Health Equity Intelligence Platform

Community Voices, Translated into Action

Transform survey responses, narratives, and Video Lab interviews into recruitment-ready insights. AI-powered analysis grounded in what communities actually say.

acemvp.net/insights
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The Foundation

Built on real community data

Every insight traces back to actual survey responses, narrative voices, and recorded interviews — never synthetic data.

Community Surveys

Structured responses across 30 metros covering barriers, trust sources, and trial readiness.

Narrative Voices

Free-text stories about healthcare experiences, embedded as vectors for semantic search.

Video Lab Interviews

In-depth recorded interviews with condition-specific speakers, transcribed and categorized.

ACE ASSIST

Ask questions. Get community-grounded answers.

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Problem

Your clinical ops team waits weeks for custom research pulls. By the time data reaches the enrollment strategy meeting, the recruitment window has narrowed.

Built

Ask a plain-English question and get structured insights in seconds — barrier breakdowns, trust patterns, direct community quotes, and strategic recommendations, all validated against real survey responses.

Why It Matters

Collapse the time from "I wonder what communities think about X" to "here's the evidence" from weeks to seconds. Enrollment strategy meetings start with community-grounded data, not assumptions.

Try ACE Assist

Query Results

Top Barriers in Atlanta

Insurance / cost concerns42%
Transportation access28%
Long wait times19%
Language barriers11%
GEO INTELLIGENCE

See equity patterns across 30 metros.

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Problem

Site selection relies on claims data and investigator relationships. You're missing the community-level barriers that determine whether patients actually show up.

Built

Heatmap overlays, metro-vs-metro comparisons, and filterable rankings with radar-chart detail. See exactly where transportation kills retention, where trust is highest, and which metros are under-tapped.

Why It Matters

Pick sites where the community is ready — not just where you have PI relationships. Reduce screen-fail rates by matching trial design to local barrier profiles before the first patient is enrolled.

Explore Maps

Metro Rankings

Equity Score Comparison

#1 Atlanta, GA83.5
#2 Houston, TX78.2
#3 Charlotte, NC74.1
#4 Detroit, MI69.8
VOICE PLAYBOOK

Speak the community's language.

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Problem

Your IRB-approved recruitment flyer says "participate in a clinical investigation." The community says "they want to experiment on us." The language gap is costing you enrollment.

Built

AI surfaces the exact phrases that build trust and the exact phrases that push people away — extracted from thousands of real community narratives, filterable by demographic and metro.

Why It Matters

Rewrite recruitment materials in the community's own language. Teams that match messaging to community voice patterns see higher enrollment and lower early dropout.

Open Playbook

Trust Signals

What Resonates

"My doctor actually listened"40%
"They explained everything"35%
"Treated me like family"28%
"Followed up after visit"22%
EQUITY SCORECARD

Measure what matters for health equity.

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Problem

The board asks "how are we doing on health equity?" and your team scrambles to assemble a narrative from disconnected data sources. There's no single number to point to.

Built

Five dimensions — Access, Trust, Trial Readiness, Community Engagement, and Equity Gap — scored per metro with letter grades A through F. Auto-recomputed from live survey data.

Why It Matters

Give leadership a defensible, data-backed equity score for board decks. Compare markets at a glance and direct investment where it moves the needle.

View Scorecards

Atlanta, GA

Grade: B+

Access78
Trust82
Trial Readiness71
Equity Gap65
PERSONA BUILDER

Meet the community before you meet the community.

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Problem

Your recruitment team designs one-size-fits-all outreach because they can't see the distinct segments within a community. The skeptics, the advocates, and the caregivers all get the same flyer.

Built

Select a metro and demographic, click Generate, and get 3-4 data-driven composite personas — each with barriers, trust sources, trial readiness, and a synthesized voice quote. Built from real survey narratives, not marketing assumptions.

Why It Matters

Tailor outreach per segment before the first site visit. Teams that design persona-specific messaging see higher enrollment because they address the right fears with the right language for each audience.

Build Personas

Persona Builder

Black Community — Atlanta

The Faith-Driven Skeptic30%
The Informed Advocate25%
The Overburdened Caregiver20%
The Willing Pragmatist15%
Enterprise-Ready

Built for teams that need to trust their data

Quality assurance, intelligent caching, configurable feature flags, and team collaboration — everything a pharma ops team expects from a production intelligence platform.

Output Quality Assurance

Automated QA

Every AI response is regression-tested against golden benchmarks. Your team gets validated insights, not hallucinations.

Sub-Second Caching

Instant Repeats

Intelligent query caching delivers repeat insights instantly. Pre-warmed on startup so the platform is fast from the first click.

Configurable Intelligence

8 Toggles

8 feature flags let you dial capabilities up or down per deployment — topic deep-dives, benchmarks, multi-turn sessions, and more.

Continuous Learning

Team Knowledge

Save, share, and pin high-value queries across your team. Build an institutional knowledge base that compounds over time.

Video Lab Integration

From recorded interviews to searchable insights

Video Lab interviews are processed through an automated pipeline: S3 storage, Amazon Transcribe for speech-to-text, Claude for quote extraction and categorization, and pgvector for semantic search alongside survey data.

S3LambdaTranscribeClaudepgvectorFastAPI
6 speakers
Sentiment analysis per quote
Trial propensity scores 1-10

Ready to hear what communities are really saying?

Start with a question. ACE Assist will surface the insights that matter — grounded in real voices, not assumptions.