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/ Service 04 / 10 /

AI and LLM Visibility.

Search is splitting into two surfaces: traditional SERPs and generative answers. We get you cited in both. ChatGPT, Claude, Perplexity, Gemini, Copilot, and Google's AI Overviews. The work is part SEO, part PR, part entity engineering.

Included in the single monthly retainer. No add-ons, no per-service line items.
Engines
ChatGPT, Claude, Perplexity, Gemini, Copilot, AIO
Approach
GEO, entity, citation
Tracking
Prompt-level monitoring
Specialty
Founder and expert brands
Book a service call

/ 01 / What's Included

Every Sub-Service Below Is in Scope by Default.

Placement and Optimization

  • Chatgpt, Claude, Perplexity, Gemini, and Copilot Placement

    Earning citations in the answers your buyers are actually reading. Different engines, different mechanics, one coordinated push.

  • AI Overviews and AI Mode Optimization

    Specific optimization for Google's AI Overviews and AI Mode: source diversification, citation-worthy formatting, and entity reinforcement.

  • Generative Engine Optimization (GEO)

    The full discipline. Content structure, source authority, entity coherence, and the technical layer that makes content ingestible.

Entity and Authority

  • Brand Entity and Knowledge Graph Optimization

    Building your brand and key people as recognized entities. The substrate every LLM and search engine pulls from.

  • Structured Data for LLM Ingestion

    Schema, JSON-LD, and content structure tuned for both classic SERPs and LLM training and retrieval.

  • Llms.txt and LLMs-Full.txt Implementation

    The emerging standard for telling LLMs what your site is and how to use it. Implemented correctly, with the right routes and abstractions.

Diagnostics and Tracking

  • LLM Visibility Audits and Citation Tracking

    What you're cited for today, what your competitors are cited for, and where the gaps are. Ongoing tracking with a living gap report.

  • Prompt-Level Competitive Benchmarking

    For every priority query, we benchmark you against competitors across all major engines. Updated quarterly.

  • Training Data Influence Strategy

    A long-term strategy for influencing what makes it into the next model generation. Source diversification, citation farming, and authority signals.

/ 02 / Buyer Fit and Risk Controls

Fit, Proof, and Failure Modes

  • 01

    Use This When

    Your buyers ask AI systems category, comparison, or vendor-selection questions and your brand lacks crawlable, cited, and entity-consistent source material.

  • 02

    Do Not Use This When

    You expect guaranteed placement in ChatGPT, Claude, Gemini, Perplexity, AI Overviews, or any closed answer system. The engines change and attribution is still imperfect.

  • 03

    Proof Boundary

    Track citation presence, source diversity, entity consistency, crawlability, and query samples. Treat LLM visibility as directional evidence, not deterministic ranking proof.

  • 04

    Common Failure Mode

    Teams optimize for synthetic prompts while the public sources, third-party citations, and product proof that models rely on remain thin.

/ 03 / Who This Is For

The Right Fit.

  • / 01

    Brands Losing Aio Traffic

    You're seeing top-of-funnel traffic decline as Google rolls out AI Overviews. We diagnose and recover.

  • / 02

    B2B Consideration-Stage

    Your buyers ask LLMs for vendor shortlists. If you're not in those answers, you're not in the shortlist.

  • / 03

    Expert-Led Brands

    Founders, advisors, and SMEs who should be cited as authoritative sources but aren't yet showing up in the answers.

/ The principle

The brands that won SEO didn't do it by optimizing for the SERP they had. They won because they showed up early to the SERP that was coming. Same thing is happening now.

/ 02 / How We Work

The Process.

  1. / 01

    Citation Audit

    Where you're cited today, by whom, for what queries, in which engines. The current-state map.

  2. / 02

    Entity Gap Analysis

    Gaps in your knowledge graph presence, source authority, and citation patterns vs the brands that are getting cited.

  3. / 03

    Source-Layer Publishing

    Publishing and placement designed to seed citations. PR, owned content, and third-party authority all working together.

  4. / 04

    Prompt Monitoring

    Ongoing tracking of priority prompts across engines. Monthly reports and quarterly strategy resets.

/ 05 / Often Paired With

Other Layers of the Stack.

AI and LLM Visibility Is One of Ten Services in the Retainer.

The mix and depth shifts by quarter. The retainer doesn't. One monthly engagement covers the entire stack, scoped to your business.

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