Mosaic Data Science
Mosaic Data Science is a private AI/ML consulting firm, founded in 2004 and based in Leesburg, Virginia, that builds custom predictive and prescriptive analytics software for enterprise clients across industrials, healthcare, transportation, retail, financial services, and aerospace.
- Company typePrivate
- Founded2004
- HeadquartersLeesburg, United States
- Headcount51–100
- GTM typeB2B
- OfferingServices
What Mosaic Data Science does
Mosaic Data Science is a privately-held AI and machine learning consulting firm founded in 2004 and headquartered in Leesburg, Virginia, with a regional brand (Mosaic Data Science Canada) extending its reach across North America. The firm designs and deploys custom predictive and prescriptive analytics solutions for mid-to-large enterprise clients in industrials (manufacturing, oil & gas, utilities), healthcare and life sciences, transportation and logistics, aviation and aerospace, retail and CPG, and financial services. Engagements are delivered by full-time North American data scientists via three models: project-based consulting, staff augmentation under the 'Rent a Data Scientist' offering, and proprietary solution frameworks such as Mosaic Neural Search Engine, Mosaic.deploy (MLOps), and MENTOR AI (industrial maintenance).
The company's underlying technology stack is tool-agnostic, anchored in Python and R and spanning TensorFlow, PyTorch, Keras, MLflow, Kubernetes, Docker, Apache Spark, LangChain, and Hugging Face, deployed across AWS, Azure, and Google Cloud with Tableau, Plotly Dash, Power BI, and Shiny for visualization. Mosaic's AI capabilities span computer vision, NLP and LLMs, generative AI, time-series forecasting, anomaly detection, mathematical optimization, and algorithmic bias auditing aligned with the NIST AI Risk Management Framework.
Mosaic operates a sales-led GTM targeting enterprise and mid-market clients through direct outreach, a website contact form, phone, and email, supported by an extensive thought-leadership content engine (case studies, white papers, blogs, webinars, conference participation). Revenue is generated primarily through professional services engagements with quote-based, project-specific pricing, supplemented by custom AI software development and licensing of proprietary solution frameworks. The firm reports an 89% customer retention rate and over 200 successful AI/ML deployments, with no external venture or private equity funding disclosed.
Mosaic Data Science firmographics
Firmographics- Name
- Mosaic Data Science
- Legal name
- Mosaic Data Science
- Website
- https://mosaicdatascience.com
- Company type
- Private
- Founded year
- 2004
- Operating status
- Operating
- Headcount range
- 51–100 employees
- Short description
- Mosaic Data Science is a private AI/ML consulting firm, founded in 2004 and based in Leesburg, Virginia, that builds custom predictive and prescriptive analytics software for enterprise clients across industrials, healthcare, transportation, retail, financial services, and aerospace.
- Ownership category
- akta.pro rank
Mosaic Data Science industry classification
Industry- Product category
- AI/ML Consulting and Custom Software Development
- NAICS
- Computer Systems Design and Related Services (54151), Other Scientific and Technical Consulting Services (54169), Engineering Services (54133)
- SIC
- Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Programming Services (7371), Services-Engineering, Accounting, Research, Management (8700)
- akta.pro primary industry
- AI/ML Engineering & Model Development Services (BPAEAHAF)
- akta.pro secondary industries
- Industry/Domain Analytics Solutions & Accelerators (BPAEAHAK), Advanced Analytics & Data Science Services (BPAEAHAE)
Keywords
Where Mosaic Data Science is headquartered
LocationHeadquarters
- HQ city
- Leesburg
- HQ country
- United States
- HQ region
- North America
Offices2 records
Markets served
Mosaic Data Science business model
Business model- GTM type
- B2B
- Offering type
- Services
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure
Revenue model
- Professional AI/ML Consulting Services: Mosaic generates revenue primarily through custom AI/ML consulting engagements. Engagement models include 'Rent a Data Scientist' (staff augmentation), project-based consulting (strategy, execution, model development), and ongoing support including integration, change management, maintenance, and rollout services. Pricing is quote-based and project-specific.
- Custom AI Software Development: Mosaic builds and deploys custom AI-powered software applications tailored to specific client needs. Revenue is generated through software development projects that deliver end-to-end AI/ML services from strategy development to model deployment, full-stack software development, and custom dashboards. The company also provides ongoing maintenance and support.
