Pro-ficiency

What Pro-ficiency does

Pro-ficiency, founded in 2014 and headquartered in Raleigh, NC, provides simulation-based training and compliance solutions to the life sciences industry, with a primary focus on pharmaceutical, biotechnology, and contract research organization (CRO) customers running clinical trials. Its core product, the Pro-ficiency® adaptive learning platform, replaces traditional LMS-style clinical trial training with immersive simulation scenarios, AI-based avatars, pre-developed 3D human body rendering, and behavior-based performance analytics that target protocol deviations — which the company estimates cost roughly $500,000 per amendment — by training site investigators and staff on protocol execution in a risk-free environment. The platform underpins a horizontal offering that extends into Protocol Optimization, Continuing Medical Education, the Panorama KOL Insights Engine (acquired via Compass Group Partners in 2023), and the Sigma data dashboard hosted on Snowflake, addressing use cases across clinical operations, medical affairs, and commercial launch preparation.

The business operates a hybrid B2B revenue model combining subscription-based enterprise software (quote-based, multi-year contracts with a free evaluation option) and professional services for protocol optimization, experiential simulation production, and medical communications. Distribution is primarily direct enterprise field sales supplemented by a dense calendar of life sciences industry events, an extensive content/resource center, and webinars. Following the July 2022 acquisition of Fugitive Labs and June 2023 acquisition of Compass Group Partners, Pro-ficiency was itself acquired by Simulations Plus, Inc. (NASDAQ: SLP) in approximately August 2024, bringing it under a biosimulation and pharmacometrics platform that spans the drug development continuum. Simulations Plus is in turn subject to a pending acquisition by healthcare-focused private equity firm Altaris, LLC, which at closing would combine Pro-ficiency with Chemical Computing Group (CCG). Integration challenges surfaced in 2025, including disclosed internal-control issues, acquisition-related accounting charges, and an active securities fraud investigation by Bleichmar Fonti & Auld LLP, which represent material governance risk on top of the underlying business.

Revenue is not publicly disclosed; total disclosed funding prior to acquisition was approximately $6.15M across two rounds in 2021 and 2022, and headcount is reported in the 11-50 range. Quantified customer outcomes include 85.5% superior-experience ratings from 1,352 surveyed site investigators, 87.2% reporting that the simulation helped avoid a protocol deviation, and a CDC HIV treatment protocol deployment (n=4,026) in which pass rates rose from 69% to 97% after simulation training. The company has received 2025 Comparably workplace awards (Best Company — Happiest Employees, Best Company for Women, Best Company Outlook, Best Company Perks and Benefits) for a fully remote workforce.

Name

Pro-ficiency

Legal name

Pro-ficiency, LLC

Website

https://pro-ficiency.com

Company type

Private

Founded year

2014

Operating status

Acquired

Headcount range

11–50 employees

Short description

Pro-ficiency provides simulation-based training and compliance software for clinical trials, serving pharmaceutical, biotechnology, and CRO customers. Its adaptive learning platform and Panorama KOL insights engine are now part of Simulations Plus.

Ownership category

akta.pro rank

Product category

Clinical Trial Training Software

NAICS

Computer Training (611420), Professional and Management Development Training (611430), Educational Support Services (611710)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

Clinical Operations & Monitoring FSP (CRA/CTM/Start-up) (HLAGAOAA)

akta.pro secondary industry

Learning Data Infrastructure & Interoperability (LRS, xAPI/LTI/OneRoster, Data Pipelines) (EDAFAFAJ)

Keywords

• Clinical trial training
• Simulation-based learning
• Protocol optimization
• Medical communications
• Life sciences training

Headquarters

HQ city

Raleigh

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. Simulation-based Training Software Platform: Pro-ficiency offers its adaptive learning platform as a subscription-based software solution for clinical trial training, providing simulation experiences, data tracking, and performance analytics.
2. Consulting Services: Professional consulting services including clinical consulting, protocol optimization, experiential simulation, and medical communications for life sciences companies.
3. Panorama KOL Insights Platform: Subscription-based platform for key opinion leader identification and engagement, configured to individual company needs.

Pricing tiers

Go-to-market motion2 records

Distribution channels2 records

Marketing channels5 records

Core offering

Pro-ficiency provides the Pro-ficiency® adaptive learning platform, a SaaS-based simulation training solution that delivers immersive, scenario-based training for clinical trial site staff, replacing traditional LMS systems. The platform uses AI-based avatars, 3D scientific animations, and prescriptive behavior-based analytics to drive protocol comprehension and compliance. It also operates the Panorama KOL Insights Engine for medical affairs teams, and offers clinical consulting and protocol optimization services to life sciences clients.

Product overview

Pro-ficiency is a simulation-based training and performance management company for the life sciences industry. The core offering is the Pro-ficiency® adaptive learning platform, which provides immersive simulation-based training for clinical trial site staff. This platform integrates with the Panorama KOL Insights Engine for key opinion leader management, and supports Experiential Simulation services with AI-based avatars. Additional modules include Protocol Optimization, Continuing Medical Education, and the Sigma Data Dashboard for prescriptive analytics. The portfolio operates on Snowflake data cloud infrastructure and serves clinical trials, medical affairs, and commercial markets.

