Question 1

What exactly does Purposa Health audit?

Accepted Answer

Purposa Health audits the AI tools and clinical datasets your organization uses in drug development — evaluating whether they perform consistently and accurately across all patient populations. We examine training data composition, model performance across population subgroups, and alignment with current and evolving FDA regulatory guidance.

Question 2

Who is Purposa Health designed for?

Accepted Answer

Purposa Health works with pharmaceutical and biotech companies of all sizes that are developing, deploying, or planning to deploy AI tools in drug development, clinical operations, or regulatory submission. Our engagements are designed for R&D, regulatory affairs, compliance, and executive leadership teams.

Question 3

How is Purposa Health different from a general AI consulting firm?

Accepted Answer

Purposa Health is not a general AI advisory firm. We do one thing — audit AI population performance in pharma and biotech drug development — and we do it with the regulatory depth, patient population science expertise, and pharma insider credibility that no generalist firm can replicate. Our founder brings 25+ years of pharma executive experience and our audit framework is purpose-built for the drug development context.

Question 4

What is the Purposa Health Audit Framework™?

Accepted Answer

The Purposa Health Audit Framework™ is our proprietary six-phase methodology for evaluating AI tools and clinical datasets in drug development. It systematically examines model credibility and performance across patient populations — from initial landscape mapping through regulatory risk assessment and remediation strategy. Each phase runs as a governed, human-supervised audit loop with a defined input, documented logic, and a rated output built to withstand regulatory scrutiny.

Question 5

What is the Purposa AI Population Audit™?

Accepted Answer

The Purposa AI Population Audit™ is our Tier 1 flagship service — a defined scope, time-bound engagement that examines your AI tools and clinical datasets against our proprietary framework. It produces a Population Performance Scorecard™, a Data Completeness Map, and an actionable executive risk summary your compliance and R&D teams can act on immediately.

Question 6

How long does an audit engagement take?

Accepted Answer

A standard Purposa AI Population Audit™ engagement runs 8 to 12 weeks depending on the scope and number of AI tools and datasets under review. We work with your team to define scope precisely before engagement begins so there are no surprises.

Question 7

What happens after the audit?

Accepted Answer

Audit findings naturally surface representation gaps and remediation opportunities. Many clients move into our Tier 2 Remediation and Design Advisory engagement — where we partner with your R&D, regulatory, and data science teams to close those gaps. Clients seeking ongoing oversight move into our Tier 3 AI Compliance Governance partnership.

Question 8

How does Purposa Health handle confidential data?

Accepted Answer

Client confidentiality is fundamental to how we operate. All engagement information, findings, and deliverables are treated as strictly confidential. We work within your organization's data governance and security protocols and execute appropriate confidentiality agreements prior to any engagement.

Question 9

Is Purposa Health aligned with FDA guidance on AI in drug development?

Accepted Answer

Yes. Our audit framework is built on and continuously updated against current FDA guidance on AI in drug development — including the FDA–EMA Guiding Principles of Good AI Practice and evolving expectations around model credibility and demographic subgroup performance. We monitor regulatory developments actively and incorporate new guidance into our methodology as it is published.

Question 10

How do we get started?

Accepted Answer

The first step is a confidential consultation — a direct conversation about where your organization stands on AI compliance and what Purposa can do about it. No generic proposal. No obligation. Use the Request a Confidential Consultation button anywhere on the site to schedule.

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