Marzipan, a B2B marketing agency focused on life sciences, has released a free tool that addresses a growing issue. Many companies do not know if artificial intelligence platforms can find them. That gap is no longer theoretical. It affects visibility, credibility, and revenue.
The new AEO (Answer Engine Optimization) Audit Tool evaluates how a company appears inside AI-generated answers across platforms such as ChatGPT, Perplexity, and Google AI Overviews. The tool delivers results in under two minutes. No login. No payment. Just data.
That simplicity hides a deeper shift. Search behavior has changed. AI is now part of the discovery process.
AI Search Is Rewriting How Buyers Find Vendors
In the life sciences sector, decisions are data-driven. Researchers, procurement teams, and executives rely on accurate information. Increasingly, that information comes from AI-generated responses.
Traditional SEO (Search Engine Optimization) still matters. Rankings still matter. Traffic still matters. Yet those signals do not guarantee inclusion in AI-generated answers.
This creates a blind spot. A company may rank well in Google. It may have strong domain authority. It may publish high-quality content. Yet it may still fail to appear in AI responses.
That disconnect is the problem AEO aims to solve.
What AEO Actually Measures
AEO focuses on how content is interpreted by large language models (LLMs). These models generate answers, not lists of links. That shift changes how visibility works.
Marzipan’s audit tool evaluates four core components. Each one reflects a different layer of AI discoverability.
- AI Visibility – measures whether a brand appears in AI-generated answers
- Technical Signals – reviews structured data, indexing, and crawl access
- E-E-A-T – evaluates Experience, Expertise, Authoritativeness, and Trustworthiness
- Competitive Positioning – compares performance against industry peers
This structure mirrors how search professionals already think. Technical health. Content quality. Authority signals. Competitive benchmarking.
The difference is the output. The focus shifts from rankings to answers.
A 90-Second Report That Highlights Gaps
The tool runs live AI analysis. It generates a full report in about 90 seconds. That speed matters. It lowers the barrier to entry. It also encourages repeat use as conditions change.
Joe Chamberlain, Head of Digital Marketing at Marzipan, framed the issue directly. Traditional SEO is no longer the full picture. AI platforms now influence how buyers evaluate vendors.
He pointed out a simple truth. If a company does not know how it appears in AI-generated answers, it lacks visibility into a key acquisition channel.
That is not a minor issue. It is a strategic gap.
Why This Matters for Life Science Companies
Life science marketing operates under strict expectations. Accuracy matters. Compliance matters. Authority matters. AI systems rely on these same signals.
This creates alignment. Companies that publish clear, credible, and well-structured content are more likely to appear in AI-generated answers. Companies that do not risk being excluded.
Exclusion has consequences. If a brand is missing from AI responses, it may never enter the evaluation process. No visibility. No consideration. No deal.
That is the quiet risk many organizations have not measured yet.
Experience Behind the Tool
Marzipan brings decades of experience to this release. The team reports over 50 years of combined marketing experience and about 20 years focused on life sciences.
The agency works across biotechnology, pharmaceuticals, medtech, and diagnostics. These sectors require precision. They require credibility. They require results that can be measured.
The AEO Audit Tool reflects that background. It focuses on measurable signals. It provides actionable data. It avoids vague scoring.
Free Access Removes Friction
The tool is available immediately. No account creation is required. No credit card is requested. That decision matters. It removes hesitation. It allows companies to test without commitment.
In practical terms, it means any organization can run an audit and identify gaps within minutes.
That is often the first step. Identify the gap. Measure the gap. Then fix the gap.
The Bigger Shift: From Search Results to Generated Answers
This launch reflects a broader change in digital marketing. Search engines are no longer just directories. They are answer engines.
That distinction matters. In a traditional search model, users review multiple links. In an AI-driven model, users receive a single synthesized response.
If a brand is not included in that response, it effectively disappears from that interaction.
For professionals in SEO and SEM (Search Engine Marketing), this is a familiar pattern. Platforms change. Signals shift. Visibility follows those signals.
The companies that adapt early gain an advantage. The companies that wait often play catch-up.
There is also a practical takeaway here. Visibility must be measured where decisions happen. Right now, decisions are increasingly influenced by AI-generated answers.
Ignore that channel, and you leave value on the table.
Marzipan’s tool does not solve the entire problem. It does something more immediate. It shows whether the problem exists.
That alone is worth attention. Because in digital marketing, what you cannot measure, you cannot fix. And if AI cannot find your brand, your prospects probably will not either.