Differentiator

Problem solved

Functional benefit

Brands

• Pro-ficiency®: Next-generation adaptive learning platform providing simulation-based training for clinical trials, featuring immersive content, real-world scenario training, and behavior-based performance analytics.
• Panorama

Products and services

• Pro-ficiency® Platform Next-generation adaptive learning SaaS engine delivering immersive simulation-based training for clinical trial site staff (investigators and coordinators). Replaces traditional LMS with lifelike simulation scenarios, detailed learner data tracking, and behavior-based performance analytics for protocol compliance.
• Panorama KOL Insights Engine Configurable SaaS platform for identifying, scoring, and engaging key opinion leaders (KOLs) in the medical community. Provides comprehensive KOL profiles, the proprietary Panorama Expertise Score, dashboard analytics, sentiment tracking, and conference/event intelligence for medical affairs teams.
• Experiential Simulation Services Custom immersive simulation content produced by Pro-ficiency's in-house studio, including filmed scenarios, AI-based avatars, and pre-developed 3D scientific animations of the human body, tailored to specific learning and communication objectives for clinical trial sponsors and medical affairs teams.
• Protocol Optimization Proprietary consulting methodology that translates complex clinical trial protocols and regulatory documents into streamlined, interactive patient journey simulations including site operational flow. Identifies potential issues before study start-up to help sponsors avoid costly amendments.
• Continuing Medical Education (CME) Online simulation-based continuing medical education customized for healthcare professionals, featuring immersive branching video scenarios with personalized mentoring, advanced analytics dashboards, and AI-powered translation services for multilingual delivery.

Quantifiable outcome

• 85.5% of 1352 surveyed site investigators rated Pro-ficiency as a superior online training experience
• +4 more outcomes

Named customers3 records

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability10 records

Feature7 records

Partnerships

Two partnerships are on record, tiered minor.

• Compass Group PartnersminorStrategic or Co-development Partner · 13 June 2023Pro-ficiency acquired Compass Group Partners, a company specializing in medical communications for the life sciences industry. The acquisition expanded simulation-based technologies into medical and commercial markets, adding medical affairs and KOL management capabilities through the Panorama platform.
• Fugitive LabsminorStrategic or Co-development Partner · 12 July 2022Pro-ficiency acquired Fugitive Labs, a product development firm specializing in clinical trials. The acquisition enhanced Pro-ficiency's capabilities in clinical trial performance management and platform development.

Scale indicators5 records

Recent moves1 record

Expansion highlights5 records

Direct peers

• Kognito: Simulation-based health training platform using interactive role-play with virtual humans for clinical and behavioral health professionals. Direct methodological peer in immersive, AI-avatar-driven health workforce training.
• Clario (formerly CRF Health & Bioclinica): Clinical trial technology provider offering eCOA, imaging, and endpoint solutions. Targets the same sponsor and CRO buyers and competes for the digital clinical operations technology budget.
• Clinical Ink: Provider of eCOA, ePRO, and related clinical trial data capture technology used by sponsors and CROs. Comparable on the clinical trial technology category, end customers, and B2B SaaS subscription model.
• Level Ex: Medical simulation games and training for physicians, used by life sciences companies for HCP engagement. Closely comparable simulation-based learning approach targeting overlapping healthcare professional audiences.

Emerging players

• Saama Technologies: AI-driven life sciences analytics and clinical development platform serving pharma and CRO customers. Adjacent overlap on clinical operations analytics, with overlapping buyer personas at sponsor organizations.
• Paradigm Health (formerly Paradigm): Clinical trial technology and site management company serving biopharma and CROs. Overlaps on the clinical operations and site-staff enablement category Pro-ficiency targets.

Broad incumbents

• Simulations Plus: Pro-ficiency's parent company and the most directly comparable organization, combining biosimulation, pharmacometrics, and modeling software across the drug development lifecycle. Same end customers (pharma, biotech, CROs) and an integrated go-to-market after the 2024 acquisition.
• Medidata (Dassault Systèmes): Clinical trial SaaS platform within Dassault Systèmes, offering EDC, eCOA, RTSM, and analytics for trial sponsors and CROs. Direct overlap on the clinical operations customer base Pro-ficiency serves, with broader portfolio.
• Veeva Systems: Dominant SaaS provider for life sciences across clinical, regulatory, and commercial functions. Veeva Vault competes for the same sponsor and CRO budgets Pro-ficiency targets, and could bundle simulation training into its clinical operations suite.
• Oracle Health Sciences: Provider of clinical trial and pharmacovigilance software (formerly Phase Forward, Siebel Clinical) within Oracle's broader enterprise stack. Competes for the same sponsor-side training, EDC, and analytics wallets.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights6 records

Customer concentration

• Xx.com/ficiency_pro
• LinkedInlinkedin.com/company/propatient

Revenue estimate

Valuation estimate

Number of profiles

Profiles11 records

Subsidiaries3 records

Funding overview

Funding rounds2 records

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A2 records

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Pro-ficiency