Now in Early Access

Your MSL Engagement is
intentional.

Your strategy should be too.

Stop settling for generic KOL lists. Build strategy specific to your workflows — by specialty, disease, treatment volume, geography, trial involvement, and engagement history.

find:Non-specialist PCP gout treaters in the Southeast
Build your search...

Active Filters

Specialty:Non-specialist PCPDisease:GoutDrug:ColchicineClaims:>100/yearRegion:Southeast US
247 community treaters matched0.8s

Trusted by Medical Affairs leadership to power strategic KOL engagement and field-level decision making across therapeutic areas.

Enterprise Medical Affairs
MSL Field Teams
Commercial Strategy
0K+

KOL Profiles Indexed

0+

Therapeutic Areas

<0h

Data Latency

0M

Publications Analyzed

Customizable Intelligence

Stop searching for “Top Rheumatologists”

Every MSL workflow is different. Build queries that match yours — filter by specialty, disease, treatment patterns, geography, trial involvement, and engagement history. Every search becomes a living resource your team can revisit, refine, and build on.

The generic approach

Top Rheumatologists
500+ results
Sorted alphabetically
No relevance scoring
No claims verification

With Bionara Atlas

Build your search...
Specialty:Non-specialist PCPDisease:GoutDrug:ColchicineClaims:>100/yearRegion:Southeast US
247 providers matched
0.8s
89 Tier 1Scored by relevanceClaims-verified
Community Treaters247 providers

All non-specialist PCP gout treaters with >100 colchicine claims in the Southeast

PCPGoutColchicine>100 claimsSoutheast
Academic KOLs34 investigators

Researchers publishing on IL-1 inhibitors with active Phase III clinical trials

ResearchIL-1 InhibitorsPhase III>5 pubs
Untapped Prescribers183 prescribers

High-volume endocrinologists prescribing GLP-1s with no prior MSL engagement

EndocrinologyGLP-1Top quartileNo MSL

How it Works

Medical-grade pipelines,
AI-powered insights

Define a therapeutic area. Our data pipelines and AI engine automatically score, rank, and tier every relevant provider in the country — you just focus on engagement.

01

Configure

Define your therapeutic area, target criteria, and tiering thresholds. Point-and-click setup — no engineering required.

02

Score

AI-powered pipelines aggregate multiple data signals, normalize across specialties, and compute composite relevance scores automatically.

03

Classify & Tier

Intelligent classification identifies the right providers and ranks them within each specialty — giving you actionable, tiered results.

Community Treater Scoring

Multi-signal scoring across prescribing patterns and treatment volume, normalized per specialty with intelligent tiering.

Claims-based

Academic KOL Ranking

Rank researchers by publication relevance, citation impact, and authorship position across the scientific literature.

Publication-based

Provider Classification

Automatically classifies providers as high, medium, or emerging treaters based on multi-dimensional activity signals.

Configurable

Provider Taxonomy

Every expert type, covered

From community prescribers to academic thought leaders — scored and tiered using the data sources that matter for each type.

Community Treaters

High-prescribing community physicians scored across multiple data signals, classified by specialty with configurable relevance weights.

Academic Researchers

Publication-driven ranking scored by relevance, citation impact, recency, and authorship — surfacing the researchers who matter most in your therapeutic area.

Trial Investigators

Identified from clinical trial registries — principal and sub-investigators mapped by therapeutic area, phase, and enrollment footprint.

Specialists

Organized into disease-specific specialty groups — rheumatology, endocrinology, cardiology, and more — with intelligent filtering and matching.

Primary Care Providers

PCPs identified through prescribing patterns and treatment activity, tiered by volume and therapeutic area engagement within their practice.

Scientific Leaders

Identified through industry engagement, advisory board participation, and high-impact publication records across therapeutic areas.

Your strategy is intentional.
Your tools should be too.

Join MSL teams using Bionara to build strategy specific to their workflows — powered by intelligent data pipelines, AI-driven scoring, and adaptive tools that evolve with you.