Optimize the AI Retrieval Layer
Stop obsessing over probabilistic answers you can't control. Start optimizing the deterministic retrieval you can. Everything you need to prepare your site for RAG — the real magic behind AI "answers".
$59/mo · Early access pricing · Cancel anytime
RAG = Retrieval-Augmented Generation.
Retrieval is search. Optimizing for RAG is SEO.
The industry invented new acronyms to sell fear and prompt tracking dashboards. But ChatGPT relies on traditional search results for grounding. If you're not ranking, you're not in the candidate pool. This isn't new. It's search.
Your entire site—crawled, chunked, embedded, indexed to a vector database. Ready for optimization.
15+ tools and audits for AI retrieval optimization
Everything you need to understand how AI sees your content—and improve it.
Talk to your site using natural language. Use the 3 tools to identify:
- Do you cover the user's question?Chat
- Is semantic search finding the right content?Chat
- Is the answer AI gives accurate?Chat
- Are your facts consistent across the site?Verify
- Do marketing claims have supporting evidence?Claims
- Which technical issues hurt AI visibility?Overview
- Does the meta accurately describe the page?Overview
- Are chunks understandable in isolation?Clarity
- How well does the page cover topics?Coverage
- Can AI gather enough context to cite you?Simulation
- What entities would AI extract?Entities
- Are there document structure issues?Structure
- Can AI crawlers find your page?Links
- How does AI actually "see" the page?Preview
- How likely would ChatGPT be to cite you?Optimizer
- How likely would Google AI Mode be to cite you?Citations
- Are there inconsistencies between keyword, semantic, and LLM rankings?Diagnostic
They're tracking answers. We're optimizing retrieval.
Other platforms focus on tracking answers — which prompts mention your brand, how often you're cited. But answers change every time you ask. Probabilistic. Uncontrollable.
We focus on the signals and math behind those answers. The retrieval layer. The deterministic foundation. Same query → same scored chunks → same source selection.
We reverse-engineered how ChatGPT Search actually works. Pages get chunked, embedded, scored. The top-scoring chunk becomes your representative — that's pure math. Then a fine-tuned LLM decides which pages to cite. Junk chunk? You're out. Information-dense chunk? You're in the running.
Your page gets one representative.
ChatGPT scrapes your page, splits it into 128-token chunks, and scores each one with cosine similarity. The highest-scoring chunk becomes your representative — your audition for citation. Present a junk chunk? You're out. Present an information-dense chunk? You're in the running.
Math picks your representative. A reasoning model decides if you get cited.
A junk chunk won't win. An information-dense chunk might.ChatGPT is not a wizard. It's a mechanical agent swarm.
We traced the chain. We read the logs. Here's what actually happens when you search ChatGPT.
Don't believe us? We built a working simulation of the whole pipeline.
Try "DaveGPT"The difference is fundamental.
✗ "GEO" Prompt Tracking
- Tracks probabilistic outputs that change every time
- No actionable insights—just dashboards
- $500/month to watch unpredictable noise
- Can't tell you what to fix
- Gaming a black box
✓ RAG Optimization
- Optimizes deterministic retrieval layer
- See exactly which chunk AI would select
- Edit content, watch score change in real-time
- Specific, actionable recommendations
- Engineering a transparent system
Two pipelines. Two optimizers.
ChatGPT Search and Google AI Mode work differently. We handle both.
Retrieval Optimizer
See exactly which chunk becomes your representative (deterministic math). Then optimize it so the reasoning model is more likely to cite you.
- Find your representative chunk
- See what AI sees
- Optimize for selection
Citation Optimizer
The Google AI Mode pipeline. Different retrieval, different scoring. See where you stand in the citation race and engineer your way to the top.
- Citation likelihood scoring
- Competitive landscape
- Gap analysis
Watch the platform in action.
A quick walkthrough of how Verify helps you optimize for AI retrieval.
See what AI actually extracts
AI doesn't read your content—it distills it into entities, relationships, and themes. The attention layer decides what gets weighted. Entity Analysis shows you exactly what survives.
99.87% compression. This is what AI "understands" about your page.
Named Entity Recognition
Extract people, companies, products, concepts. See what "things" AI thinks your content is about.
Semantic Relationships
Subject → predicate → object triples show how AI connects your concepts. Missing relationships = missed context.
Semantic Density
How much of each chunk is meaningful signal vs. filler? Low-density chunks drag down your audition scores.
Before you optimize, verify.
Make sure your content is ready for AI retrieval and training.
Chat with Your Site
Ask questions. Get answers grounded in your content. See exactly which chunks are retrieved as context.
Fact Consistency
Find inconsistencies across your site—years in business, team size, product specs. AI will notice them.
Claim Evidence
Verify your marketing claims have supporting evidence. Iterative retrieval finds gaps before AI does.
Deep page-level analysis.
Understand exactly how AI sees, chunks, and scores every page.
Coverage Scoring
Enter semantic phrases. Score each chunk against them. Find which chunks cover your topics—and which don't.
AI Query Simulation
Query fan-out, chunk scoring, gap analysis, answer generation. See how AI would answer questions about your page.
Chunk Clarity
Can each chunk be understood in isolation? Find unclear entities, vague pronouns, missing context.
AI Preview
See your page exactly as AI sees it. No styling, no images—just the text and structure that gets indexed.
Internal Links
Discover semantic linking opportunities. Find pages that should link based on topical similarity.
Technical Issues
Document structure, missing alt text (invisible to AI), internal link issues. The technical foundation matters.
"You aren't talking to a wizard. You're triggering a messy, mechanical agent swarm. And GPT-5.2? It's an amnesiac genius — an eloquent reporter reading someone else's notes."
ChatGPT Is a Search Engine. Here's How It Works.6,000 words of forensic analysis. All the receipts from the logs.
One plan. Everything included.
Full access to Verify + all QueryBurst SEO reports.
$75/mo after beta · Cancel anytime
- Full Verify suite — all optimization tools
- Crawl & index up to 3,000 pages
- Retrieval Optimizer (ChatGPT pipeline)
- Citation Optimizer (Google AI Mode)
- Entity analysis & semantic tools
- All QueryBurst GSC reports included
No free trial — the initial site crawl is our biggest cost. But you can explore QueryBurst's SEO tools with free limits before upgrading.
Built by someone who understands search and AI.
Most "AI visibility" platforms are built by people chasing the latest trend. They've never lived through a Google update. They don't understand what it means to lose 80% of your traffic overnight.
Former editor for Ahrefs and Seobility. I've spent nearly three decades watching SEOs chase quick wins and get burned. RAG optimization isn't about gaming a new system—it's about applying what we already know about search to a new retrieval layer. The fundamentals haven't changed. The surface has.
A word of caution: Some of these "GEO" tactics might get you in AI answers today. But if you're sacrificing your search foundation for short-term wins, you're gambling. I've seen this movie before. It doesn't end well.
Let's talk about the alternatives.
They're standing on stages saying "SEO is dead" — then telling you to add keywords to URLs. Here's what you're actually choosing between.
They want you scared. I want you informed.
Hint: you're not paying for their product. You're paying for their sales team.
See your content the way AI sees it.
Full RAG optimization: chunks, entities, claims, consistency, retrieval simulation. Everything actually new you need to win in the AI era. The rest is good old fashioned SEO and digital PR.
Get Started with Verify