Ripple, Franklin Templeton Bet on AI Finance Infrastructure in New $5M Funding Round

Ripple

Getting your Trinity Audio player ready...
  • Ripple joins $5M seed round backing AI agent finance infrastructure startup.
  • t54 Labs focuses on identity verification, risk monitoring, and blockchain settlement.
  • Institutional investors see AI agents as future participants in financial markets.

San Francisco startup t54 Labs has secured $5 million in seed funding to develop infrastructure designed for a future where AI agents execute financial transactions. The round drew strategic participation from Ripple and was co-led by Franklin Templeton alongside venture firms Anagram and PL Capital.

The funding signals growing institutional interest in the emerging “agentic economy,” where autonomous software systems increasingly interact with payments, treasury operations, and digital assets.

Building a Trust Layer for Autonomous Finance

Founder Chandler Fang says current financial infrastructure assumes human decision-makers, leaving a major gap as AI agents begin initiating transactions independently. t54 aims to close that gap with what it describes as a verification and risk framework tailored to machines rather than people.

The platform focuses on four core pillars. First is a “know your agent” model that verifies developers, tracks model provenance, and confirms the relationship between human operators and AI systems. Second is a real-time risk engine that analyzes behavioral signals, device context, and code integrity before transactions settle.

The company also plans to introduce credit underwriting for AI agents and combine identity, monitoring, and settlement into a single operational layer. Industry data suggests the need is real: surveys show rising consumer openness to AI-driven purchasing, while security professionals increasingly demand distinct digital identities for autonomous systems.

Blockchain as Settlement and Accountability Layer

While t54 doesn’t brand itself purely as a crypto company, blockchain technology plays a central role in its architecture. The firm currently operates across the XRP Ledger, Solana, and Base networks, using distributed ledgers to provide transaction traceability and programmable settlement.

The startup has also contributed to trust infrastructure linked to payment initiatives from Coinbase and is expanding partnerships tied to institutional treasury systems.

Meanwhile, broader industry momentum continues. Research initiatives from OpenAI and others are exploring how autonomous systems interact with smart contracts and financial logic, underscoring how quickly AI is moving into economic workflows.

Institutional Momentum Signals Long-Term Shift

For investors, the bet is less about short-term product launches and more about foundational infrastructure. Financial firms increasingly see AI agents as future market participants, but only if verification, compliance, and risk controls evolve accordingly.

Also Read: Is Privacy the Missing Link? Why CZ and Ripple Are Racing to Fix Crypto Payments

If AI-driven finance expands as expected, companies building identity and monitoring frameworks could become critical gatekeepers of the next digital economy. With new capital and institutional backing, t54 Labs is positioning itself early in that race.

The seed round highlights a broader transition: finance is no longer just adapting to digital assets — it is preparing for autonomous actors. Whether AI agents become routine financial participants may depend heavily on the kind of infrastructure t54 is now building.

Disclaimer: The information in this article is for general purposes only and does not constitute financial advice. The author’s views are personal and may not reflect the views of Chain Affairs. Before making any investment decisions, you should always conduct your own research. Chain Affairs is not responsible for any financial losses.