AEO Dose logo
What AEO Dose Delivers

From AI Visibility Audit to Measurable Authority

AEO Dose provides a complete, four-stage service for pharma and healthcare companies who need to be found, correctly described, and recommended by AI platforms. Each stage builds on the last: we test your current visibility, fix what is holding you back, strengthen your authority across the web, and measure the results. Nothing is guesswork. Every recommendation is tied back to a real customer question and a real gap.

AEO Dose / Service Stages4-Stage Cycle
01
AI Visibility Audit
Baseline across 5 AI platforms
Baseline
02
AEO Optimization
Content, schema, entity clarity
In Progress
03
Authority Building
Web-wide information footprint
Upcoming
04
Ongoing Measurement
Track, compare, repeat
Upcoming
01Stage One

AI Visibility Audit: Baseline Testing Across ChatGPT, Gemini, Perplexity, Claude and Grok

We start by testing the questions your buyers are actually asking: who manufactures a given API, which CDMO can handle a specific requirement, which excipient supplier fits a formulation, which oral care manufacturer operates in a given region. We run these questions across ChatGPT, Gemini, Perplexity, Claude, and Grok.

The audit measures brand presence, citation quality, sentiment, share of voice against named competitors, and freshness of the information AI systems are pulling from. We also separate Memory Visibility (what AI already knows about your brand) from Search-Assisted Visibility (what it finds when it searches the live web), so you know exactly where the breakdown is happening.

The output is not a single score. It is a list of the exact questions where your brand is missing, underrepresented, or losing to a named competitor, alongside a website AEO readiness review covering structured data, content structure, technical crawlability, and entity clarity.

  • Testing across 5 major AI platforms using real buyer questions
  • Brand presence, citation quality, sentiment and share of voice scoring
  • Memory vs Search-Assisted Visibility breakdown
  • Competitive analysis against named industry competitors
  • Website AEO readiness review: schema, structure, technical, entity clarity
Get Your Free AI Visibility Audit
Brand Mention Rate / 5 PlatformsLive Scan
ChatGPT
34%
Gemini
28%
Perplexity
42%
Claude
19%
Grok
23%
Memory Visibility
29%
From AI training data
Search-Assisted
38%
Live web retrieval
02Stage Two

AEO Optimization: Question-Based Content, FAQs, Schema and Internal Linking

Once we know where your brand is invisible, we fix the underlying information. Optimization work is prioritized against the exact questions identified in your audit, not generic SEO best practices.

This includes building question-based pages that directly answer procurement, capability, and comparison questions your buyers ask, developing structured FAQ content, implementing schema markup (Organization, FAQPage, Article, BreadcrumbList and related types) so AI systems can parse who you are and what you offer, and connecting related products, capabilities, and industries through internal linking.

We also address content freshness, making sure the information AI systems retrieve reflects your actual current capabilities, certifications, and offerings rather than outdated pages.

  • Question-based content built around real procurement and evaluation queries
  • FAQ development targeting high-value customer questions
  • Schema and structured data implementation for machine readability
  • Entity optimization: clearer representation of products, services, locations
  • Internal linking across products, capabilities and industries
Get Your Free AI Visibility Audit
Optimization Workstream / Active
Question-based content pages
procurement + comparison queries
Done
FAQ structured content
high-value buyer questions
Done
Schema markup implementation
Organization, FAQPage, Article
Active
Internal linking structure
products, capabilities, industries
Active
Content freshness update
certifications, capabilities, offerings
Queued
03Stage Three

Authority Building: Strengthening Your Web-Wide Pharma Information Footprint

AI systems corroborate what your website says by checking other sources across the web. If your company information is thin, inconsistent, or missing outside your own site, AI platforms are less likely to trust and cite you.

We strengthen your presence across industry profiles, business directories, relevant third-party references, social profiles, and other authoritative sources, keeping your brand and entity information consistent everywhere it appears. This is what turns a well-optimized website into a brand AI systems are confident recommending.

  • Industry profile and directory presence strengthening
  • Consistent brand and entity information across sources
  • Support for authoritative third-party references and publications
  • Social profile alignment and completeness
Get My Free AI Visibility Audit
Entity Presence / Source CheckMonitoring
PharmaCompassConsistent
LinkedIn ProfileConsistent
Industry DirectoryOutdated
Third-party ReferenceThin
Trade PublicationMissing
Wikidata EntityMissing
75%
Entity Consistency Score
3 of 6 sources consistent. Authority building in progress.
04Stage Four

Ongoing Measurement: Tracking Citations, Mentions and Competitive Position

AEO is not a one-time project. After optimization and authority work, we repeat the same customer-question testing used in your baseline audit to measure what actually changed.

