Real-time prescribing intelligence

Mosaic Health Solutions — MosaicRx by Nihit Gurram. Prevent prescribing cascades before they cause harm.

MosaicRx, by Mosaic Health Solutions, is a real-time medication risk prioritization layer at the moment of prescribing. Phenotype-driven, glass-box explainable, and designed for the clinician-in-the-loop.

Built for value-based care teams managing complex older adults.
Encounter · M. Alvarez, 78
Live
Top 3 risks · prioritized
Surfaced at prescribing moment · rank by relevance
Glass Box
  • Elevated anticholinergic burden

    High

    Cumulative ACB score 7 across 3 active meds — associated with cognitive slowing & falls.

  • Prescribing cascade signal

    Watch

    Diuretic started 14 days after NSAID initiation — temporal pattern consistent with cascade.

  • Fall-risk phenotype: high

    High

    Orthostatics + sedating load + recent gait change. Phenotype match 0.89.

Medication timeline
last 90d
Lisinopril
NSAID
Diuretic
Statin
Today
The prescribing cascade

The most expensive medication errors don't look like errors.

They look like new diseases — until a patient falls, becomes delirious, or lands in the ED. By then, the chain is invisible.

01
A medication causes a subtle side effect
02
The side effect is misread as a new condition
03
A new medication is prescribed to treat it
04
Burden compounds — sedation, orthostasis, confusion
05
Fall, delirium, ED visit, readmission
$35B+
Annual US fall-related hospital costs
1 in 3
Hospitalized older adults experience delirium
44%
Adverse drug events in seniors are preventable

We help prevent the fall that leads to a $30K+ hospitalization.

The product

Top 3 risks · why they matter · what's driving them.

MosaicRx isn't another alert. It's a prioritized, patient-specific read on what could go wrong in the next 90 days — delivered the moment a clinician opens the chart.

  • Phenotype-specific, not population-generic

    Risks are scored against the patient's longitudinal trajectory, not a static drug-drug table.

  • Glass Box explainability

    Every signal exposes its evidence trail: contributing meds, timing, and the questions worth reviewing.

  • Clinician-in-the-loop, always

    MosaicRx surfaces. The clinician decides. Nothing auto-prescribes, nothing auto-stops.

Evidence drawer
Elevated anticholinergic burden
Confidence 0.91
Contributing medications
DiphenhydramineOxybutyninAmitriptyline
Why this matters

Cumulative ACB ≥ 3 in adults >75 is associated with cognitive decline, urinary retention, and falls. Patient's score: 7.

Questions to review
  • Is amitriptyline still needed for sleep, or can it be tapered?
  • Substitute oxybutynin with mirabegron?
How it works

Three steps. No new workflow.

01

Context capture

EHR data, longitudinal medication history, labs, and real-world inputs where available — assembled into a patient-specific picture.

02

Risk engine

Phenotype-aware models rank by relevance, not completeness. Built explicitly to avoid alert fatigue.

03

Glass Box output

Top 3 risks with evidence trace, contributing meds, timeline, and questions to review. Clinician decides.

Why it's different

Not an alert. Not a scribe. Not a polypharmacy calculator.

MosaicRx sits in a category of one: a prioritization layer at the prescribing moment, designed around clinical judgment.

EHR alerts
Pharmacist review tools
MosaicRx
Timing
Late — after order
Between encounters
Prescribing moment
Signal quality
Generic drug-drug
Manual review
Phenotype-specific
Alert fatigue
High
N/A (async)
Engineered against
Auditability
Black box rules
Free-text notes
Glass Box evidence trail
Clinician-in-the-loop
Override-driven
Recommendation memo
Surfaces · clinician decides
Implementation
Deep EHR build
Staffing model
Pilotable; integration later
Economics

Reduce complications. Protect margin under risk.

For risk-bearing groups and value-based systems, prevented complications are the line item. MosaicRx targets the high-cost, hard-to-see misses.

  • Reduce medication-driven complications, LOS extension, and readmission risk.
  • Improve financial performance within DRG-based reimbursement by reducing outlier cases.
  • Strengthen quality and safety metrics with a defensible evidence trail.
Back-of-envelope

One prevented fall.

The average fall-related hospitalization for an older adult exceeds $30K. A single prevented event can offset the annual cost of MosaicRx.

$30K+
Avg. fall cost
44%
Preventable ADEs
60–90d
Time to value

Illustrative only. Actual results depend on population, baseline, and workflow.

60–90 day pilot

Pilot MosaicRx in a community clinic.

Designed for risk-bearing outpatient groups managing complex older adults. Start with a focused workflow — integration follows once value is proven.

What you need to start
  • A clinical champion and 3–10 prescribing clinicians
  • Synthetic or de-identified workflow for week 1 (no integration required)
  • Defined patient cohort (e.g., 65+ with ≥5 active meds)
  • Optional EHR integration scoped after pilot validation
What we measure
  • Cascade interception rate
  • Insight acceptance rate
  • Repeat use per clinician
  • Time recovered per encounter
  • Explainability engagement rate
About us

The team building MosaicRx.

A clinician-aware, builder-first team backed by senior clinical and commercial advisors across Stanford, community medicine, and value-based care.

Founding team
NG
Nihit Gurram
Founder

Operator-clinician translator. Builds at the intersection of value-based care, medication safety, and prescribing workflow.

SN
Saba Nafees, Ph.D.
Co-Founder

Mathematical biology and clinical modeling. Translates phenotype-driven risk into rigorous, defensible signal.

JM
Justino Mora
Co-Founder & CTO

Engineering leader. Built mission-critical civic tech at scale. Owns architecture, security, and the EHR integration path.

Strategic advisors
Dr. Krishnamohan
Stanford-affiliated Neurology
Clinical signal · neurology workflow
Dr. Andy Le
AZ Medical Clinic
Design partner · community PCP workflow
Dr. Robert Lin
Stanford MCiM · Thought Partner
Innovation strategy · clinical translation
Nels Toriano
Summit BP
Business development · GTM
Daybreak Labs IncubatorNucleate Activator Semifinalist
FAQ

The questions clinical and economic buyers actually ask.

No. MosaicRx is a prioritization layer — it surfaces the top 3 patient-specific risks ranked by relevance, with the evidence behind each one. It is engineered against alert fatigue: relevance over completeness, signal over noise.
Contact

Request a demo or start a pilot conversation.

Tell us a bit about your team. We'll follow up within two business days.

Clinician-in-the-loop · Glass Box explainability

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