Model Research Model Research

Our Services

We help brands understand how AI models perceive them — and what to do about it. From one-off audits to ongoing intelligence, we offer services tailored to your needs.

1

AI Brand Audit

A comprehensive assessment of how AI models see your brand today.

  • We query 8 leading AI models — ChatGPT, Claude, Gemini, Perplexity, Copilot, Grok, DeepSeek, and Llama — with structured research prompts about your brand and competitors.
  • Every response is analysed for brand mentions, sentiment, citation sources, and competitive positioning.
  • You receive an Authority Score (0-100) measuring how authoritatively AI models position your brand, broken down across five dimensions: Presence, Perception, Positioning, Recommendation, and Resilience.
  • Includes a competitor gap analysis showing where rivals outperform you in AI-generated answers.

Best for: Any brand wanting a baseline understanding of their AI visibility.

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2

Brand Intelligence Assessment

Deep-dive scoring across five pillars with gap analysis and pattern detection.

  • Scores your brand across Visibility, Reputation, Distinction, Endorsement, and Risk — five pillars with five attributes each (25 total, scored 0-10).
  • Produces radar charts, reputation gap analysis, and quadrant positioning maps.
  • Detects named patterns in your brand's AI perception — identifying vulnerabilities and opportunities that surface data alone wouldn't reveal.
  • Delivers prioritised recommendations with effort/impact ratings and competitor context.

Best for: Brands preparing strategic reviews, agencies building client proposals, investors conducting due diligence.

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3

Ongoing Landscape Monitoring

Track how your AI perception changes over time across models and competitors.

  • Scheduled monitoring runs across your brand, competitors, and industry topics.
  • Alerts when your positioning changes, new competitors emerge, or sentiment shifts.
  • Monthly trend reports showing Authority Score movement and competitive dynamics.
  • Historical data becomes irreplaceable — after 3 months of tracking, you have trend lines no competitor can replicate.

Best for: Brands committed to improving their AI visibility over time. Agencies managing multiple client brands.

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4

Citation Intelligence

Understand which sources shape your brand's AI reputation.

  • Maps every domain and URL that AI models cite when discussing your brand.
  • Classifies sources by type: news, review sites, official domains, social media, Wikipedia, academic sources.
  • Identifies citation gaps — authoritative sources competitors are cited from that you're missing.
  • Provides actionable recommendations for improving your citation profile.

Best for: SEO teams, PR and communications professionals, content strategists.

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5

Consulting & Custom Analysis

Bespoke research, reporting, and strategic advisory.

  • Custom prompt design for industry-specific research questions.
  • Presentation-ready reports for board meetings, investor updates, or client deliverables.
  • White-label reporting for agencies — your brand, your format, our intelligence.
  • Strategic advisory on improving AI visibility based on competitive analysis and data.

Best for: Agencies, consultancies, investors, and brands with specific research needs.

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8 AI models, one analysis

Every service queries across all major AI models. Different models perceive brands differently — that's where the insight lives.

ChatGPT Claude Gemini Perplexity Copilot Grok DeepSeek Llama

Start with a free audit

We offer complimentary AI brand audits for qualifying businesses. Tell us about your brand and we'll show you what the models say.

Request a Free Audit