LegalTech research pipeline
Built an AI-assisted research workflow that cut manual case analysis and citation gathering from hours to minutes.
Overview
Built an AI-assisted research workflow that cut manual case analysis and citation gathering from hours to minutes. This ai layer for Series A LegalTech startup focused on ai agents & intelligent automation and was delivered over 16 weeks. The work was shaped around a clear operating goal: analysts moved from repetitive search loops to higher-value review work.
80%
Faster research
5+
Models orchestrated
Challenge
Legal teams were spending most of a day cross-referencing court records, statutes, and case law across disconnected sources. That friction was slowing the workflow down, increasing manual effort, and making the process harder to trust at scale. For Series A LegalTech startup, the challenge was not only getting the work done, but doing it in a way that was repeatable and operationally reliable.
Solution
We built a multi-agent research workflow with model orchestration, legal-source integrations, and a production-ready backend that could survive real usage. The implementation stayed close to the existing workflow so the system could reduce unnecessary steps without forcing the team into a disconnected process. The goal was to turn the underlying idea into a production-ready setup that fit the engagement shape, the business context, and the day-to-day reality of how the team already worked.
Result
Research time dropped sharply and the team spent more of its time on analysis and argument quality instead of search loops. The measurable shift was 80% faster research, and the broader outcome was that analysts moved from repetitive search loops to higher-value review work. In practice, that meant a workflow that was faster, easier to operate, and better aligned with the work the team actually needed to focus on.
“Analysts moved from repetitive search loops to higher-value review work.”
Project outcome
Client type
Series A LegalTech startup | $10M funded
Industry
Series A LegalTech startup
Services
AI Agent Systems
Model Orchestration
AI Workflow Design
Production AI Integration
Tech stack
