Model ML has acquired Captide, the leading financial data layer that transforms complex global corporate filings and disclosures into LLM-ready documents and structured data, enabling its AI agents to reliably retrieve, reason over, and cite source material with accuracy and traceability.
Model ML, the AI workflow builder for financial services, announced the acquisition of Captide, a specialized financial data platform that converts intricate global corporate filings and disclosures into formats optimized for large language models and AI agents. This strategic move enhances Model ML’s ability to deliver accurate, citable outputs from trusted source material in regulated environments.
Captide’s technology structures SEC filings, earnings calls, and other disclosures at scale, creating LLM-ready documents and embeddings that support reliable retrieval and reasoning. With coverage of more than 2.5 million documents and 1 billion embeddings already in place, the integration gives Model ML clients—including leading Big 4 accounting firms, consulting organizations, and top-tier global financial institutions—direct access to high-fidelity disclosure intelligence within existing workflows.
“We built Captide to make corporate disclosures usable across the entire AI pipeline,” said Miquel Trafí Ruiz, Co-founder of Captide. “By joining Model ML we’re now bringing that capability into the workflows of the world’s largest financial institutions, where accuracy and traceability are non-negotiables.”
“As agentic AI systems move into real financial workflows, the bottleneck isn’t the models any more, it’s the data they’re built on,” said Chaz Englander, Co-founder and CEO of Model ML. “Even the most advanced models fail when they can’t reliably retrieve, interpret, and cite the underlying source material but corporate disclosures are fragmented, inconsistently formatted and hard for machines to use safely. Captide fixes that, and bringing it into Model ML gives our clients a way to deploy AI that works directly from source data, with outputs they can trust.”
The acquisition builds on Model ML’s rapid momentum since emerging from stealth in February 2025. The London-based company, founded by brothers Chaz and Arnie Englander, recently closed a $75M Series A—one of the largest fintech Series As in history—just six months after a $12M Seed round. Its AI agents have outperformed benchmarks set by firms like McKinsey and Bain, and the platform now operates across the UK, US, Singapore, and Hong Kong.
Earlier in 2025, Model ML acquired Flippr to add automated PowerPoint generation and verification agents. The Captide deal further advances its vision of an end-to-end AI operating system for finance—unifying data ingestion, reasoning, and output generation—rather than a collection of point solutions. Clients benefit from flexible deployment options, enterprise-grade security, and full compliance support.
About Model ML
Model ML is the AI workflow builder for financial services. It enables teams to build AI Modules that automate client-ready Word, PowerPoint, and Excel outputs directly from trusted data, in exact prior formats. Founded by brothers and repeat entrepreneurs Chaz and Arnie Englander, the company is guided by a world-class advisory board and is already working with some of the largest financial institutions globally.
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