Titan, a US-based provider of banking-native AI, has raised $3M in funding led by Entropy Ventures. The platform delivers secured, explainable access to general-purpose LLMs alongside proprietary models purpose-built for banking operations, regulatory compliance, and risk management. The capital will scale its platform for financial institutions seeking compliant AI.
Banks Move From Pilots to Production
The timing aligns with banks accelerating AI deployments amid regulatory pressure. Titan's approach emphasizes models trained on banking realities rather than adapting general-purpose LLMs, addressing gaps in auditability and domain-specific reasoning that competitors overlook.
Shadow AI Creates Compliance Risks
Nearly half of employees use unapproved AI tools, with 58% pasting sensitive PII into them. Banks face heightened scrutiny as regulators demand traceable decisions, making generic models insufficient for workflows like credit underwriting and compliance checks.
Purpose-Built Models Embed Banking Logic
Titan Foundry provides a secure interface grounded in bank data. Its Banking Models incorporate a Banker Trust Index for exam-ready outputs, while Banking Agents automate tasks with human-in-the-loop oversight. This differs from broader platforms focused on customer chatbots or fraud detection alone.
"AI adoption in banking is no longer optional, but delaying or getting it wrong can create real operational and regulatory risks." - Arjun Sirrah, Founder and CEO
Entropy Ventures Backs Specialized Fintech AI
Entropy Ventures, focused on B2B software and applied AI, made Titan its Fund I inaugural investment. The backing signals conviction in domain-specific solutions over general AI for regulated sectors.
AI in Banking Market Accelerates
The AI in banking market stands at $31.29 billion in 2025 and is projected to reach $41.5 billion by 2026 at a 34.5% CAGR. Structural drivers include the shift to production deployments and demands for governed AI that aligns with frameworks from bodies like the OCC and FDIC.
Ex-Regulator Joins Board
Titan appointed former Acting Comptroller of the Currency Blake Paulson to its board alongside operators from KeyCorp and Alliant Credit Union. This composition reinforces its focus on regulatory credibility from the ground up.
Hiring Signals Operational Scaling
The company is actively recruiting for enterprise sales, solutions engineering, and platform roles while reporting tripled ARR since its stealth launch in October 2025.