Random Forest Ltd
Random Forest VC is a boutique Tel Aviv-based early-stage venture capital fund that invests exclusively in market-disruptive AI/ML startups, combining capital with embedded technical support from its in-house data scholars through a proprietary Product-Market-Data fit evaluation framework and 6-month team-up program.
- Company typePrivate
- Founded2020
- HeadquartersTel Aviv, Israel
- Headcount1–10
- GTM typeB2B
- OfferingServices
What Random Forest Ltd does
Random Forest Ltd (operating as Random Forest VC) is a privately-held boutique early-stage venture capital fund headquartered at 35 Ahad Ha'am Street, Tel Aviv, Israel, that invests exclusively in market-disruptive startups built on cutting-edge Machine Learning and Artificial Intelligence technologies. The firm was founded by four partners — Zeevi Bregman (former CEO of NICE Systems), Gideon Bar-Sinai (former CEO of Final/Financial Algorithms), Michael Kerbis (former CEO of Pontis, acquired by Amdocs, and former CTO of Comverse), and Ami Dagan (former Apple Israel R&D and Wintegra) — and differentiates itself through a proprietary two-step methodology called SELECT & BUILD.
The SELECT phase applies a proprietary due-diligence process that evaluates Product-Market-Data (PMD) fit rather than conventional product-market fit, deep-diving into the business and data aspects of AI ventures to identify data-technology barriers. The BUILD phase is a structured 6-month team-up program in which the firm's in-house data scholars — practitioners with hands-on experience in Deep Learning, Natural Language Processing, and Predictive Modeling — work directly alongside portfolio founders to deliver embedded ML development services and accelerate venture development. The fund serves as both capital provider and technical co-builder, positioning itself as an AI-specialist investor rather than a generalist seed fund.
Revenue is generated through standard venture capital fund economics: management fees on committed capital and carried interest on portfolio company exits; specific fund size, AUM, and pricing are not publicly disclosed. The fund has deployed capital into approximately 8-10 portfolio companies spanning verticals such as digital health (Feelbetter), audio technology (Ototo), and other AI/ML sectors. Deal flow is sourced through direct outreach, the partners' Israeli tech ecosystem networks (including 8200 alumni), and inbound from the firm's thought-leadership content via LinkedIn and newsletter channels.
Random Forest Ltd firmographics
Firmographics- Name
- Random Forest Ltd
- Legal name
- Random Forest VC
- Website
- https://randomforestvc.com
- Company type
- Private
- Founded year
- 2020
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Random Forest VC is a boutique Tel Aviv-based early-stage venture capital fund that invests exclusively in market-disruptive AI/ML startups, combining capital with embedded technical support from its in-house data scholars through a proprietary Product-Market-Data fit evaluation framework and 6-month team-up program.
- Ownership category
- akta.pro rank
Random Forest Ltd industry classification
Industry- Product category
- Early-Stage Venture Capital Fund Management
- NAICS
- Portfolio Management and Investment Advice (523940)
- SIC
- Investment Advice (6282)
- akta.pro primary industry
- Early-Stage Venture Capital (Series A/B) (FSANAAAB)
- akta.pro secondary industry
- Micro-VC & Angel Funds (FSANAAAI)
Keywords
Where Random Forest Ltd is headquartered
LocationHeadquarters
- HQ city
- Tel Aviv
- HQ country
- Israel
- HQ region
- Middle East
Offices1 record
Markets served
Random Forest Ltd business model
Business model- GTM type
- B2B
- Offering type
- Services
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales
Revenue model
- Venture Capital Fund Management: Generates returns through equity investment in early-stage AI/ML startups. Revenue is derived from carried interest and capital gains upon successful portfolio company exits.
Go-to-market motion1 record
Distribution channels1 record
Marketing channels3 records
Random Forest Ltd product offering
Product offeringCore offering
Random Forest Ltd operates a boutique early-stage venture capital fund that invests in market-disruptive AI and machine learning startups. Alongside capital, the fund delivers a 6-month Team-Up Program in which its in-house data scholars collaborate directly with portfolio entrepreneurs on ML development. Investment decisions are guided by the proprietary SELECT & BUILD methodology, which evaluates ventures on Product-Market-Data (PMD) fit rather than traditional product-market fit.
Product overview
Random Forest VC operates as a boutique early-stage venture capital fund based in Tel Aviv, Israel, focused exclusively on market-disruptive ventures built on cutting-edge Machine Learning and Artificial Intelligence technologies. Rather than offering a unified software product, the fund provides a combination of investment capital and operational support through its SELECT & BUILD methodology. The investment services include a 6-month team-up program where portfolio companies work directly with the fund's in-house data scholars who have expertise in Deep Learning, Natural Language Processing, and Predictive Modeling. The fund evaluates ventures using a proprietary Product-Market-Data (PMD) fit framework, distinguishing their approach from traditional software-focused VCs.
Differentiator
Problem solved
Functional benefit
Products and services
- AI Venture Investment Services Early-stage equity capital investment in market-disruptive AI and machine learning startups, provided alongside proprietary evaluation and ongoing operational support. Targeted at founders of AI/ML ventures at the early formation stage.
