ℹ️ Scope of Service & Operational Limits
At XEO, we operate on a policy of absolute transparency. We do not sell "magic erasers" or make promises that we cannot technically keep. Because of how generative models are designed, please review our operational boundaries:
- We Cannot Rewrite Model Weights: AI models have fixed parameters once trained. No outside provider can reprogram a model's internal weights. What we influence is retrieval (RAG)—shaping the web data models query live to compose their summaries.
- We Do Not Erase Truth: We do not delete public court records, news archives, or government filings. Instead, we compile and index a genuine, highly structured record of your professional contributions (scholarship, publications, verified bio) so that search engines have access to the whole story.
- No Outcome Guarantees: Because retrieval mechanisms and model algorithms are owned and modified continuously by third parties (OpenAI, Google, Anthropic), no honest provider can guarantee specific search query summaries. We focus strictly on optimization and legibility.
Why Suppression Fails in the AI Era
If someone searches your name on Google, they might find outdated articles. But if they ask **ChatGPT**, **Claude**, or **Perplexity** to summarize your background, the model gathers fragments of text from around the web and synthesizes a narrative.
Traditional reputation companies charge $10,000+ to build low-quality link wheels that AI models ignore. We build **entity legibility**: formatting and listing peer-reviewed SSRN preprints, official book registries, and structured metadata. When AI engines query sources to compose your profile, they can easily locate verified, highly structured professional records.
Your verified professional contributions provide AI search models with a complete context, so that your actual achievements are available to models alongside the legacy record.
Select Your Protection Level
All credibility optimization services utilize the 6-Layer XEO Framework.
AI Reputation Shield
Active monitoring and structured schema legibility. Influences retrieval footprint (14-day free trial).
- Weekly brand drift monitoring
- On-site JSON-LD schema passport
- robots.txt bot-routing guides
- Structured llms.txt index updates
Credibility Builder
$1,499 setup fee applies
Verifiable professional profile construction & distribution. Helps AI engines access your complete record.
- All Shield features included
- SSRN working preprint preparation & listing
- Professional book formatting & registry
- Outbound citation index mapping
- Monthly indexing diagnostic logs
Enterprise Credibility Protection
Enterprise-level semantic footprint analysis & structure mapping.
- Multi-entity network mapping
- Retrieval presence diagnostics
- Outbound citation index mapping
- Direct engineer-led intervention
Why Traditional "Link Suppressing" Fails
Traditional reputation defender firms charge massive upfront fees to hide Google links on page 2. But Generative Search Engines (ChatGPT, Gemini, Perplexity) bypass page limits completely. They scrape, parse, and summarize the underlying records regardless of where they rank. Here is how XEO's AI-Native Retrieval Optimization compares:
| Comparison Dimension | Legacy Reputation Defender Services | XEO AI Search Optimization |
|---|---|---|
| Core Strategy | Suppress & bury links (obsolete for AI engines) | Optimize retrieval databases & build verified citation resources |
| What Models Can Find | None (crawlers synthesize negative text anyway) | SSRN preprints, Amazon book listings, and structured schema mapping |
| Typical Cost | $10,000 – $20,000+ upfront fee | $499/mo (Shield) or $1,499 setup (Transformation) |
| Automation | Manual agency reports & slow blog updates | Regular sitemap and structured-data updates |
| Result Validity | Only affects legacy 10-link search layouts | Provides a comprehensive, multi-source retrieval footprint |