What Datalytica does

Datalytica is a Maryland-based, service-disabled veteran-owned LLC founded in 2018 that builds AI assurance, digital twin, and industrial intelligence software for mission-critical defense and industrial customers. Its core offering centers on REVEAL (Reverse Engineering and Vulnerability Elucidation of Algorithms), a proprietary framework for characterizing AI/ML system behavior, vulnerabilities, and resilience in adversarial environments, including detection of model drift, data poisoning, and adversarial manipulation. Around REVEAL, the company has assembled an integrated eight-product platform: AI Assurance Monitoring, Incident Log Capture, Event Detection Fusion Engine, Object Tracking System, Uniformity Analysis, Physics Simulation Engine, Digital Twin, and AI Process Control. Together these products form a stack for capturing operational events, modeling physical systems digitally, simulating outcomes before deployment, and autonomously controlling processes in real time.

The business model is a hybrid of federal professional services and proprietary technology product sales. Primary revenue comes from contracts with U.S. Department of Defense components (Marine Corps, AFRL, DARPA), federal research agencies (ARPA-H), allied defense bodies (NATO), and selected industrial clients (steel plant modernization). Datalytica delivers strategic and technical advisory services, custom technology development, and deployable software products — individually or as an integrated platform — under quote-based federal procurement. Go-to-market is enterprise and field-sales-led, relying on thought leadership, conference keynoting, cleared personnel, and direct engagement with government decision-makers rather than self-serve SaaS. The company also sells technical training programs in Metaverse, AI, Blockchain, and 5G Red Team Development as a secondary stream. Pricing is not publicly disclosed. The company is privately held, founder-led, and operates from Laurel, Maryland with 11-50 employees and 9 active job postings spanning quantum sensing, photonics, mixed-signal engineering, and software development.

The customer base is concentrated almost entirely in U.S. federal defense and research agencies, with one disclosed commercial industrial engagement. The company's competitive positioning is anchored on founder Dr. Misty Blowers' credentials as former CTO for AI at the U.S. Marine Corps, a cleared workforce able to operate in classified environments, and the AFRL Regional Network Mid-Atlantic award (selected as 1 of 9 from 60 submissions) for AI assurance work.

Name

Datalytica

Legal name

Datalytica, LLC

Website

https://datalytica.net

Company type

Private

Founded year

2018

Operating status

Operating

Headcount range

11–50 employees

Short description

Datalytica is a Maryland-based federal contractor that builds proprietary AI assurance (REVEAL), digital twin, and industrial intelligence software for U.S. Department of Defense, AFRL, ARPA-H, DARPA, and selected industrial clients operating in mission-critical environments.

Ownership category

akta.pro rank

Product category

AI Assurance & Digital Twin Software

NAICS

Software Publishers (5132), Custom Computer Programming Services (541511), Software Publishers (513210)

SIC

Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Programming Services (7371)

akta.pro primary industry

AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)

akta.pro secondary industries

Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG), Audit, Explainability & Accountability Tooling (traceability, reporting) (HDAAAKAL), Data, Analytics & AI Consulting (BPAHAEAF), AI/ML Engineering & Model Development Services (BPAEAHAF)

Keywords

• AI assurance software
• Digital twin solutions
• Industrial intelligence platform
• Defense technology consulting
• Physics simulation tools

Headquarters

HQ city

Baltimore

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, Operations, Marketing or Sales

Revenue model

1. Government Contracting & Defense Services: Primary revenue stream through federal government contracts for the U.S. Department of Defense and related agencies. Provides strategic advisory, technical consulting, and technology development services to defense and government clients.
2. Custom Technology Products: Sale and deployment of proprietary AI assurance, digital twin, and industrial intelligence products. Products can be deployed individually or as an integrated platform.
3. Training Programs: Technical training programs covering Metaverse, Artificial Intelligence, Blockchain Technology, 5G Red Team Development, and other emerging technologies.

Go-to-market motion2 records

Distribution channels2 records

Marketing channels4 records

Core offering

Datalytica develops and sells a suite of AI assurance, physics-based digital twin, and industrial intelligence software products (including the proprietary REVEAL framework) alongside strategic advisory and technical consulting services. Its primary customers are the U.S. Department of Defense, federal research agencies (AFRL, ARPA-H, DARPA), and selected industrial operators such as steel plants. Products can be deployed individually or as an integrated platform to monitor AI integrity, model physical systems, detect events, and autonomously control processes.

