M Science
M Science is a New York-based alternative data and analyst-curated research firm serving institutional investors, offering subscription research reports, data dashboards, and API-delivered datasets spanning 1,400+ companies globally. It operates as a wholly-owned subsidiary of Jefferies Financial Group.
- Company typePrivate
- Founded2002
- HeadquartersNew York, United States
- Headcount101–250
- GTM typeB2B
- OfferingSoftware
What M Science does
M Science is a data-driven research and analytics firm founded in 2002 and headquartered in New York, operating as a wholly-owned subsidiary of Jefferies Financial Group Inc. (NYSE: JEF). The firm provides alternative data and analyst-curated insights to institutional investors (hedge funds, asset managers, mutual funds) and corporations, covering 260+ companies with deep analyst-curated research and offering data products spanning 1,400+ public and private companies across 200+ unique KPI metrics. Coverage verticals include Consumer, TMT, Financials, Industrials, Private Software, Asia-Pacific, Europe, and Video Games.
The core product portfolio consists of three layers: (1) Written Research delivered as subscription reports 2-3 times per quarter; (2) Curated Data Dashboards refreshed daily, weekly, or monthly and accessible via web portal; and (3) Analyst-Curated Data delivered programmatically via API, S3 buckets, and Snowflake Share for automated ingestion into client systems. In 2026, the firm layered on AI capabilities through Maddie (an AI research copilot with natural language querying and generative analysis) and the Unified Data Model with MCP Server, which standardizes programmatic access to analyst-curated datasets for integration into external AI workflows. A wholly-owned subsidiary, Sundial Data LLC, operates adjacent unmodeled data solutions and consultation services, with sub-brands Sundial | Liftr (hyperscale cloud/AI infrastructure insights) and Sundial Europe (consumer spending panel across five European geographies). The firm holds two U.S. patents (Nos. 8,380,594 and 8,793,173) covering its methodologies.
The business model is enterprise subscription-based with annual billing cadences, transitioning from per-seat licensing toward consumption-based pricing. Go-to-market combines direct enterprise sales with dedicated account management, a self-serve client portal (portal.mscience.com), and API-first data delivery. Global operations span the US, UK, Europe, APAC, Australia, and Latin America, with physical offices in New York City and Hong Kong. Distribution leverages Jefferies' institutional relationships, and the firm maintains an active thought leadership presence via press coverage in Bloomberg, Barron's, Reuters, WSJ, and CNBC.
M Science firmographics
Firmographics- Name
- M Science
- Legal name
- M Science LLC
- Website
- https://mscience.com
- Company type
- Private
- Founded year
- 2002
- Operating status
- Operating
- Headcount range
- 101–250 employees
- Short description
- M Science is a New York-based alternative data and analyst-curated research firm serving institutional investors, offering subscription research reports, data dashboards, and API-delivered datasets spanning 1,400+ companies globally. It operates as a wholly-owned subsidiary of Jefferies Financial Group.
- Ownership category
- akta.pro rank
M Science industry classification
Industry- Product category
- Alternative Data Analytics
- NAICS
- Portfolio Management and Investment Advice (523940)
- SIC
- Investment Advice (6282)
- akta.pro primary industry
- Advanced Analytics & Data Science Services (BPAEAHAE)
Keywords
Where M Science is headquartered
LocationHeadquarters
- HQ city
- New York
- HQ country
- United States
- HQ region
- North America
Offices3 records
Markets served
M Science business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure
Revenue model
- Analyst-Curated Research & Data Dashboards: Subscription-based access to analyst-curated research reports (typically 2-3 times per quarter) and curated data dashboards delivered directly to clients. Company reports with deep company-specific analysis and visibility into competitive dynamics.
- Direct Data Delivery: Direct delivery solutions providing access to analyst-curated data powering research reports and dashboards. Clients can retrieve data on unique or scheduled cadence, download directly, or ingest via API, S3, and Snowflake Share.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise subscription with full platform access |
| Subscription | Annual | Custom data delivery solutions |
Go-to-market motion2 records
Distribution channels3 records
Marketing channels6 records
M Science product offering
Product offeringCore offering
M Science provides analyst-curated alternative data research, curated data dashboards, and direct data delivery for institutional investors. Its platform combines proprietary datasets triangulated by sector-specialized analysts with web-accessible dashboards, written research reports, and programmatic access via API, S3, and Snowflake Share. The firm also offers AI-powered research tooling through its Maddie copilot and standardized data access through its Unified Data Model and MCP Server.
