EKG Sprint for Life Sciences
Entity Knowledge Graph for Life Sciences
Investors, partners, and buyers ask ChatGPT, Gemini, Claude, and Perplexity about your company before they call or visit your site. And whatever AI answers becomes your company’s narrative.
We build entity knowledge graphs for life sciences: a digital trust foundation, traceable and verifiable. Your publications and credentials linked to primary sources—trust signals AI can read, extract, and cite. Your company—cited by AI—accurately and consistently.
What AI Gets Wrong About Companies Like Yours
AI Reality Every Life Sciences Leader Needs to Know
AI answers pointed to the wrong source
What Do Wrong AI Citations Cost Your Company?
In the AI era, people ask AI about your company first. AI answers confidently, even when it doesn't know. People believe it and move on. No complaint, no correction, no second call. The loss is silent, but it's real.
Do these sound familiar?
Lost deals
A buyer asks AI, gets the wrong answer, and never calls. You don't lose the deal—you never see it.
Lost partnerships
Business development screens you before the intro. If your science reads thin or wrong, the conversation ends before it starts.
An off-brand narrative
Someone asked AI about your company. They got a story your team never wrote—and never approved.
Investors who left the room
Investors run digital due diligence before the meeting. The wrong story shapes the conversation before you're in it.
Claims you never approved
AI states them as fact and attributes them to your company. They read as yours, wherever they came from.
Credibility AI can't see
Your publications, patents, and credentials are real. They're not in a structured form AI can read.
The Fix: An Entity Knowledge Graph
Build your digital trust foundation—your company and your science, traced to the source—so AI can read, extract, and cite you accurately.
What Is a Company Entity Knowledge Graph?
A company entity knowledge graph is your organization's verified record—your people, publications, patents, and credentials, each traceable to a primary source AI can read, extract, and cite.
In life sciences, "knowledge graph" usually means something else: a biomedical network of genes, proteins, and compounds built to accelerate discovery. This isn't that. A company entity knowledge graph maps your organization—who you are, who leads you, and what you've proven—so AI can read, extract, and cite your company correctly.
Every claim in life sciences gets checked, traced, and verified before it's trusted. Life sciences is a YMYL category—Your Money or Your Life—where the trust bar is the highest in business. That's exactly what earns AI citations.
What the EKG Sprint Delivers
A single verified trust registry for your organization, documenting your leadership team and your breakthroughs.
Defined Entity Records
Your organization and leadership team's trust evidence, written and encoded in the structured markup AI reads, so it can extract and cite you as one consistent entity.
Encoded Traceable Claims
Your publications, patents, trials, and milestones, each linked to the public record that confirms it.
Brand-authored AI Trust File
Your verified registry authored into the file AI reads first — your llms.txt — rather than the platform default nobody wrote.
Digital Due Diligence
Your verified trust evidence trail—every claim with its source and verification date, in a document your team keeps.
How the EKG Sprint Works
Eight weeks. Three steps. Your team approves every stage.
Compile → Verify → Publish
Compile
We compile your company's trust foundation registry, verifying every claim you provide: publications, patents, trials, credentials, milestones, and leadership history. So AI can read, extract, and cite your company accurately.
Verify
We trace each claim to its primary source and link it, so that language models can read and extract key entity information about your company, signaling trust to AI and improving citation accuracy.
Publish
We publish your verified record to your site: the company entity, your leadership team, and every claim linked to its source. From that point, AI has accurate material to read, extract, and cite.
Your organization's verified record, published for people and AI. Accurate and consistent.
How Much Does an EKG Sprint Cost?
The EKG Sprint starts at $35,000. Your budget range varies depending on a number of factors including:
Trust record depth
The number of publications, intellectual properties such as patents, trials, and case studies, and milestones to be included in your trust foundation registry.
Team expertise depth
The size of your leadership team and executive profiles with published work, and how deeply their work can be traced.
Content readiness
The richness of your existing web content in supporting a verified trust record.
Entity Knowledge Graph: A Sprint for Integrated Brand Messaging and Trust Signals in the AI Era
Most AEO/SEO agencies build entity records through engineering. We deliver integrated brand narrative, messaging, and schema markup—people-first messaging that amplifies strong trust signals for AI to read, extract, and cite accurately. Learn more about our proprietary Brand Voice Fingerprinting methodology.
