Cases
Cases · Employers & insurers Founding application · pilot stage

The risk is already in your workforce's blood work.

Self-insured employers pay claims directly — so late detection is money. Zenlo reads the routine lab panels your plan already covers into cohort risk tiers tied to claims cost, so benefits and finance can intervene while prevention still pays. Aggregate only — never individual PHI.

500–5kemployees · target plan size
$2PMPM · 90-day pilot
0individual PHI to the employer
6.3×modeled employer ROI

The challenge

Employer healthcare is broken on timing. Chronic conditions surface in claims only once they are expensive to treat. The data to catch them earlier already exists — it just isn't read.

01 · Timing

Detected too late

Most chronic disease is found when it's already costly — after it has entered the claims run.

diabetes · CVD · CKD · metabolic syndrome

02 · Wrong signal

Wellness measures steps

Traditional programs track engagement and activity — not laboratory disease risk.

steps · app logins · challenges

03 · Who pays

You are the insurer

A self-insured employer pays claims directly, so every late diagnosis lands on the plan, not a carrier.

direct claims · stop-loss · premium

04 · Blunt spend

Blanket programs

Benefits dollars spread across everyone instead of the cohorts that actually carry the risk.

low uptake · untargeted · hard to prove

05 · Unread data

Labs sit in silos

Routine blood work your plan already pays for is never turned into population-level signal.

PDF labs · annual physicals · panels

06 · Proof gap

No line to the CFO

HR can't show finance a defensible link from a wellness line item to avoided claims cost.

ICD-10 · CPT/HCPCS · ROI

How the engine applies

Existing panels in, two defensible views out. No new tests, no on-site clinics, no hardware. The same engine reads routine blood work into a cohort risk picture — one view for HR, one for finance.

Input · existing data Engine Output · two views Routine lab panels (PDF) 101 biomarkers, mapped Reference ranges · age/sex Zenlo engine deterministic + AI · auditable 15 clinical patterns k-anonymous aggregate ICD-10 / CPT mapping FOR HR Population risk view risk rates by cohort · engagement FOR FINANCE Claims-cost / ROI view ICD-10 mapped · modeled savings Upload → Analyze → Alert → Act · employees see personal insight, employers see aggregate only

Who signs

Two buyers at one table. The same dashboard speaks each one's language — claims and ICD codes for the CFO, engagement and risk tiers for HR.

CFO · finance

Claims cost, in their language

  • Cohort risk mapped to ICD-10 and CPT/HCPCS
  • Modeled avoided claims vs. program cost
  • Impact on stop-loss and renewal premium
  • Quarterly PDF summary for finance review
HR · benefits

Engagement and targeted action

  • Population risk by pattern and department
  • Enrollment and engagement tracking
  • Target the cohorts that carry the risk — not blanket programs
  • No names, no line-level labs, no diagnoses exported

Privacy by architecture

The employer never sees a person

Separation isn't a policy promise — it's how the system is built. Employees hold their own data; the employer only ever sees k-anonymous aggregates.

Aggregate only

Headcount, cohort risk rates and averages — never individual values.

  • No names or identifiers
  • No line-level lab values
  • No diagnoses exported to HR

k-anonymity enforced

Small cohorts are suppressed so no one can be re-identified.

  • Minimum cohort thresholds
  • Department views gated by size
  • Counts, not records

Compliance posture

Built on a HIPAA-aligned stack with zero data retention on model calls.

  • Anthropic BAA · zero data retention
  • Row-level security on every table
  • Wellness / early-detection — not a diagnostic device
Positioning, stated plainly. Zenlo for employers is a wellness and early-detection platform, not a Software-as-a-Medical-Device or a diagnostic tool, and not medical advice. The 6.3× ROI is a model, not a measured client result — the pilot is designed to measure it on your own claims data.

Who this is for

Whoever carries the claims risk. Built first for self-insured employers; the same aggregate engine extends to the partners who advise and underwrite them.

Primary

Self-insured employers

500–5,000 employees who pay claims directly and feel late detection on their own plan. HR Directors and CFOs as joint buyers.

Channel

Benefits consultants & brokers

Advisors who need a defensible, measurable early-detection line to bring to their self-insured books.

Year 2+

TPAs & health plans

Third-party administrators and plans that can read the same aggregate signal across many employer groups.

See it on your own claims data

Start a 90-day pilot at $2 PMPM — no lock-in. We map Zenlo to your claims and benefits data and measure the ROI on your population, not a model.