The coverage of your strategic topics versus existing data voids
  • Which AI crawlers are allowed in your robots.txt (Bingbot, OAI-SearchBot, ChatGPT-User)

Tools like Hikoo Analyzer provide an overall AI readability score and prioritized recommendations to optimize each page.

5. Watch your competitors

Manipulation can also come from competitors trying to bias AI recommendations in their favor. Competitive monitoring lets you:

  • Detect if a competitor suddenly appears in suspicious AI recommendations
  • Compare your AI share of voice with your competitors on each platform
  • Identify the data voids your competitors exploit and that you should cover
Opportunity

The other side of the coin: a legitimate GEO opportunity

The BBC experiment proves a fact GEO professionals know well: structured, well-positioned content has a direct, fast impact on AI responses. This mechanism can be leveraged ethically and legitimately.

If a fake blog post can sway ChatGPT in 24 hours, imagine the impact of a rigorous, honest GEO strategy:

  • Optimize your product pages so they are clearly understood and cited by AI
  • Publish case studies and proprietary data that become reference sources
  • Structure your content with answer capsules, comparison tables, and quantitative data
  • Grow your presence on the platforms AI consults first

The BBC experiment proves results are quick. With GEO, optimizations propagate in 2 to 4 weeks according to Princeton researchers . For niche queries, the effect can be near-immediate..

The difference between manipulation and legitimate optimization comes down to one word: truth. Publishing factual, verifiable, and useful information is a sustainable strategy. Publishing misinformation is a legal and reputational risk. AI platforms are gradually improving their filters, and manipulated content eventually gets detected and excluded, as the rapid corrections from Google and OpenAI after the Germain experiment showed.
Checklist

Protection checklist: the 10 points to verify

Use this checklist to assess your level of protection against AI response manipulation:

Checklist for protecting your brand in AI responses
#Checkpoint
1You regularly monitor what AI says about your brand on at least 3 platforms
2You have identified the strategic queries tied to your business and verified the corresponding AI responses
3Your site has structured content covering every aspect of your value proposition
4Your brand is present on at least 2 review platforms (G2, Trustpilot, Capterra...)
5Your robots.txt allows AI crawlers (OAI-SearchBot, ChatGPT-User, Bingbot)
6Your content is updated at least every 3 months
7You have backlinks from recognized sources in your sector
8Your pages use schema.org markup (Article, Organization, Product, FAQ)
9You monitor mentions of your competitors in AI responses
10You have a process to react to detected misinformation

Frequently asked questions

Conclusion

The BBC experiment of February 2026 is a wake-up call for every brand. AI response manipulation is not a future risk: it is a documented, reproducible reality, already exploited at scale in fields like health, finance, and local services.

The good news: the same mechanisms that make AI manipulable also make it optimizable in legitimate ways. A solid GEO strategy, combining structured content, reinforced authority, multi-platform presence, and continuous monitoring, protects your brand while increasing your visibility in AI responses.

At Hikoo, we help companies monitor, audit, and optimize their presence across the AI platforms. Our multi-platform monitoring detects in real time what ChatGPT, Gemini, Claude, Perplexity, and Mistral say about your brand, so you are never the last to know.

Sources

  1. Germain T. I hacked ChatGPT and Google's AI - and it only took 20 minutes. BBC Future, February 2026
  2. Dellinger A.J. You Can 'Hack' ChatGPT to Become the World's Best Anything. Gizmodo, February 2026
  3. Pew Research Center Google users are less likely to click on links when an AI summary appears in the results. July 2025
  4. Bain & Company Consumer Reliance on AI Search Results Signals New Era of Marketing. 2025
  5. Forbes AI Search Results More Trusted Than Ads: What CMOs Need to Know. March 2025
  6. Ahrefs AI Overviews Reduce Clicks. 2025
  7. Southern M. New Data Reveals The Top 20 Factors Influencing ChatGPT Citations. Search Engine Journal, 2025
  8. Iyer M. I've Been Fact-Checking AI With AI for 18 Months. The BBC Just Proved Why. Medium, February 2026

Related Articles

Book a personalized demo

See how Hikoo can boost your visibility on AI search engines.