Discover what ChatGPT says about any drug or medical device.
Patients and HCPs increasingly ask AI first. This is a new competitive field. If you want to stay credible and discoverable, you need more than SEO: you need to measure what AI answers say, which sources they cite, and whether your owned content appears, then track progress over time as you take action.
Public information only. No patient data. EU-based storage. Source-grounded outputs.
See how PharmaGEO generates a cross-LLM reputation report in minutes.
AI answers are a measurable reputation surface.
Patients and HCPs are asking AI first. AI-generated answers influence trust, discovery, and perception long before a human reaches your website.
This is a new competitive field. AI systems remix and rank sources differently than search engines, and answers drift over time. Your competitors are already shaping the same source ecosystem.
The only sustainable way to compete is to assess your baseline, take actions, and track progress over time. PharmaGEO gives you a robust monitoring workflow across models, languages, and markets.
How it works
Asses
Act
Track
Repeat
More Than Tools. The Future Agentic Operating System For Pharma.
PharmaGEO is an LLM Reputation Tracker for pharma and medtech.
It helps teams understand what major LLMs and AI search experiences say about a drug or medical device, which sources shape those answers, and what to improve to increase accuracy, trust, and visibility.
Cross-LLM monitoring (answers and AI-overview-like responses)
Source visibility (top sources + exhaustive sources)
Reliability signals and owned-domain appearance rate
Competitive view and multilingual coverage
Recommendations and reporting over time
Create a branded report in minutes.
Understand how AI describes your drug or medical device, what sources it cites, and how to improve.
Answer snapshots by model, market, and language
Top cited sources and reliability indicators
Owned-domain appearance rate
Clear scoring and structured insights
Assess your reputation across an indication or therapeutic area.
Brand-agnostic reporting.
Understand baseline share of voice in AI answers
See competitor discovery patterns
Track your appearance rate on non-branded questions
Identify the sources shaping the category narrative
Identify trending questions people ask.
See the questions and themes that appear most often across models and markets, so you can prioritize what matters.
See all sources LLMs use to answer.
Get top sources and the full source set behind AI answers, with reliability signals and domain types.
Get detailed recommendations to improve your ranking.
Actionable guidance on what to improve first: content gaps, source strategy, and visibility opportunities.
Track progress over time with recurring reports.
Generate recurring reports on a consistent schedule to measure change, validate actions, and monitor drift over time.
Full feature list
Multi-country rollout
- Track LLM answers and AI overview-style responses
- Cross-model monitoring (ChatGPT, Gemini, Grok, Perplexity, DeepSeek, Mistral, and more)
- Track progress over time (history, comparisons, deltas)
- Multilingual analysis
- Smart search per indication / query sets
- Automated recurring searches and reports
Sources and reliability
- Top sources cited + exhaustive sources list
- Reliability indicators (source-type signals)
- Owned-domain appearance rate tracking
- Source ecosystem mapping
Competitive intelligence
- Competitive analysis and category discovery
- Share of voice metrics
- Competitor discovery patterns
- Brand vs. non-branded question analysis
Reporting and workflows
- Branded report generation
- Brand-agnostic / therapeutic area reports
- Reputation scoring across LLMs
- Recommendations engine
- Scheduled recurring reports
- Export and sharing capabilities
Governance and compliance
- Public information only (no patient data)
- EU-based storage
- Source-grounded outputs
- Regulatory flags (coming soon)
- Asset evaluation (coming soon)
Support and integrations
- API access (tier-based)
- Dedicated support
- Content generation from recommendations (coming soon)
Contact us
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