- Solution Frameworks (Mosaic.deploy, Mosaic Neural Search): Mosaic offers proprietary solution frameworks (Mosaic.deploy, Mosaic Neural Search, MENTOR AI) that can be deployed and customized for client environments, potentially generating licensing or managed services revenue.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Multi-year contract | Custom enterprise engagement - pricing varies by project scope, team size, and engagement model |
Go-to-market motion2 records
Distribution channels3 records
Marketing channels8 records
Mosaic Data Science product offering
Product offeringCore offering
Mosaic Data Science is a custom AI and machine learning software consultancy that designs, develops, and deploys tailored predictive and prescriptive analytics solutions for enterprise clients. The firm delivers custom AI/ML software projects, staff augmentation through its "Rent a Data Scientist" model, and proprietary solution frameworks including Mosaic Neural Search, Mosaic.deploy, and MENTOR AI across industries such as manufacturing, energy, healthcare, transportation, retail, and financial services.
Product overview
Mosaic Data Science is a custom AI & Machine Learning software consultancy that builds tailored applications for enterprise clients across diverse industries. The company operates a platform of named solution frameworks alongside consulting services. Mosaic.deploy is the core MLOps framework for model deployment and lifecycle management, while Mosaic Neural Search is the flagship search framework using LLMs and GenAI for semantic retrieval across text, image, video, and audio documents. MENTOR AI provides industrial maintenance assistance, and the Mosaic Insights library offers white papers and case studies documenting deployed AI/ML solutions. Consulting offerings include Rent a Data Scientist (on-demand data science augmentation), Explainable AI & Bias Auditing (algorithmic compliance services), and a GenAI Readiness Assessment for evaluating generative AI adoption. The company is tool-agnostic, leveraging Python, R, TensorFlow, PyTorch, LangChain, and cloud platforms (AWS, Azure, GCP) to build solutions for clients in aviation, healthcare, supply chain, financial services, and other sectors.
Differentiator
Problem solved
Functional benefit
Products and services
- Mosaic Neural Search A proprietary neural search engine framework leveraging LLMs and GenAI that enables semantic retrieval of information from corporate documents across text, image, video, and audio, providing targeted query results in seconds while keeping sensitive information behind organizational firewalls. For enterprise clients needing advanced information retrieval.
- Mosaic.deploy
Quantifiable outcome
- 89% customer retention rate
- +4 more outcomes
Companies that use Mosaic Data Science
Customer profileNamed customers20 records
Segments8 records
Ideal customer profiles2 records
Mosaic Data Science technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability15 records
Feature6 records
Mosaic Data Science partnerships and signals
Strategic signalPartnerships
Five partnerships are on record, tiered flagship, core and minor.
- Spare Parts & GasolineflagshipMosaic Data Science and Spare Parts & Gasoline announced a strategic alliance to redefine how businesses approach innovation, strategy execution, and business transformation needs, leveraging the transformative power of artificial intelligence and machine learning.
- NIST U.S. AI Safety Institute Consortium (AISIC)coreMosaic Data Science announced its participation in the U.S. AI Safety Institute Consortium (AISIC) through collaboration with EBG Advisors, the consulting arm of national law firm Epstein Becker Green. The participation supports Mosaic's commitment to responsible AI development and positions the company to help clients navigate emerging AI regulations.
- EBG Advisors (Epstein Becker Green Affiliate)coreMosaic joined EBG Advisors, the affiliate consultancy of national law firm Epstein Becker Green, to support their nationwide algorithmic bias auditing and risk management services. Mosaic provides AI capabilities to critically evaluate the AI lifecycle for potential risk and abuse, helping clients understand how AI-based technology can be applied while identifying harmful outcomes. The initiative is aligned with the NIST AI Risk Management Framework and combines data and social scientists to reduce bias in AI.
- U.S. Department of Defense / Department of the NavycoreMosaic ATM (parent company of Mosaic Data Science) was awarded a Department of Defense/Department of the Navy SBIR Phase I contract (N222-118) for 'Librarian: An AI-Driven Multi-Int Unifying Platform' to help with maritime intelligence. The platform accepts multimodal data, employs transformer-based neural networks for cross-modality search.
- Aerial VantageminorMosaic's strategic partner Aerial Vantage received FAA approval of a waiver allowing it to conduct advanced remote sensing missions using drones over a large ranch in Florida for precision agriculture analytics. The partnership expands Mosaic's capabilities in drone-based analytics and remote sensing.
