Individual optimisation paths for each model family

Each card shows the model surface, the GEO angle we prioritise, and the signal type we tune for citation readiness.

ChatGPT

Answer engine

Optimise source pages, entity signals, FAQs, and comparison content so ChatGPT can retrieve and cite your brand for buyer prompts.

GPT retrieval source clarity

Claude

Frontier LLM

Build high-context pages with clear reasoning paths, trustworthy evidence, and answer-ready sections for Claude-style synthesis.

long context trust signals

Google AI Overviews

Search surface

Improve eligibility for AI Overviews with crawlable expertise pages, schema, internal links, and search-grounded topical authority.

AI Overviews E-E-A-T

Gemini

Google LLM

Align content depth, entity structure, and product/service context for Gemini responses across research and commercial prompts.

entity graph intent depth

Grok

Social AI

Strengthen freshness, brand facts, citations, and topical positioning for fast-moving AI answers influenced by real-time context.

freshness brand facts

Perplexity

Citation search

Structure pages as citation-worthy sources with concise answers, clear headings, trusted references, and extractable proof points.

citations answer blocks

Copilot

AI assistant

Optimise search-indexed pages, schema, and source consistency for Copilot answers across Microsoft and Bing discovery surfaces.

Bing index schema

Qwen

Regional LLM

Prepare multilingual, market-specific brand content and product data for Asian-market retrieval and answer generation patterns.

APAC multilingual

DeepSeek

Reasoning model

Create technically clear source pages, structured explanations, and comparative evidence for reasoning-led recommendation prompts.

reasoning comparisons

Kimi

Long context

Optimise long-form resources, documentation, and decision guides so extended-context models can interpret your proposition accurately.

long docs guides

GLM

Regional LLM

Clarify entities, markets, translations, and authoritative source pages for Chinese and international AI answer surfaces.

entity clarity regional

MiniMax

Multimodal LLM

Improve brand and product retrievability with structured descriptions, media context, service summaries, and clear proof signals.

multimodal product data

Mistral

Open model

Build compact, factual, machine-readable pages that make your expertise easier for open-model ecosystems to retrieve.

open models facts

Cohere

Enterprise AI

Support enterprise retrieval workflows with structured knowledge pages, definitions, category authority, and repeatable source data.

enterprise RAG-ready

AI21 Jamba

Enterprise LLM

Optimise decision-support content with crisp summaries, product differentiation, FAQs, and source sections for hybrid model retrieval.

hybrid model summaries

NVIDIA Nemotron

Enterprise AI

Prepare technical and enterprise-grade source material for high-accuracy AI workflows, industry prompts, and solution comparisons.

technical enterprise

Amazon Nova

Cloud AI

Make product and service data easier to interpret for AWS-aligned AI workflows, enterprise discovery, and category research prompts.

AWS commerce

Phi-4

Small model

Use concise, unambiguous answer blocks and structured page sections that smaller models can parse and reuse reliably.

compact answers clarity

IBM Granite

Enterprise AI

Strengthen enterprise credibility, governance content, technical documentation, and industry-specific proof for IBM AI workflows.

governance B2B

Sarvam AI

Regional LLM

Support India-market AI visibility with multilingual signals, localised service pages, clear entities, and market-specific FAQs.

India localisation

TII UAE Falcon

Regional LLM

Improve visibility for Middle East and global prompts through multilingual source pages, entity consistency, and sector authority.

Middle East authority

Baidu Ernie

Regional LLM

Prepare brand, product, and service information for Chinese-language retrieval with clean entity structure and localised content.

China localised data

One GEO system, many AI behaviours.

We do not treat every LLM as if it retrieves and cites sources the same way. We map buyer prompts, test model responses, inspect citation gaps, and strengthen the pages most likely to become trusted sources. The work covers schema, page structure, answer extraction, E-E-A-T signals, content completeness, entity consistency, internal linking, and technical crawlability.

Prompt map

Model-specific buyer questions and comparison prompts.

Source audit

Which pages AI engines can trust, extract, and cite.

Structured upgrade

Schema, answer blocks, entity clarity, and internal links.

Measure and iterate

Citation tests, visibility scoring, and refinement cycles.

Optimisation guides by engine

How each engine cites sources, what it values, and the checklist to win its answers.

Find out where AI can and cannot see you.

Get a free GEO audit and see your brand's visibility across every major AI engine.