AI Ranking Optimization Agency

Most websites were built for a Google that doesn’t exist anymore.
Pearl Lemon gets clients into AI-generated responses, not just indexed. Not just ranked. Cited. Pulled. Displayed.
This isn’t a rebrand of SEO.
It’s a rebuild. For AI-first search engines like ChatGPT, SGE, Perplexity, Bing Chat, and every other LLM-based system that decides who gets traffic… and who doesn’t.
If your competitors are getting quoted by AI tools and you’re not, you’re not even in the race.
Book a consultation and find out what’s keeping your site from showing up.
Our Services
Here’s what we do — and how it solves your problems.
You don’t need more blog posts. You need presence in LLM recall, zero-click summaries, and structured AI contexts.
LLM-Oriented Content Engineering
Problem: You publish Google indexes, but ChatGPT doesn’t mention you.
What We Do: We reframe and restructure your site content using entity-based planning, schema markup layering, and prompt-recall testing so your site becomes a credible source LLMs can extract from.
Why It Works: OpenAI’s GPT-4, Google Gemini, and Anthropic’s Claude reference structured entities, not keyword-stuffed articles. We wireframe content for machine-parsed trust.


AI Crawling & Vector Embedding Alignment
Problem: You’ve got great pages, but AI platforms don’t know you exist.
What We Do: We restructure your content architecture to align with vector search logic — the mechanism AI uses to retrieve semantically related information.
Why It Works: Semantic proximity beats backlinks. We use passage ranking strategies and chunking formats that map to vector embedding clusters, so you get pulled by AI engines.
Generative Engine Optimization (GEO)
Problem: Your site shows up in search, but never in the AI summary or instant answers.
What We Do: We build precision-tuned content nodes that fit into SGE’s summarization model, increasing the odds of your pages being included in snapshots and featured AI content.
Why It Works: Google’s SGE uses NLP and topic modeling to generate AI summaries. We inject high-credibility anchor signals that feed into those snapshots.


Citation Engineering for ChatGPT and Perplexity
Problem: AI mentions your competitors, but not you.
What We Do: We identify citation opportunities through external linking networks, Wikipedia references, high-authority mentions, and controlled prompt injection testing.
Why It Works: ChatGPT’s Web Browsing tool and Perplexity’s recall model prioritize known citations and references. We position your brand into these citation loops.
Knowledge Graph Integration
Problem: AI doesn’t associate your business with the terms you want to rank for.
What We Do: We update your entity associations across Wikidata, schema.org, Google’s Knowledge Graph API, and third-party data sources to hardwire relevance into your brand.
Why It Works: LLMs pull relationships from graph-based structures. If you’re not mapped, you’re skipped.


Prompt Injection Testing and Source Recall Audits
Problem: You can’t figure out why ChatGPT isn’t referencing your site.
What We Do: We run systematic prompts across GPT-4, Gemini, Claude, and Perplexity to measure your domain’s presence across topics, then back-engineer missing signals.
Why It Works: If AI doesn’t reference you, we find out why and fix it using structured content shifts, entity reinforcement, and context layering.
Structured Data & Schema Optimization
Problem: Your content is readable for humans but not machine-parsable for AI.
What We Do: We implement granular structured data (FAQ, HowTo, Organization, Person, Author, SameAs) to tie your pages into AI content aggregation patterns.
Why It Works: LLMs prioritize structured, well-structured content that matches known data formats. Schema isn’t decoration — it’s a map for retrieval.


AI Search Visibility Diagnostics & Competitive Intelligence
Problem: You have no idea where you stand in AI search results.
What We Do: We conduct visibility over AI engines
like ChatGPT, Gemini, Bing Chat, and Perplexity to benchmark how often and where your brand is mentioned, then compare that to competitors.
Why It Works: What you don’t measure, you can’t repair. We map AI search performance using structured prompt matrices and reference audits.
Let’s talk. Book your audit call.
Why Work With Us?
We don’t chase rankings.
We build infrastructure for retrieval-based search.
Technical Is the Point.
You’ll work with a team that knows:
- How SGE uses NLP-based passage summarization and retrieval-augmented generation (RAG)
- How to embed vector-weighted keywords that feed similarity scoring in semantic search
- What ChatGPT’s web-browsing tool references — and what it ignores
- How Google handles schema-rich data in AI answers
- Why factual density and attribute pairing outperform long-form “content for content’s sake”
We’ve done this across SaaS, fintech, legal, ecommerce, and info publishers. If you want to get cited by AI search systems, we are the team behind the curtain.
👉 Let’s talk. Book your audit call.
You’ll walk away knowing what’s broken — even if you don’t hire us.

FAQs
We engineer content to match GPT’s internal retrieval heuristics — combining high-trust external citations, structured schema, and known entities that LLMs reference.
If your site meets schema standards and has clear topic authority, we inject prompts into Google’s search engine testing API to determine potential presence in AI summaries.
Yes. AI retrieval engines heavily weight structured data. We deploy advanced schema formats that feed LLMs pre-parsed facts.
We run prompt injection tests against GPT-4, Claude, Gemini, Bing Chat, and Perplexity AI to measure recall, citations, and factual referencing.
Citation loops and LLM data ingestion vary, but clients often see movement in 30–60 days, faster with high-authority sources in place.
Only if they’re structured and contextual. We focus on citation-weighted linking, not random link building.
SEO gets you indexed. AI Ranking Optimization gets you retrieved by large language models and placed in answers.
Stop Guessing, Start Getting Found
You’ve spent enough time hiring SEO agencies that got you halfway there. AI search doesn’t care about halfway. Either you’re cited, or you’re forgotten.
Schedule your session today. We’ll show you where your content is failing and how to fix it. Fast.
No fluff. No pitch deck. Just clear answers.