Product overview

Datalytica offers a platform-plus-modules architecture comprising eight integrated products for industrial intelligence and AI assurance. The core platform centers on AI Assurance Monitoring (REVEAL), which provides real-time validation of AI model integrity. The operational intelligence suite includes Incident Log Capture, Event Detection Fusion Engine, Object Tracking System, and Uniformity Analysis for monitoring and quality control. Physics-based tools include the Physics Simulation Engine and Digital Twin for virtual testing and system modeling. AI Process Control provides autonomous optimization. These products work together as an integrated platform: capturing incidents, detecting events, modeling operations, and enabling AI-driven control for risk-reducing intelligence infrastructure. Additionally, Datalytica offers training programs in Metaverse, Artificial Intelligence, and Blockchain Technology, plus specialized capabilities including 5G Red Team Development, event extraction and characterization, AI-enabled critical event detection, and black box reverse engineering.

Differentiator

Problem solved

Functional benefit

Products and services

• AI Assurance Monitoring (REVEAL) AI assurance and test-and-evaluation framework that characterizes AI/ML system behavior, vulnerabilities, and resilience in adversarial and mission-critical environments, providing real-time validation that AI models remain uncompromised. Designed for defense agencies, federal research organizations, and industrial operators deploying AI in high-stakes environments.
• Incident Log Capture Incident tracking tool that enables operators to quickly capture and organize incidents with time-stamps, location, and context, creating a reliable operational record for pattern analysis and prioritization. Built for industrial and operations teams that need structured incident records across shifts, teams, and systems.
• Physics Simulation Engine Virtual testing platform that simulates material flow, deposition, and behavior under real operating conditions, enabling teams to predict outcomes and test changes safely before deploying to physical systems. Targeted at industrial process engineers and operations leaders in process-intensive manufacturing.
• Uniformity Analysis Quality analysis tool that verifies batch specifications, spots drift before defects appear, and tracks quality trends over time with uniformity scoring across shifts, machines, or sites. Designed for quality and process engineering teams in manufacturing and process-intensive industries.
• AI Process Control Intelligent control system that autonomously adjusts system parameters in real time to sustain optimal performance, detect and correct drift, and maintain alignment with mission or production objectives. Targeted at industrial operators seeking autonomous optimization beyond traditional human-in-the-loop control.
• Digital Twin Virtual copy platform that models real systems, equipment, and processes, connects to live sensor data and events, and enables virtual testing, early issue detection, and AI-driven optimization. Designed for industrial operators and defense programs that need to test scenarios before physical deployment.
• Object Tracking System Real-time asset tracking system that monitors mission-critical assets across distributed environments, detecting movement, missing items, or unauthorized area departures. Built for defense logistics and industrial operators that need accountability over physical assets.
• Event Detection Fusion Engine Intelligent event detection system that combines data from multiple sources, surfaces emerging issues early, filters noise, links related events, and provides clear alerts for fast response. Designed for operations teams that need earlier awareness and faster response across multi-source operational data.

Quantifiable outcome

• Reduced downtime through virtual testing with Digital Twins
• +2 more outcomes

Named customers6 records

Segments2 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability14 records

Feature9 records

Partnerships

Seven partnerships are on record, tiered core, major and minor.

