Longevity & Preventative Health Technology

We evaluate the technology that's reshaping longevity

Peakspan Lab AI is a consultancy and advisory firm for the healthspan and preventative longevity space. We evaluate wearables, hardware, and software companies, develop frameworks, and build partnerships that connect the right technology to the right providers.

Abstract representation of interconnected health technology layers: data, biomarkers, and clinical insights connected by light pathways

Two lenses on the same problem

The longevity and preventative health space is moving fast. New wearables, aging clocks, biomarker platforms and AI-driven tools are launching constantly, but the quality, evidence and clinical usefulness vary enormously.

Peakspan Lab AI helps navigate that landscape. We evaluate companies and technologies, develop practical frameworks for assessing healthspan tools, and build advisory partnerships that connect evaluated companies with the longevity providers who need them. Ana brings the medical and scientific lens, evaluating the biology, the biomarkers and the clinical evidence. Roshan brings the product and technology lens, evaluating the software, the data architecture and the AI. Together, we cover both sides of the equation.

Dr Ana Baroni

Dr Ana Baroni, MD, PhD

Co-Founder, Medical & Scientific

Physician-scientist with over 25 years in precision, regenerative, functional and longevity medicine. Dr Baroni holds an MD, a PhD in Molecular Diagnostics (Cum Laude) and multiple MSc degrees. She brings deep clinical and scientific authority to every evaluation, assessing the biology, the biomarkers and the evidence behind the technology Peakspan evaluates.

MD, PhD Molecular Diagnostics Precision Medicine Longevity Research Clinical Leadership
Roshan Bharwani

Roshan Bharwani

Co-Founder, Product & Technology

Product and technology specialist with a background in digital procurement, AI and technology innovation. Roshan evaluates the software, data architecture and AI behind the companies Peakspan assesses, bringing a product lens that focuses on real-world readiness, user experience and technical quality.

Digital Procurement AI & Technology Evaluation Product Strategy Tech Integration

Consultancy, evaluation & integration

We work across the full lifecycle of preventative health technology, from evaluating individual products to building the partnerships that get them into clinical use.

01, Tech Evaluation

Evaluating companies & products

We assess consumer wearables, hardware, and software companies in the healthspan and preventative health space. Our evaluations cover clinical evidence, technical architecture, data quality, regulatory status, and real-world performance.

  • Consumer wearables and remote monitoring devices
  • Aging clocks and biomarker platforms
  • AI coaching and clinical decision-support tools
  • Digital telemetries and health data platforms
02, Frameworks

Developing assessment frameworks

We build practical frameworks for evaluating healthspan and preventative health technology. These help clinics, investors, and providers make informed decisions about which tools to adopt and which to avoid.

  • Evidence grading for aging biomarkers and clocks
  • Vendor evaluation checklists for AI health tools
  • Tech readiness assessments for clinical integration
  • Product evaluation criteria for wearables and software
03, Advisory & Partnerships

Building connections that matter

We build affiliate and advisory partnerships with the companies we evaluate. We help them reach the right longevity providers in our contacts list, and we help providers choose technology that has been properly assessed.

  • Matching evaluated companies with longevity clinics
  • Advisory roles with healthspan technology companies
  • Provider procurement support and recommendations
  • Curated startup evaluation pipeline
04, Consultancy

Longevity & preventative health advisory

We provide consultancy to clinics, investors, and organisations looking to understand and adopt preventative health technology. Our advice is grounded in clinical science and product expertise, not marketing claims.

  • Technology strategy for longevity clinics
  • Investment due diligence on healthspan companies
  • Regulatory and procurement guidance
  • Market landscape analysis and trend briefings

Practical frameworks for evaluating healthspan technology

We develop frameworks that help clinics, investors, and providers make informed decisions about preventative health technology. Each draws on peer-reviewed evidence and published evaluation standards.

01, Programme Design

The Five-Stage Loop

MIDAS

Measure, Interpret, Decide, Act, Show. A framework for evaluating whether a longevity programme can actually prove it works. Most programmes invest in measuring and advising but never build the part that proves the outcome changed.

  • Measure: does every value carry provenance, including assay, lab, version, timestamp?
  • Interpret: can the system distinguish real change from noise?
  • Decide: are recommendations evidence-graded with clinician sign-off?
  • Act: is there an engagement layer designed for adherence?
  • Show: is there an outcome ledger that makes skipping proof impossible?
© 2026 Peakspan Lab AI — proprietary framework, not for use without permission
02, Vendor Evaluation

The Procurement Checklist

Ten questions every clinic should ask any AI or longevity technology vendor, each linked to a published standard. Draws on established evaluation frameworks including TRIPOD+AI, DECIDE-AI, the CHAI model card, NHS DTAC, and FDA guidance.

  • Intended use and regulatory classification
  • External validation on the target population
  • Deployment discount: benchmark vs real-world performance
  • Model cards, drift monitoring, update control, outcome commitments
© 2026 Peakspan Lab AI — proprietary framework, not for use without permission
Download the full checklist (PDF)

A partnership in practice

We work with companies across the preventative health space, from digital telemetries to aging clocks to consumer wearables. Our biggest partnership is with HexaGene, where we're helping bring their longevity operating system to the providers who need it.

Active Partnership

HexaGene

hexagene.ai

HexaGene is a longevity and biological-risk platform that converts routine clinical biomarkers, including albumin, hemoglobin, hs-CRP, HbA1c, eGFR, and triglycerides, into a unified structural stress score across six health axes: structural, inflammatory, metabolic, redox, kinetic, and system balance.

  • Validated on quantum hardware across three platforms
  • Mortality prediction and early-warning detection for functional decline
  • Pathogenicity scoring and mutation-impact analysis without genetic sequencing
  • Applicable to precision health, genomic diagnostics, and pharmaceutical R&D
Let's talk

Working together on preventative health technology

Whether you're a company seeking evaluation, a clinic looking for the right technology, or an investor needing due diligence, we'd like to hear from you.

hello@peakspanlab.ai