Benchmark provides a platform for investment firms to centralize and structure deal data from multiple sources, enabling teams to screen deals, draft investment memos, and build comparables faster. The platform leverages a firm's historical investment decisions to improve analysis across the entire investment lifecycle.
Also known as BidSight · Benchmark
Founders & leadership· Y Combinator alumni (W23)
Benchmark was founded in 2023 by Alec Dunn and Connor Janson.
Investors · 2
Funding
SEC filings, press & company announcementsSource: company announcements and press reports — follow each round's link for the claim.
Company profile
researched Aug 2026Benchmark is a software company building AI tools for investment firms. The platform connects to the systems where a firm's deal information is held — data rooms, email, financial models and legal documents — extracts the relevant content, and structures it into a searchable body of institutional knowledge that a whole team, and its AI agents, can query.
On top of that structured data layer, Benchmark supports investment workflows including screening new deals, drafting investment memos, building comparables and monitoring portfolios, producing deliverables in the firm's own formats and grounded in the firm's history. The product captures feedback signals from user behavior — described as deal memory and personal memory, such as an associate reformatting a risk table or a partner rewriting a memo conclusion — so that outputs adapt to how a given firm and individual works. Benchmark markets enterprise controls including SSO, audit logs, data lifecycle management, granular permissions, encryption in transit and at rest, a policy of not training models on customer data, and SOC 2 Type II certification with third-party penetration testing.
Business model
Benchmark sells its AI platform to institutional investment firms as enterprise software, positioned as workspace infrastructure spanning the investment lifecycle from sourcing through monitoring.
Traction
Benchmark cites customers including a global credit platform that reduced new-deal screening time by 80% and screens all new deals through the product, a global investment fund that has made Benchmark the core of its tech stack for end-to-end investment workflows, a real estate private equity fund generating investment memos and deal artifacts in minutes rather than days, and a secondaries fund normalizing data across fund reports and performance metrics.
Latest developments
Benchmark's website announces that the company is joining Harvey.
▸Full profile — market position, technology, go-to-market
Market position
Benchmark positions itself as the knowledge and workflow layer for investment firms, and states that firms representing over $3 trillion in AUM use the product; it is backed by Y Combinator.
The product is built around a firm's own accumulated history — prior deals, memos and models — plus per-firm and per-user memory of corrections and decisions, so that outputs reflect internal precedent rather than generic analysis.
Technology
The platform ingests structured and unstructured data from data rooms, email, models and legal documents, extracts and structures it into a queryable knowledge base, and layers agentic and generative workflows over it. It records user corrections and outcomes as deal-level and personal memory to tailor outputs, and states that customer data is not used to train models.
Go-to-market
Direct enterprise sales, with the website driving prospects to request a demo and to request access to a Trust Center for security documentation.
Institutional investors across private credit, private equity, real estate, secondaries, family offices, growth equity, liquid credit, infrastructure, direct lending and co-investments.
Compiled by commissioned research from 1 cited public sources — announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed — not independently audited.
Images
Competitors · 1
by search overlapCompanies competing with Benchmark for the same Google search keywords, organic and paid, via search-intersection analysis.
Timeline · 1
launches, deals, and filingsA banner on Benchmark's website states "Benchmark is joining Harvey" with a link to further details.
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
In the news
Harvey acquires Benchmark to boost asset managementitbrief.asia · Jul 2026▸Research sources · 1
primary sources listed
- Benchmarkwithbenchmark.com · web
1 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does Benchmark do?
- Benchmark is an AI platform that turns an investment firm's deal history and documents into queryable institutional knowledge.
- Who founded Benchmark?
- Benchmark was founded by Alec Dunn, Connor Janson in 2023.
- Who are Benchmark's investors?
- Benchmark's investors include Outsiders, Y Combinator.
- Where is Benchmark headquartered?
- Benchmark is headquartered in New York City, US.