As AI reshapes financial services—from investment banking and wealth management to the CFO’s back‑office toolkit—both AI‑native startups and legacy players are racing to secure a foothold.
Venture capitalists are backing AI solutions that help bankers source deals more efficiently, assist finance teams with daily tasks, and automate fraud detection and compliance in the heavily regulated sector. Established fintechs such as Monzo and Digits, founded well before the recent AI surge, are now embedding AI capabilities into their products to stay competitive.
This report focuses on AI tools targeting financial‑services firms across seven core categories: deal sourcing, wealth management, CFO/finance operations, fraud prevention, compliance, private fund administration, and lending. The list is based on original research and insights from fintech‑focused venture investors.
After a period of volatility marked by the 2021 bull run and the subsequent bust in 2022‑2023, fintech investors are now channeling capital into generative‑AI agents that can automate lending proposals, portfolio management, fraud detection, loan approvals, and compliance workflows. High interest rates continue to pose challenges for many players.
The market can be divided into two primary models: selling AI‑native products directly to incumbent financial services firms, or offering tools that replace or augment the work traditionally performed by those firms. Historically, banks, insurers, and other large financial institutions have been among the biggest software consumers, handling complex, data‑intensive processes—making them natural early adopters of AI.
Fast‑growing AI startups are also forming partnerships with companies that build AI tools for accounting, tax, audits, and compliance, providing assistance to CFOs rather than selling directly to the firms themselves. This segment has seen robust growth.
The list excludes AI roll‑up strategies, where VCs acquire multiple firms within a sector to create a single service provider.
Deal‑sourcing and research platforms have attracted significant funding. Rogo, for instance, secured rapid up‑rounds between January and April from Kleiner Perkins and Sequoia, reflecting strong investor interest.
AI‑driven wealth‑management solutions have surged in tandem with the rise of younger AI millionaires who, despite recent gains, still need assistance managing their assets. These tools are designed to provide personalized portfolio guidance without the overhead of traditional family offices.
Tools aimed at CFOs and corporate finance operations have become increasingly popular. Rillet, an ERP‑focused startup that emerged from stealth two years ago, experienced rapid growth, raising a $100 million Series C in less than two days earlier this year.
Providers in this space typically target specific CFO functions such as accounts payable, financial planning, and month‑ or quarter‑end close management, offering modular solutions that integrate with existing enterprise systems.
Fraud prevention was among the first domains where financial firms deployed AI, automating detection processes. Compliance solutions split between software vendors—like Unit21, which sells to compliance teams—and service providers that handle compliance work directly. The sector carries notable risks, as illustrated by the Delve case, where allegations of fraudulent SOC‑2 approvals emerged after a $32 million Series A round.
Private fund administration tools, historically less prominent than CFO platforms, are gaining traction. Hanover Park, an AI‑native fund admin platform competing with incumbent Carta, raised a $27 million Series A in March and recently secured Conviction as a customer.
Accounting and tax startups are divided: some, such as Basis and DataSnipper, sell AI agents to established accounting firms—Basis raised $100 million in February, and DataSnipper crossed a $1 billion valuation in 2024. Others, like Pilot and Fondo, target startups that need accounting services, though Pilot is expanding with Meridian, an operating system for accounting firms.
Incumbents are often acquiring rather than building. Thomson Reuters purchased Materia, an AI assistant for tax and audit work, in 2024, while Bloomberg agreed to acquire Canoe Intelligence, which automates private‑fund reporting documentation, in July.
The lending sector suffered the most during the 2022‑2023 downturn, prompting investors to favor software providers that support lenders rather than direct lending startups. Taktile raised $110 million in June from Goldman Sachs Alternatives and Tiger Global to develop a platform for underwriting and onboarding decisions.
Direct lenders remain a niche segment. Split Pay, formerly Rent.app, advances rent and mortgage payments and collects in two installments, announcing $125 million across Series A and B led by Khosla. PayZen focuses on underwriting healthcare patient bills.
Business banking providers are leveraging AI to streamline customer financial data into insightful displays. Mercury, for example, uses AI to automatically read bills, set up autopay, reconcile receipts, and generate invoices.
European charter banks and consumer‑card players such as Revolut and Monzo Bank tend to adopt AI tooling on the backend. When they launch consumer‑facing features—like Revolut’s in‑app assistant—they position them as usability enhancements. According to Moxxie Ventures GP Alex Roetter, consumers prioritize speed, cost, and ease of use, making AI a secondary selling point compared with business‑oriented solutions.
Fintech carries inherent security risks, as Revolut’s recent challenges demonstrate. Reliance on startup middlemen can also create vulnerabilities; the 2024 collapse of Synapse froze customer funds at several smaller fintechs, requiring the CFPB to draw on its civil‑penalty fund to reimburse $46 million.
Other charter banks with fintech focus include Lead Bank, whose customers are fintechs building products on its charter, and Erebor, which banks tech and crypto companies under its own name. Mercury recently received conditional FDIC approval to open its own charter bank as early as next year.
We compiled a list of 89 startups—ranging from early‑stage ventures to more established players—building AI‑powered tools for the financial sector. The selection reflects extensive research and conversations with fintech and AI‑focused venture investors.