Product overview
M Science is a data-driven research and analytics firm providing alternative data and analyst-curated insights for institutional investors and corporations. The company operates a platform-centric model combining written research reports, curated data dashboards, and direct data delivery via API/S3/Snowflake, augmented by AI-powered capabilities. Key products include Maddie (AI research copilot), the Unified Data Model and MCP Server for enhanced data workflows, and the Sundial affiliate brand offering unmodeled data solutions including Liftr cloud insights and Europe-specific data. Coverage spans consumer, financials, industrials, TMT sectors, video games, and Asia-Pacific markets across 260+ companies.
Differentiator
Problem solved
Functional benefit
Brands
- Sundial: An affiliate of M Science specializing in providing unmodeled data solutions and consultation services. Sundial empowers organizations and data buyers by facilitating the discovery, comparison, and connection with data providers.
- Sundial | Liftr
- Sundial Europe
Products and services
- Written Research Timely, specialized brand and industry analysis authored by M Science analysts. Company reports are typically released two-to-three times per quarter, delivered directly to clients' inboxes, designed to empower smarter investment decisions for institutional investors.
- Curated Data Dashboards Comprehensive and intuitive web-accessible dashboards visualizing business-specific and industry-level trends for hundreds of companies. Dashboards are refreshed on a daily, weekly, or monthly basis, providing visibility into competitive dynamics for institutional investors.
- Analyst-Curated Data Direct access and visibility into the analyst-curated data powering M Science research reports and dashboards. Clients can retrieve data and insights on a unique or scheduled cadence, download data directly, or ingest data via API, S3, and Snowflake Share.
- Maddie AI Research Copilot AI-powered investment research copilot operating within M Science's platform. Provides real-time insights and analysis for investors using advanced AI models and proprietary data to enhance research precision, automate analysis, and deliver dynamic market views through natural language chat interface.
- Unified Data Model and MCP Server Data model and Model Context Protocol Server designed to standardize access to Analyst-Curated Data, enabling enhanced data and AI workflows. Supports integration with AI systems for real-time and historical analysis of extensive proprietary datasets.
- Sundial Data Sundial Data is an affiliate of M Science specializing in unmodeled data solutions and consultation services. Empowers organizations and data buyers by facilitating the discovery, comparison, and connection with data providers.
- Sundial | Liftr Investor guide delivering insights into hyperscale cloud and AI infrastructure markets. Provides Cloud Components Tracker and Intelligence Compute Tracker for comprehensive coverage of major cloud providers and semiconductor suppliers.
- Sundial Europe Derived data product highlighting spending trends into the United Kingdom, Germany, France, Italy, and Spain, with a panel of 1 million+ users across these five geographies, updated weekly, exploring 40+ tickers and 70+ merchants.
- Asia-Pacific Coverage Analyst-curated research and data dashboards covering China, Southeast Asia, India, South Korea, and Japan. Includes e-commerce, internet, food delivery, ride-hailing, online gaming, and travel sectors with dedicated Asia-Pacific coverage including 14 dedicated dashboards.
- Video Games Coverage Granular data-driven coverage of PC/Console gaming market with visibility into sales metrics for 2,000+ games, 1,000+ franchises, 400+ publishers across 15+ digital storefronts. Also covers mobile gaming with 500+ games, 400+ franchises, 150+ publishers.
Quantifiable outcome
- Coverage of 260+ companies with analyst-curated research and insights
- +3 more outcomes
Companies that use M Science
Customer profileNamed customers3 records
Segments2 records
Ideal customer profiles2 records
M Science technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration3 records
AI capability4 records
Feature5 records
M Science partnerships and signals
Strategic signalScale indicators6 records
Recent moves6 records
Expansion highlights6 records
M Science competitors and assessment
Company assessmentDirect peers
- YipitData: Direct competitor in alternative data for institutional investors, providing web-scraped and panel-based datasets across consumer, retail, and technology sectors. Was the counterparty in the 2025 settled trade-secret litigation with M Science, underscoring direct overlap.
