Triton
Triton Research LLC is a New York-based financial data company that uses proprietary AI frameworks to generate institutional-grade revenue estimates and valuation marks for over 500,000 US private companies, selling subscription access to investors and advisors.
- Company typePrivate
- Founded2012
- HeadquartersNew York, United States
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Triton does
Triton Research LLC is a New York-based financial data company that produces automated, institutional-grade financial estimates, valuations, and models for US private companies. The company addresses a structural gap in private markets — unlike public companies, US private firms have no financial disclosure requirements and incumbents (PitchBook, Crunchbase) primarily catalog funding events rather than model financials — by combining alternative data signals with public-company financials through proprietary frameworks and AI. Triton covers a universe of more than 500,000 entities, extending well beyond the ~75,000 VC/PE-backed companies to include the broader set of large US private firms, which collectively represent $7.4 trillion in assets under management.
The core product comprises three integrated components: comprehensive financial estimates covering the 500,000+ entity universe; automated revenue estimates generated from alternative data and public-company financials; and valuation marks that combine public-market valuations with private financial estimates to value private entities. The platform operates as a single unified data service rather than a portfolio of point tools. The underlying technology stack is described as proprietary frameworks combined with AI applied to structured financial data, with no API or self-serve product disclosed.
Triton generates revenue through subscription-based access to its private-company financial data, targeting institutional investors, fund managers, and financial advisors who need reliable private-company financials for investment due diligence, portfolio monitoring, and valuation work. The company employs 1-10 people, has raised $6 million across two funding rounds (2017 from D. E. Shaw & Co. and 2020 from JP Morgan Chase), and is currently onboarding distribution partners and early data customers via direct outreach through an early-access request workflow.
Triton firmographics
Firmographics- Name
- Triton
- Legal name
- Triton Research LLC
- Website
- https://triton.ai
- Company type
- Private
- Founded year
- 2012
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Triton Research LLC is a New York-based financial data company that uses proprietary AI frameworks to generate institutional-grade revenue estimates and valuation marks for over 500,000 US private companies, selling subscription access to investors and advisors.
- Ownership category
- akta.pro rank
Triton industry classification
Industry- Product category
- Private Market Financial Data & Analytics
- NAICS
- Portfolio Management and Investment Advice (523940), Securities, Commodity Contracts, and Other Financial Investments and Related Activities (523), Other Financial Investment Activities (5239)
- SIC
- Investment Advice (6282)
- akta.pro primary industry
- Equity Research (FSACAGAA)
- akta.pro secondary industries
- Sector-Specific Industry Research (FSACAGAL), Institutional Consultants & Fiduciary Management (Investment Consulting) (FSAAAGAJ)
Keywords
Where Triton is headquartered
LocationHeadquarters
- HQ city
- New York
- HQ country
- United States
- HQ region
- North America
Markets served
Triton business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales
Revenue model
- Financial Data Subscription: Subscription-based access to institutional-grade financial estimates, valuations, and models for private companies. Targets institutional investors and advisors requiring private market data coverage.
Go-to-market motion1 record
Distribution channels1 record
Marketing channels1 record
Triton product offering
Product offeringCore offering
Triton Research LLC produces institutional-grade financial estimates, valuations, and models for U.S. private companies. Using proprietary frameworks combined with AI, the platform ingests alternative data sources and public-company financials to automatically generate Wall Street-grade revenue estimates and valuation marks across more than 500,000 private entities, including non-VC/PE-backed companies.
Product overview
Triton is a single unified product offering financial estimates and valuations for private companies. The platform consists of three integrated components: Private Company Financial Estimates (comprehensive coverage of 500k+ entities), Automated Revenue Estimates (AI-generated from alternative data and public financials), and Private Company Valuations (combining public-market benchmarks with private estimates). These work together as a unified data service providing institutional-grade financial intelligence for private markets.
Differentiator
Problem solved
Functional benefit
Products and services
- Private Company Financial Estimates
Companies that use Triton
Customer profileSegments1 record
Ideal customer profiles1 record
Triton technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability3 records
Feature3 records
Triton partnerships and signals
Strategic signalScale indicators4 records
Recent moves5 records
Expansion highlights5 records
Triton competitors and assessment
Company assessmentMarket position
Competitive moat4 records
Key risks6 records
Key highlights6 records
Customer concentration
Triton social profiles
Digital presenceTriton financial estimates
Financial estimateRevenue estimate
Valuation estimate
Triton leadership team
Management profileNumber of profiles
Profiles2 records
Triton funding detail
Funding detailFunding overview
Funding rounds2 records
Investors2 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Triton 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 Triton
What does Triton do?
Triton Research LLC produces institutional-grade financial estimates, valuations, and models for U.S. private companies. Using proprietary frameworks combined with AI, the platform ingests alternative data sources and public-company financials to automatically generate Wall Street-grade revenue estimates and valuation marks across more than 500,000 private entities, including non-VC/PE-backed companies.
Is Triton a public or private company?
Triton is a private company. It is classified as venture growth investor backed and is currently operating.
When was Triton founded?
Triton was founded in 2012. It employs 1 to 10 people.
Where is Triton based?
Triton is headquartered in New York, United States, in the North America region.
How does Triton make money?
One revenue line is on record: financial Data Subscription.
Does Triton have an API?
No public API is recorded for Triton.
What industry is Triton in?
Triton's product category is Private Market Financial Data & Analytics. Its primary akta.pro industry code is FSACAGAA, Equity Research, with a secondary code of FSACAGAL, Sector-Specific Industry Research. Its NAICS code is 523940 and its SIC code is 6282.