AGILITY · ACCOUNTABILITY · ACCURACY
EKG Sprint Comparison at a Glance
| Typical AEO/SEO agency | BrainLush | |
|---|---|---|
| What's delivered | Schema and technical markup | Integrated brand narrative, messaging, and schema markup |
| Expertise | Engineering and coding specialists | Fractional CMO level, from strategy to execution |
| Method | Engineering-led structuring | Brand Voice Fingerprinting—trust signals built into the message itself |
| Built for | AI extraction | People first, for AI-era accuracy and consistency |
| Verification | Content is structured. Claims are not checked. | Digital due diligence—every claim traced and linked to a primary source |
Who Is the EKG Sprint For?
EKG: The First Step to Accurate AI Visibility
- Plan your pre-IPO journey
- Raise capital investment
- Build strategic partnerships
- Expand business development
- Control your brand narrative
EKG for Biotech, Medtech & Healthtech
- Pre-IPO and public companies
- Diagnostics and digital health companies
- Growing companies and startups
- Innovators and breakthrough science companies
- Venture-backed life sciences companies
AEO Strategist Who Builds Your Trust Foundation
Christy Hui, Founder & Fractional CMO
Over 25 years ago, I joined a tech startup team that scaled to an IPO, rising from a $500M valuation to a $20B market cap. That experience shaped my mission: science can change the world, but only if people can find it and understand it. AI now stands between your science and the people who matter. I build the trust foundation that makes AI read your company and your science accurately.
Trusted by Innovators & Life Sciences Leaders
"Christy developed and implemented our rebranding strategy, messaging, website, partnerships, and marketing plans. She achieved strong results."
Russ Lebovitz, MD/PhD
Neuroscience Biotech Founder & CEO
"Christy excels at brand messaging and content creation. Her copywriting helped us articulate our platform's unique value in a way that reflects our true value."
Tony G.
CEO/Founder, Heart Health Startup
"I trust all Christy's work. From the big picture to small details, she was always thinking ahead—and she makes sure the ROI is fully met at the end."
R. Garcia
BioPharma Co.
FAQ About the Company Entity Knowledge Graph Sprint for Life Sciences
A company entity knowledge graph is the verified trust foundation AI reads before it answers a question about your company. Here’s what biotech, medtech, and healthtech leaders ask us most.
A company entity knowledge graph is a verified trust foundation and digital record for AI visibility. Your leadership team, publications, patents, and credentials, each traced to a primary source. One consistent version of your company for ChatGPT, Gemini, Claude, and Perplexity to read, extract, and cite.
The budget for a company entity knowledge graph sprint starts at $35,000 and follows the scope of the work. How much evidence we verify. How many executives we document. Whether your team compiles the records or we do. And whether your existing content is rich enough to carry a verified record. If you’d rather see where you stand first, start with a Custom AI Visibility Report.
The EKG Sprint runs eight weeks, from kickoff to published and live. Week one is records gathering. From there we verify every claim against its source and encode it across your site. Each stage comes back to you before the next one starts.
For an EKG Sprint, you give us your records and approve the work. You supply the publications, patents, credentials, and milestones, or we compile them for you. Your team reviews the registry before we build and signs off before anything goes live. The person who scopes your sprint does the work — a fractional CMO with 25+ years across tech, media, and life sciences marketing.
A company entity knowledge graph for life sciences maps your organization. A biomedical knowledge graph maps science — genes, proteins, compounds, built to accelerate discovery. Different tools, different jobs. One helps your researchers find a target. The other makes sure AI describes your company correctly when an investor asks.
When hiring an AI visibility partner, look for four things. Do they verify your claims against primary sources, or only restructure what your site already says? Is the price published, or is every quote “let’s talk”? Does the person who scopes the work do the work? And will they tell you when your content isn’t ready, instead of selling you the engagement anyway? More on AI visibility for life sciences.
An EKG does not guarantee AI citations, and be forewarned if anyone says otherwise. However, your company entity knowledge graph gives AI a blueprint of your company, your leadership team, and the verifiable, traceable evidence behind your work. Without an EKG, AI fills in the missing gaps about your company. For instance, Columbia Journalism Review found leading AI search tools pointed to the wrong source more than 60% of the time. More on AI citation accuracy in life sciences.
After your company entity knowledge graph is published, the foundation is built, documented, and yours to keep, with no ongoing commitment. What compounds it is depth — richer content, more evidence, re-encoded as your company grows. That’s our AEO Layer: monthly, optional, and scoped once you can see where you stand.
Build Your Company's Entity Knowledge Graph
Compile → Verify → Publish
We specialize in building EKGs for biotech and medtech.
The digital trust foundation covering what your company does, who leads it, and what you've published and patented. Every claim traced and verified, so AI can read, extract, and cite it accurately.
Book a Discovery Call →