Titan, a banking-native AI platform purpose-built for financial services, has raised $3m in new funding led by Entropy Ventures.
The round will be used to accelerate product development and support key hires as Titan expands its AI infrastructure offering, which is designed around the compliance, risk, and operational demands specific to financial institutions.
The investment marks the inaugural commitment from Entropy Ventures Fund I. Entropy Ventures founder and general partner Jeff Reitman brings over a decade of venture capital experience in B2B and FinTech, and cited growing demand for AI solutions grounded in a genuine understanding of banking operations as central to the firm’s decision to lead the round.
Titan launched from stealth in October 2025 and has since tripled its live annual recurring revenue from an initial seven-figure ARR base. The company argues that widely used general-purpose large language models are not suited to banking environments because they lack the domain-specific training, regulatory context, and data structures that financial institutions work within daily. Titan’s models are trained specifically on the language, workflows, and data structures of financial services, rather than adapted from broader general-purpose architectures.
The platform is aimed at banks, credit unions, and FinTechs facing regulatory pressure to adopt AI responsibly, offering what the company describes as auditable and explainable infrastructure that allows institutions to move quickly without compromising governance or examiner readiness.
Entropy Ventures founder and general partner Jeff Reitman said, “Banking is one of the most demanding, compliance-driven operational environments in the world, and its next generation of winners will be those institutions that can adopt AI with governance, regulatory alignment, and real domain reasoning built in. Titan is defining what banking‑native AI looks like from the start, and we’re excited to lead this round as Entropy Fund I’s first investment because trusted banking AI isn’t a future concept, it’s rapidly becoming required, foundational infrastructure. The window for banks to adopt AI safely is opening fast, and the cost of waiting will only compound over time. The institutions that get it right now will define the next era of financial services.”
Titan founder and CEO Arjun Sirrah said, “Since coming out of stealth seven months ago with a seven‑figure ARR, we’ve tripled our live ARR in this short period by focusing on what banks actually need to adopt AI safely, which are systems that actually understand banking’s products, workflows, and governance from day one. AI adoption in banking is no longer optional, but delaying or getting it wrong can create real operational and regulatory risks. This is why we’re building banking‑native AI now that allows teams to move with urgency without sacrificing effectiveness, control, and examiner readiness.”
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