Knowledge Hub

AI Discovery Reports™

How ChatGPT, Gemini, Claude, Perplexity and Microsoft Copilot evaluate pharmaceutical manufacturing and research organisations, by category and market.

Sample Report Structure

What a typical AI Discovery Report™ contains

An illustrative table of contents only — no data, findings or results shown. Every completed report follows this structure, tailored to your category.

  1. 1.0 Executive Summary
  2. 2.0 AI Questions Tested
  3. 3.0 Representation Analysis
  4. 4.0 Competitor Comparison
  5. 5.0 Key Findings
  6. 6.0 Recommendations
  7. 7.0 Methodology
  8. 8.0 Roadmap
Illustrative sample reportsThe items below are clearly labelled illustrative examples built to demonstrate our methodology and reporting format. They do not represent fabricated client results or statistics.
AI Discovery Reports™ · Illustrative

AI Discovery Report™ — Sterile Injectable CDMOs (Illustrative Sample)

A sample of the analysis format used in AI Discovery Reports™: how leading AI models describe and shortlist sterile injectable CDMOs when asked by buyers.

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AI Discovery Reports™ · Illustrative

AI Discovery Report™ — Bioequivalence CROs (Illustrative Sample)

A second illustrative sample showing how AI Discovery Reports™ analyse research-organisation categories, using bioequivalence CROs as the example category.

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AI Discovery Reports™ · Illustrative

AI Discovery Report™ — High-Potency API Manufacturers (Illustrative Sample)

A sample showing how leading AI models describe and shortlist manufacturers with high-potency and containment capabilities when buyers ask.

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AI Discovery Reports™ · Illustrative

AI Discovery Report™ — Oral Solid Dose CMOs (Illustrative Sample)

An illustrative example of how AI represents contract manufacturers in a large, highly competitive category.

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AI Discovery Reports™ · Illustrative

AI Discovery Report™ — Biologics CDMOs (Illustrative Sample)

A sample of how AI distinguishes development-and-manufacturing partners in biologics, using this as the example category.

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AI Discovery Reports™ · Illustrative

AI Discovery Report™ — Early-Phase Clinical CROs (Illustrative Sample)

An illustrative example of how AI evaluates research partners on therapeutic and regulatory specialisation.

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See how this applies to your organisation

Request an AI Discovery Audit™ to get a company-specific version of this analysis.