We track improvement in brand mentions, AI recommendations, citation quality, share of voice, question coverage, and competitive position, comparing every result against your original baseline. Because AI platforms, competitors, and customer questions keep changing, we recommend measurement on a recurring cycle so your visibility strategy keeps pace.

  • Repeat testing against your original baseline questions
  • Before-and-after comparison across all measured dimensions
  • Tracking of competitive position over time
  • Recurring measurement cycles as platforms and competitors evolve
Get Your Free AI Visibility Audit
Measurement Report / Q2 vs Q1Tracking
Brand Mentions
Baseline: 23%
41%
+18pp
Share of Voice
Baseline: 11%
27%
+16pp
Questions Covered
Baseline: 8/40
26/40
+18 Q
Citation Quality
Baseline: Low
Medium
+1 tier
Current Cycle Progress
Audit
Optimize
Authority
Measure
Common Questions

Frequently Asked Questions

Questions pharma companies ask before starting their AI visibility work.

What is included in the AI Visibility Audit?
The audit tests real buyer questions across ChatGPT, Gemini, Perplexity, Claude and Grok. It measures brand presence, citation quality, sentiment, share of voice against named competitors, and separates Memory Visibility (what AI already knows from training) from Search-Assisted Visibility (what it finds on the live web). You also receive a website AEO readiness review covering structured data, content structure, technical crawlability and entity clarity. The output is a list of the exact questions where your brand is missing, underrepresented, or losing to a named competitor.
What is the difference between Memory Visibility and Search-Assisted Visibility?
Memory Visibility refers to what AI platforms already know about your brand from their training data. Search-Assisted Visibility refers to what an AI finds when it actively searches the live web in real time. Separating these two dimensions shows exactly where the breakdown in your AI visibility is happening and which type of fix is most urgent.
What does AEO Optimization involve?
AEO Optimization includes building question-based pages that directly answer the procurement, capability and comparison questions your buyers ask AI platforms. It covers structured FAQ development, schema markup implementation (Organization, FAQPage, Article, BreadcrumbList and related types), entity optimization to represent your products, services and locations more clearly, and internal linking to connect related capabilities and industries across your site. All work is prioritized against the exact question gaps found in your audit.
Why is authority building important for AI visibility?
AI systems corroborate what your website says by checking other sources across the web. If your company information is thin, inconsistent, or missing outside your own site, AI platforms are less likely to trust and cite you. Authority building strengthens your presence across industry profiles, directories, third-party references and social profiles, keeping entity information consistent everywhere it appears. This is what turns a well-optimized website into a brand AI systems are confident recommending.
How long does each stage take?
The AI Visibility Audit is typically completed within a few business days of your briefing. Optimization work depends on the scope of gaps identified but usually runs across several weeks. Authority building is an ongoing process that strengthens progressively over time. Measurement is conducted after the optimization and authority work has had time to take effect, and then repeats on a recurring cycle as platforms and competitors evolve.
Is this a one-time project or an ongoing service?
AEO is not a one-time project. AI platforms update their models, competitors improve their visibility, and the questions buyers ask keep changing. After the initial Audit, Optimize and Authority stages, ongoing measurement repeats the same customer-question testing to track what changed. We recommend a recurring measurement cycle so your visibility strategy keeps pace with a shifting landscape.
Free, No Obligation

Get a Prioritized Action Plan for Your Brand's AI Visibility Gaps

See exactly which customer questions your brand is missing on ChatGPT, Gemini, Perplexity, Claude and Grok, and what to fix first. Request a free AI Visibility Audit and get a prioritized action plan built around your actual gaps, not generic recommendations.

Free baseline audit across 5 AI platforms
Exact questions where your brand is missing or losing
Prioritized action plan specific to your brand
Led by a B.Pharma graduate with 12+ years in pharma
MNS
M Netrajit Singha
Founder, AEO Dose

B.Pharma graduate with 12+ years of pharma ERP implementation and validation experience, and 2 years of pharmaceutical manufacturing experience. Every audit is led personally, built around your exact pharma segment and customer questions.

Request Your Free AI Visibility Audit

Contact us to start your audit. We will reach out within one business day to discuss your pharma segment and the buyer questions we will test across all five AI platforms.

No cost, no obligation to receive your baseline report
Testing across ChatGPT, Gemini, Perplexity, Claude and Grok
Tailored to your specific pharma segment and competitors
Response within one business day
Request Your Free AI Visibility Audit
No cost. No obligation. Response within one business day.