Forge AI raises $80M to build compliance-first LLMs for finance

AI · 5 min read

Forge AI secured $80 million in a strategic round to develop narrow LLMs tailored for finance, with features that prioritize traceability, provenance, and deterministic policy enforcement. The product provides black-box-resistant explanations and chain-of-custody artifacts to aid audits.

Forge's approach combines model fine-tuning with policy layers that can be asserted and revised by compliance officers. The company claims this reduces the operational risk of deploying generative models in regulated environments by ensuring outputs are tied to accountable data sources.

Customers include several regional banks piloting derivative document summarization and customer interaction summarization with an emphasis on retaining full audit logs. Forge offers on-prem deployments and token-based access controls to meet enterprise security needs.

The funding will expand the research team, invest in certified model evaluation infrastructure, and build connectors to core banking systems. Investors pointed to the large addressable market for compliant AI tooling within finance as a key rationale for the investment.