AI Narrative Analysis
Tracked six branded searches and reviewed how the controversy appeared, how the answers were structured, and which sources supported the AI-generated narrative.
Anonymous AI Reputation Management Case Study
All Tracked AI Searches Improved, With 4 of 6 Fully Cleared
SEO Image helped change how Google AI Overviews and AI Mode represented a prominent founder and digital consumer brand. All tracked searches improved within three months, with four of six fully cleared by month five and the remaining controversy references substantially reduced in prominence.
Campaign Overview
Changing the narrative AI search treated as a defining part of the brand
A prominent founder and digital consumer brand faced a persistent reputation issue in Google AI Mode. A controversy from 2022 appeared as a dedicated section across all six tracked branded searches involving the founder, company, and product.
SEO Image developed an AI-first reputation management strategy designed to strengthen the web’s current and authoritative understanding of the founder and brand. The campaign focused on replacing an outdated, controversy-led narrative with more relevant information about intellectual property, current projects, and recent company activity.
All Tracked TermsImproved within the first 3 months
3 of 6Core AI Mode searches fully cleared within three months
4 of 6Fully cleared across AI Overviews and AI Mode by month five
Reduced ProminenceRemaining references moved to the bottom of the response
Source: SEO Image campaign monitoring and screenshots from Google AI Overviews and AI Mode.
The Challenge
A 2022 controversy dominated AI-generated summaries years later
Google AI Mode repeatedly treated the older controversy as a defining part of the founder and brand. It appeared across six monitored searches and was often presented within its own labeled section rather than as limited historical context.
The problem extended beyond one webpage or one traditional ranking. AI systems were synthesizing information from multiple sources and reinforcing the same narrative across searches involving the individual, company, and product.
The AI ORM Strategy
Updating the source environment behind AI-generated answers
The campaign combined AI reputation management with traditional SEO and authority development. Rather than relying on one new page, SEO Image worked across multiple existing and newly developed assets to strengthen the information AI systems could discover, compare, and summarize.
Source and Citation Mapping
Identified the older sources reinforcing the controversy and the stronger current sources that could support a more complete understanding of the founder and brand.
Entity Alignment
Strengthened the relationship between the founder, company, product, intellectual property, and current work so the entities were interpreted within a more accurate context.
Authoritative Content
Developed and promoted credible information focused on current projects, intellectual property, professional activity, and newer company developments.
SEO and Authority Building
Optimized important assets and supported them with internal linking, external authority, profile development, and broader search visibility.
Ongoing AI Monitoring
Repeated the same tracked searches over time to measure whether the controversy remained a dedicated section, became less prominent, or disappeared.
AI Reputation Management Results
The controversy disappeared from 4 of 6 tracked AI searches
At the beginning of the campaign, the controversy appeared across the tracked searches and frequently received prominent treatment in AI-generated responses. Within three months, every tracked term had improved and three of the six core Google AI Mode searches were fully cleared.
All six tracked search terms improved. Four were fully cleared across Google AI Overviews and AI Mode, while a fifth was cleared in AI Mode. The remaining AI Mode result was pushed down and became less prominent.
Starting Point
The controversy appeared prominently across the tracked founder, company, and product searches.
3 Months: Every Term Improved
All tracked searches moved in a positive direction, with three of six core AI Mode searches fully cleared.
In 5 Months: 4 of 6 Fully Cleared
Four of six tracked searches were fully cleared across Google AI Overviews and AI Mode. A fifth was cleared in AI Mode, while the final AI Mode result was pushed down and became less prominent.
A stronger current narrative replaced the outdated focus
The result was not simply the absence of one negative section. AI Mode increasingly emphasized the client’s intellectual property, current projects, recent work, and newer company developments.
Older controversy-related material became far less prominent within the monitored answers. The founder and brand were increasingly represented through what they were building and doing now rather than being defined primarily by a years-old issue.
Source: SEO Image campaign monitoring and screenshots from Google AI Overviews and AI Mode.
Campaign Impact
The brand became easier for AI search to understand through its current work
Before the campaign, the older controversy repeatedly shaped how AI Mode introduced and summarized the client. In as little as 5 months, the monitored responses gave substantially more positive attention to the founder’s intellectual property, current projects, and ongoing company activity.
This created a more balanced and positive AI search presence. The campaign improved the source environment and narrative signals that AI systems used when forming answers.
Why the Campaign Worked
AI reputation changes when the underlying evidence changes
The Campaign Targeted the Narrative
The work focused on how AI systems classified and summarized the client, not only on moving traditional blue links.
Current Evidence Became Stronger
Credible information about intellectual property, new work, and company developments gave AI systems a more relevant source environment.
Results Matured Over Time
Every tracked term improved within the first three months, with three of six core AI Mode searches fully cleared at that point. By month five, four of six searches were fully cleared across Google AI Overviews and AI Mode, while the remaining references had been pushed to the bottom of the response.
Understanding AI ORM Results
AI-generated answers are dynamic, not permanent rankings
Google AI Mode and other generative platforms can change their answers based on the wording of a search, newly discovered sources, model updates, user context, and other variables. This case study reflects a controlled set of six searches monitored over time.
SEO Image does not guarantee that an AI platform will remove a topic or produce a particular answer. AI reputation management improves the accuracy, authority, relevance, and availability of the information that may influence how a person or company is summarized.
What Is AI Search Saying About Your Brand?
SEO Image can review how Google AI Mode, ChatGPT, Gemini, Perplexity, and other AI platforms describe your company or leadership, then identify the sources and narrative issues that may be shaping those answers.