• U.S. Department of DefensecoreStrategic or Co-development PartnerDatalytica serves as a federal contractor for the U.S. DoD, providing AI governance, operational support, and technology development. The company supports various DoD initiatives including Skillbridge program participation for transitioning military members.
• Air Force Research Laboratory (AFRL)coreStrategic or Co-development PartnerDatalytica was selected for AFRL Regional Network – Mid-Atlantic funding for AI Assurance and Reverse Engineering work. Participates in AFRL-led ORION (Open-Architecture, Resilient IoT for Operational Networks) ecosystem for IoT technology workshops.
• ARPA-H (Advanced Research Projects Agency for Health)coreStrategic or Co-development PartnerDatalytica provides strategic and technical advisory support to ARPA-H to shape research portfolio, refine program strategy, and strengthen execution for biomedical and health breakthroughs.
• NATOmajorStrategic or Co-development PartnerDr. Misty Blowers served as keynote speaker at NATO specialist meeting presenting on 'Operationalizing Trusted AI for Coalition-Ready Space Superiority', highlighting importance of secure, resilient AI systems in allied operations.
• DARPA (Defense Advanced Research Projects Agency)coreStrategic or Co-development PartnerDatalytica leverages expertise to provide strategic and technical advisory support to DARPA, one of the world's leading research institutions and innovation organizations. Supports evaluation of technical approaches and program positioning.
• KPMGminorStrategic or Co-development PartnerDatalytica's CEO Dr. Misty Blowers participated in KPMG Tech and Innovation Symposium panel alongside other industry leaders discussing political, economic, and technological forces driving innovation strategies.
• SPIEminorStrategic or Co-development PartnerDatalytica served as experts in focused discussion on core challenges the Department of Defense faces in operationalizing Large Language Models at mission scale at SPIE Disruptive Technologies in Information Sciences Conference.

Scale indicators2 records

Recent moves6 records

Expansion highlights5 records

Broad incumbents

• Booz Allen Hamilton: Large federal consulting and engineering services prime with deep DoD and intelligence community relationships and an active AI/analytics practice. Comparable to Datalytica in serving the same federal buyers and competing for similar AI assurance and digital modernization work, though Booz Allen operates at vastly greater scale and across far broader portfolios.
• Leidos: Major defense and civil government contractor with significant AI, digital modernization, and trusted-systems practices serving DoD, AFRL, and DARPA. Directly comparable to Datalytica in target customer set and adjacent technical domains, but with the scale and program-of-record vehicles of a top-tier prime.
• SAIC: Federal services integrator with extensive DoD and intelligence community work in engineering, digital modernization, and AI/ML. Comparable in serving the same buyer base and competing for similar AI and digital engineering task orders, but at meaningfully larger scale.
• Palantir Technologies: Public software and analytics company with deep DoD and IC penetration via platforms such as Gotham and Foundry, increasingly investing in AI assurance and operationalizing ML for mission use. Comparable to Datalytica's AI-for-defense mission and DoD buyer relationships, with substantially greater platform reach and capital resources.
• Anduril Industries: Venture-backed defense technology company building AI-enabled autonomous systems and command-and-control platforms for DoD and allies. Comparable to Datalytica in mission focus on trusted AI for defense, though Anduril operates its own hardware and at significantly larger scale and funding.

Emerging players

• Rebellion Defense: AI-focused defense technology company building software products for mission planning, intelligence, and cyber for DoD buyers. Comparable to Datalytica as a venture-stage company bringing commercial AI engineering into defense, though Rebellion's product breadth and capital base are larger.
• Synthetaic: AI company applying machine learning to defense and intelligence problems including object detection and monitoring at scale. Comparable to Datalytica in offering AI capabilities to defense customers with a focus on trustworthy, operational AI, though Synthetaic is more narrowly focused on computer vision and rapid training.
• Shift5: Operational technology data and cybersecurity company serving defense and industrial customers with observability and intrusion detection for critical systems. Comparable to Datalytica in fusing cyber/AI assurance with industrial and defense OT environments, with a similarly focused go-to-market on DoD and industrial buyers.

Direct peers

• Clarifai: AI platform company providing model training, evaluation, monitoring, and observability tooling — directly overlapping with REVEAL's AI assurance and model monitoring capabilities. Comparable to Datalytica as a specialized AI platform vendor with a focus on operationalizing and evaluating models, though Clarifai is primarily commercial and government-focused outside DoD.
• HiddenLayer: AI security and assurance platform purpose-built for protecting ML models against adversarial attacks, drift, and tampering. Highly comparable to Datalytica's REVEAL framework in offering AI assurance, adversarial robustness, and model monitoring tooling, with overlapping buyer interest in regulated and defense-adjacent verticals.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/datalytica-llc

Revenue estimate

Valuation estimate

Number of profiles

Profiles7 records

Funding overview

Funding rounds1 record

Investors1 record

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

M&A

Investments

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

Frequently asked questions about Datalytica