- AlphaSense: AI-powered market intelligence platform serving institutional investors and corporations with research, transcripts, and alternative data workflows. Directly comparable to M Science's Maddie copilot and analyst-curated research offering.
- Eagle Alpha: Alternative data marketplace and advisory platform connecting institutional investors with alternative data providers. Directly comparable as a peer in alt-data curation, though operating a marketplace model rather than proprietary dataset model.
Broad incumbents
- S&P Capital IQ (S&P Global Market Intelligence): Incumbent financial data and analytics platform offering company-level fundamentals, estimates, and research tools to institutional investors. Competes with M Science on fundamental and company-specific coverage at a much larger scale.
- Bloomberg L.P. Global incumbent in financial data, analytics, and research via the Bloomberg Terminal. Competes broadly with M Science across institutional research distribution and alt-data integration, though not specialized in alternative data.
- LSEG (Refinitiv): Major financial-market data infrastructure and analytics provider (formerly Refinitiv) offering Workspace, Lipper, and alternative data products to institutional clients. Overlaps with M Science's institutional investor workflow and corporate research.
Emerging players
- CB Insights: Market intelligence platform providing private-company data, alternative datasets, and predictive analytics to corporations and investors. Comparable in its use of proprietary alternative datasets and analyst curation, with greater emphasis on private companies.
- Thinknum: Alternative data provider specializing in web-sourced datasets for corporates and financial institutions. Comparable niche alt-data offering focused on company-level KPIs, competing for similar hedge fund and corporate use cases.
- Sentieo (now part of AlphaSense): Financial research platform offering document search, transcripts, and AI-driven workflows for institutional investors. Now part of AlphaSense, but historically a directly comparable AI-research peer to M Science's written-research and dashboard products.
Others
- Liftr Insights: Data provider on hyperscale cloud and AI infrastructure markets that powers M Science's Sundial | Liftr sub-brand. Relevant as a data-supply partner and adjacent in covering cloud/semiconductor alternative data for institutional investors.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
M Science social profiles
Digital presenceM Science financial estimates
Financial estimateRevenue estimate
Valuation estimate
M Science leadership team
Management profileNumber of profiles
Profiles10 records
M Science subsidiaries and ownership
Company hierarchySubsidiaries1 record
M Science funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
M Science M&A and investment
M&A and investmentM&A1 record
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about M Science
What does M Science do?
M Science provides analyst-curated alternative data research, curated data dashboards, and direct data delivery for institutional investors. Its platform combines proprietary datasets triangulated by sector-specialized analysts with web-accessible dashboards, written research reports, and programmatic access via API, S3, and Snowflake Share. The firm also offers AI-powered research tooling through its Maddie copilot and standardized data access through its Unified Data Model and MCP Server.
Is M Science a public or private company?
M Science is a private company. It is classified as corporate owned and is currently operating.
When was M Science founded?
M Science was founded in 2002. It employs 101 to 250 people.
Where is M Science based?
M Science is headquartered in New York, United States, in the North America region.
How does M Science make money?
Two revenue lines are on record. Analyst-Curated Research & Data Dashboards are the primary driver. The others are direct Data Delivery.
Who are M Science's main competitors?
Direct peers on record are YipitData, AlphaSense and Eagle Alpha. Broad incumbents are S&P Capital IQ (S&P Global Market Intelligence), Bloomberg L.P. and LSEG (Refinitiv). Emerging players are CB Insights, Thinknum and Sentieo (now part of AlphaSense). Liftr Insights is listed as an others.
Does M Science have an API?
Yes. M Science provides data endpoints offering direct programmatic access to data. Clients can retrieve data and insights on a unique or scheduled cadence and ingest data via API. The API supports data delivery solutions for institutional investors.
What industry is M Science in?
M Science's product category is Alternative Data Analytics. Its primary akta.pro industry code is BPAEAHAE, Advanced Analytics & Data Science Services. Its NAICS code is 523940 and its SIC code is 6282.