Scale indicators6 records
Recent moves7 records
Expansion highlights5 records
Mosaic Data Science competitors and assessment
Company assessmentBroad incumbents
- Booz Allen Hamilton: Booz Allen is a federal and commercial AI consulting incumbent with deep DOD/DoN AI contracts, directly comparable to Mosaic's Navy SBIR work and aviation heritage.
- Accenture Applied Intelligence: Accenture's Applied Intelligence practice delivers enterprise-scale AI/ML consulting, MLOps, and GenAI services across industries—a much larger incumbent that competes with Mosaic for the same enterprise RFPs.
- Deloitte AI & Data Engineering: Deloitte's AI/Data practice offers custom ML engineering, MLOps, and AI governance services to large enterprise and government clients, overlapping Mosaic's regulated-industry and federal work.
- Cognizant AI & Data Services: Cognizant's AI/Data practice delivers enterprise ML engineering, NLP, and computer vision consulting to Fortune 500 buyers across healthcare, financial services, and industrials.
Direct peers
- Slalom: Slalom is a major North American consulting firm with a dedicated AI/ML and data science practice that builds custom AI solutions for enterprise clients across multiple industries, directly comparable to Mosaic's core offering.
- Tiger Analytics: Tiger Analytics is a pure-play AI and analytics consulting firm that delivers custom data science and ML solutions to enterprise clients across CPG, retail, healthcare, and industrials—almost identical in focus to Mosaic.
- Fractal Analytics: Fractal Analytics is a global AI/analytics services firm offering custom ML solutions, decision sciences, and AI products (Qure.ai, Cuddle.ai) for enterprise buyers—a close functional and target-market peer to Mosaic.
- AbsolutData: AbsolutData is an AI/ML consulting and analytics services firm providing custom predictive and prescriptive analytics solutions for enterprise clients across CPG, retail, financial services, and industrials.
- LatentView Analytics: LatentView is a digital analytics consulting firm delivering AI/ML-driven solutions for forecasting, customer analytics, and decisioning to enterprise clients globally, comparable in scale and service mix to Mosaic.
Others
- Palantir Technologies: Palantir provides an AI/data platform (Foundry, AIP) used for enterprise and government AI deployments—an adjacent platform player whose products compete with Mosaic's custom-built AI/ML solutions.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat3 records
Key risks6 records
Key highlights7 records
Customer concentration
Mosaic Data Science social profiles
Digital presenceMosaic Data Science financial estimates
Financial estimateRevenue estimate
Valuation estimate
Mosaic Data Science leadership team
Management profileNumber of profiles
Profiles4 records
Mosaic Data Science subsidiaries and ownership
Company hierarchySubsidiaries1 record
Mosaic Data Science funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Mosaic Data Science M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Mosaic Data Science
What does Mosaic Data Science do?
Mosaic Data Science is a custom AI and machine learning software consultancy that designs, develops, and deploys tailored predictive and prescriptive analytics solutions for enterprise clients. The firm delivers custom AI/ML software projects, staff augmentation through its "Rent a Data Scientist" model, and proprietary solution frameworks including Mosaic Neural Search, Mosaic.deploy, and MENTOR AI across industries such as manufacturing, energy, healthcare, transportation, retail, and financial services.
Is Mosaic Data Science a public or private company?
Mosaic Data Science is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Mosaic Data Science founded?
Mosaic Data Science was founded in 2004. It employs 51 to 100 people.
Where is Mosaic Data Science based?
Mosaic Data Science is headquartered in Leesburg, United States, in the North America region.
How does Mosaic Data Science make money?
Three revenue lines are on record. Professional AI/ML Consulting Services are the primary driver. The others are custom AI Software Development and solution Frameworks (Mosaic.deploy, Mosaic Neural Search).
Who are Mosaic Data Science's main competitors?
Broad incumbents on record are Booz Allen Hamilton, Accenture Applied Intelligence, Deloitte AI & Data Engineering and Cognizant AI & Data Services. Direct peers are Slalom, Tiger Analytics, Fractal Analytics, AbsolutData and LatentView Analytics. Palantir Technologies is listed as an others.
Does Mosaic Data Science have an API?
No public API is recorded for Mosaic Data Science.
What industry is Mosaic Data Science in?
Mosaic Data Science's product category is AI/ML Consulting and Custom Software Development. Its primary akta.pro industry code is BPAEAHAF, AI/ML Engineering & Model Development Services, with a secondary code of BPAEAHAK, Industry/Domain Analytics Solutions & Accelerators. Its NAICS code is 54151 and its SIC code is 7370.