Ferris

Fragmented Workflow and Employment Inefficiencies

Professional services firms like system integrators, IT consultants, and enterprise agencies run on projects, and those projects depend on the quality of their documentation. From the initial sales call to go-live, delivery teams depend on statements of work (SOW), business requirements documents, and test scripts to stay aligned with clients and preserve their profitability. In practice, this documentation is fragmented across Zoom calls, emails, Slack threads, and Jira tickets, and the burden of pulling it together falls on highly skilled and expensive architects who waste their time on this administrative work. The result is problematic: requirements get lost, contradictions go undetected, and growth stalls because scaling means hiring more headcount.

Ferris: AI Agents That Automatically Capture Requirements, Identify Conflicts, and Generate Delivery Documents

Ferris is an AI platform purpose-built for professional services. It analyzes meeting transcripts, emails, SOWs, and existing templates and uses AI agents to automatically capture requirements, surface conflicts between documents, and generate deliverables. Unlike generic AI tools that hallucinate and lose context, Ferris cites every requirement back to its source, flags contradictions before they become change orders, and maintains a single thread of context. The platform integrates with the tools delivery teams already use like Zoom, Slack, Jira, and Salesforce and requires no change to existing workflows. The impact of its platform is significant and quantifable: firms report reducing change order rates to under 10% from over 30%, cutting documentation time to less than 15% of an architect's workload, and enabling team members to manage up to five times more concurrent projects.

Why We Invested

We invested in Ferris because they are tackling a real and expensive problem at the core of how professional services firms make money. Scope creep and documentation failures are huge challenges that compress industry-wide margins. Ferris has built a solution that's differentiated from generic AI tools with curated workflows, conflict detection, and deep integration into the delivery lifecycle. The ROI is concrete and fast — customers see results in their first week — which makes the sales process straightforward and strengthens retention. As firms face increasing pressure to do more with existing teams, Ferris is well positioned to become critical infrastructure for how complex projects get delivered.