Ankur A. Patel(@aapatel09):The finance ops problem nobody talks about: Your best analyst isn't slow because they're bad. They're slow because they spend 60% of their day pulling data from systems that don't talk to each other, formatting it into templates, and waiting for approval chains that haven't changed since 2004. The bottleneck isn't intelligence. It's plumbing. That's what we're fixing. @MultimodalAI

Ankur A. Patel

@aapatel09

CEO @Multimodal. Agentic AI for regulated financial workflows. Posting what we learn building agents that handle real loan files in production.

Joined October 2010

251 Following 800 Followers

Ankur A. Patel@aapatel09

2026.04.16 13:17

The finance ops problem nobody talks about: Your best analyst isn't slow because they're bad. They're slow because they spend 60% of their day pulling data from systems that don't talk to each other, formatting it into templates, and waiting for approval chains that haven't changed since 2004. The bottleneck isn't intelligence. It's plumbing. That's what we're fixing. @MultimodalAI