Analyses

microsoft/phi-4-reasoning-plus

Jan 05, 2026 at 14:35
Completed
$0.0222 115971 tokens 20 sections
Completed
$0.0460 155190 tokens 20 sections

mistralai/mistral-large

Jan 05, 2026 at 14:35
Completed
$0.7121 139726 tokens 20 sections

z-ai/glm-4.7

Jan 05, 2026 at 14:35
Completed
$0.2099 142890 tokens 20 sections

qwen/qwen3-max

Jan 05, 2026 at 14:35
Completed
$0.4998 137802 tokens 20 sections

x-ai/grok-4.1-fast

Jan 05, 2026 at 14:35
Completed
$0.0892 247597 tokens 20 sections

deepseek/deepseek-v3.2

Jan 05, 2026 at 14:35
Completed
$0.0188 53539 tokens 20 sections

Project Specification

View Spec
# Clinical Trial Navigator

## Product Vision

A mobile-first platform that helps patients and caregivers discover, understand, and track eligibility for clinical trials relevant to their specific health conditions.

## Problem Statement

Finding relevant clinical trials is overwhelming. ClinicalTrials.gov lists 450,000+ studies with complex eligibility criteria written in medical jargon. Patients miss potentially life-changing opportunities because:

1. They don't know trials exist for their condition
2. Eligibility criteria are incomprehensible to non-medical readers
3. No easy way to track multiple trials or get notified of new ones
4. Geographic and logistical barriers aren't surfaced upfront

## Target Users

**Primary:** Patients with chronic or serious conditions (cancer, rare diseases, autoimmune disorders) actively seeking treatment options beyond standard care.

**Secondary:** Caregivers researching on behalf of family members, particularly elderly parents or children with rare conditions.

## Core Features

### Smart Matching Engine
- Import health records (FHIR-compatible) or answer structured questionnaire
- AI translates complex eligibility criteria into plain language
- Percentage-based match score with clear explanation of qualifying/disqualifying factors
- Filters for phase, location radius, compensation, time commitment

### Trial Tracker Dashboard
- Save and organize trials by condition
- Status updates (recruiting, not yet recruiting, completed)
- Notification when eligibility criteria change or new matching trials appear
- Calendar view of estimated timelines and visit schedules

### Plain Language Summaries
- Every trial gets an AI-generated "Patient Brief" explaining purpose, what participation involves, potential benefits and risks
- Comparison view for similar trials
- FAQ section with common questions answered

### Logistics Helper
- Travel distance and estimated costs
- Nearby accommodation options
- Insurance coverage check (where data available)
- Contact facilitation with trial coordinators

## Business Model

**Freemium SaaS:**
- Free: Browse trials, basic matching (5 conditions)
- Premium ($9.99/month): Unlimited conditions, notifications, export features, priority support
- Enterprise: White-label for hospital systems, pharma patient recruitment

**B2B Revenue:**
- Pharma/CRO partnerships for ethical patient recruitment (fee per qualified lead)
- Hospital system licensing for patient services departments

## Technical Approach

- ClinicalTrials.gov API for trial data (free, public)
- LLM for eligibility parsing and plain language generation
- FHIR integration for health record import
- Mobile-first PWA with offline capability for saved trials

## Market Opportunity

- 50M+ Americans with chronic conditions
- Clinical trial recruitment is a $2B+ market problem
- Average trial runs 6 months behind due to recruitment challenges
- Patient-centric approach differentiates from existing pharma-focused tools

## Competitive Landscape

- **ClinicalTrials.gov**: Official source, terrible UX, no personalization
- **Antidote (acquired)**: Similar concept, focused on pharma partnerships
- **TrialSpark**: B2B recruitment, not patient-facing
- **Mayo Clinic trials**: Single institution only

## Success Metrics

- Monthly active users
- Trial matches per user
- Click-through to trial coordinator contact
- Premium conversion rate
- Patient enrollment attribution (B2B)

## Risks and Mitigations

| Risk | Mitigation |
|------|------------|
| Medical advice liability | Clear disclaimers, no treatment recommendations, encourage physician consultation |
| Data accuracy | Regular sync with official sources, user feedback loop |
| Pharma perception | Transparent about partnerships, patient interests first |
| HIPAA compliance | SOC2 certification, encrypted storage, minimal data retention |

## Initial Funding Needs

$500K seed for 18-month runway:
- Engineering team (2 FTE)
- Clinical advisor (part-time)
- Legal/compliance setup
- Initial marketing and patient community building