- 6-Month Team-Up Program A structured six-month acceleration program in which Random Forest's in-house data scholars work directly alongside selected portfolio entrepreneurs to build ML capabilities and accelerate venture development. Targeted at founders of AI/ML startups selected for investment.
- SELECT & BUILD Investment Methodology Proprietary two-step investment methodology combining a SELECT stage of due-diligence evaluation focused on Product-Market-Data (PMD) fit and data-technology barriers, with a BUILD stage of hands-on ML development support. Targeted at AI/ML startup founders and used internally by the fund to identify and accelerate winning ventures.
Companies that use Random Forest Ltd
Customer profileNamed customers1 record
Segments1 record
Ideal customer profiles1 record
Random Forest Ltd technology and API
TechnologyTechnology focussed No
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability2 records
Feature2 records
Random Forest Ltd partnerships and signals
Strategic signalPartnerships
Two partnerships are on record, tiered core and minor.
- Portfolio Companies (unnamed)coreRandom Forest VC invests in early-stage AI/ML startups as portfolio companies. The fund provides capital along with ML development services through its 6-month team-up program. Portfolio logos displayed include approximately 8-10 companies in AI/ML sectors, though individual company names and details are not explicitly listed on the website.
- Agulot StudiominorDesign partner credited for website design services.
Scale indicators2 records
Recent moves6 records
Expansion highlights4 records
Random Forest Ltd competitors and assessment
Company assessmentDirect peers
- Team8: Israeli-founded venture capital firm that builds and invests in AI, cybersecurity, and enterprise data companies, with a hands-on, company-building model highly comparable to Random Forest's SELECT & BUILD approach.
- Grove Ventures: Tel Aviv-based early-stage fund investing in deep tech and AI/ML startups, with a thesis-driven, technically-led approach that closely mirrors Random Forest's Product-Market-Data orientation.
- Hetz Ventures: Israel-focused pre-seed and seed VC investing in AI-native and software startups; comparable geography, stage, and AI tilt to Random Forest.
- StageOne Ventures: Israeli early-stage fund with explicit focus on AI, deep tech, and enterprise software founders; overlaps with Random Forest on stage, geography, and AI thesis.
- TLV Partners: Tel Aviv-based early-stage VC investing in Israeli tech founders including AI-leaning startups; shares Israeli ecosystem access and early-stage focus.
- Zetta Venture Partners: Early-stage VC exclusively focused on AI-first startups; one of the closest US analogues to Random Forest's AI-only investment thesis.
- Alpha Intelligence Capital: Globally focused early-stage fund investing exclusively in AI and deep-tech ventures; comparable niche specialization in AI investing.
- DCVC (Data Collective): Early-stage VC investing in deep tech, data, and AI companies with deep technical diligence — directly comparable to Random Forest's technical-evaluation model.
Broad incumbents
- Pitango: One of Israel's largest and longest-running VCs with broad exposure across stages and sectors including significant AI/health-tech investment; provides regional incumbent context.
- iAngels: Israel-focused early-stage investment platform with exposure to AI/ML startups; broader deal flow platform than Random Forest but overlapping regional mandate.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat4 records
Key risks6 records
Key highlights6 records
Customer concentration
Random Forest Ltd social profiles
Digital presenceRandom Forest Ltd financial estimates
Financial estimateRevenue estimate
Valuation estimate
Random Forest Ltd leadership team
Management profileNumber of profiles
Profiles4 records
Random Forest Ltd funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Random Forest Ltd M&A and investment
M&A and investmentM&A
Investments4 records
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Random Forest Ltd
What does Random Forest Ltd do?
Random Forest Ltd operates a boutique early-stage venture capital fund that invests in market-disruptive AI and machine learning startups. Alongside capital, the fund delivers a 6-month Team-Up Program in which its in-house data scholars collaborate directly with portfolio entrepreneurs on ML development. Investment decisions are guided by the proprietary SELECT & BUILD methodology, which evaluates ventures on Product-Market-Data (PMD) fit rather than traditional product-market fit.
Is Random Forest Ltd a public or private company?
Random Forest Ltd is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Random Forest Ltd founded?
Random Forest Ltd was founded in 2020. It employs 1 to 10 people.
Where is Random Forest Ltd based?
Random Forest Ltd is headquartered in Tel Aviv, Israel, in the Middle East region.
How does Random Forest Ltd make money?
One revenue line is on record: venture Capital Fund Management.
Who are Random Forest Ltd's main competitors?
Direct peers on record are Team8, Grove Ventures, Hetz Ventures, StageOne Ventures, TLV Partners, Zetta Venture Partners, Alpha Intelligence Capital and DCVC (Data Collective). Broad incumbents are Pitango and iAngels.
Does Random Forest Ltd have an API?
No public API is recorded for Random Forest Ltd.
What industry is Random Forest Ltd in?
Random Forest Ltd's product category is Early-Stage Venture Capital Fund Management. Its primary akta.pro industry code is FSANAAAB, Early-Stage Venture Capital (Series A/B), with a secondary code of FSANAAAI, Micro-VC & Angel Funds. Its NAICS code is 523940 and its SIC code is 6282.