Case Studies
February 25, 2025

Crypto Co Counsel Achieves Unmatched Accuracy and Source Citation with Ragie’s RAG System

Colin Gesik
,
Account Executive

Crypto Co Counsel is on a mission to make crypto compliance simple. Their flagship product, Crystal, simplifies crypto legal research by instantly retrieving structured information from official sources, helping companies save on expensive consultations. The team needed a solution that could provide accurate answers and cite sources from a vast and ever-growing database of laws, case law, and regulatory guidance.

“In the crypto space, laws are constantly evolving, and compliance teams need to act fast. We needed a solution that could not only retrieve the right information but also cite it back to the source with precision,” said Joni Pirovich, Founder of Crypto Co Counsel.

The team initially spent two years building their own RAG pipeline using AWS, manual attempts at chunking and other tools before evaluating over eight RAG solutions, including Weaviate. However, these options either required extensive development time or lacked the ability to handle large, complex legal documents effectively.

Integration

Crypto Co Counsel chose Ragie’s RAG-as-a-Service platform to power Crystal’s legal research capabilities. The integration process was seamless, thanks to Ragie’s Google Drive connector for bulk document uploads and its ability to extract information from complex legal documents using hi-res mode, including those with diagrams and images.

“Ragie solved what we call the ‘hundred-page-plus document problem’—where other RAG systems struggled to chunk and retrieve data from large legal documents, Ragie excelled. This was a game-changer for us,” Joni explained.

The team also appreciated Ragie’s developer-friendly APIs and admin dashboard, which allowed them to integrate Ragie with their internal systems and maintain governance over their legal database.

Impact

Since integrating Ragie, Crypto Co Counsel has seen significant improvements in accuracy, speed, and user trust. Crystal’s ability to provide reliable citations has been a standout feature, enabling compliance teams to confidently navigate legal complexities.

“One of our first users is already using Crystal every day. Another has switched from general LLMs to Crystal for critical compliance research and drafting tasks because Crystal is purpose-built to navigate between complex crypto legal topics much faster than general purpose LLMs that still require heavy prompting.” Joni shared.

Key Outcomes:

  • Enhanced accuracy: Ragie’s ability to chunk and retrieve data from 100+ page legal documents ensured Crystal delivered precise and contextually relevant results.
  • Citation: Responses generated by Crystal are backed by citable sources, which is a critical feature for legal and compliance teams.
  • Faster time-to-market: Ragie’s plug-and-play solution allowed Crypto Co Counsel to ship Crystal in weeks, avoiding months or possibly years of development time with other solutions.
  • Ongoing support: Ragie’s team provided hands-on support throughout the integration process, something Joni described as “unmatched” compared to other providers: “With Ragie, it's not just the tech, it's the people, and I have not got that support or that warmth from Fly.io, Weaviate, Supabase, or AWS.”

Feature Highlight

Ragie’s high-res ingestion and advanced chunking capabilities were pivotal in solving Crypto Co Counsel’s unique challenges. Additionally, Ragie’s Google Drive integration streamlined the bulk upload of legal documents, while its developer-friendly APIs enabled seamless integration with Crypto Co Counsel’s admin dashboard.

“Ragie’s ability to handle complex legal documents and provide accurate citations has been really helpful for us. Ragie is not just a tool—they’re a partner that holds your hand through the entire process,” Joni said.
When we were building Crystal, we evaluated multiple options, including Weaviate and AWS, but none of them could match Ragie’s accuracy and ease of use. What really stood out was Ragie’s team—they were incredibly supportive and worked with us every step of the way. With Ragie, we’ve been able to deliver a product that compliance teams can trust, thanks to its ability to cite sources accurately and handle even the most complex legal documents. Ragie isn’t just a vendor—they’re a true partner.
Joni Pirovich

Joni Pirovich

Founder, Crypto Co-Counsel