In the field

Case Studies.

Representative engagements. Names anonymized at client request — happy to introduce you to references on a Strategy Session.

Manufacturing

Automated quote generation from RFQ PDFs

A 40-person fab shop was spending 6 hours per RFQ cycle pulling specs out of customer PDFs. We built an extraction pipeline that drops cleaned line-items into their ERP. New cycle: under 20 minutes.

Outcome

94% time saved per quote

Engagement

Quick Win — 30 days

Professional services

Internal knowledge assistant for a regional CPA firm

Eight years of memos, engagement notes, and tax research locked in PDFs and Outlook. We deployed a private RAG assistant with row-level access controls so each client team only sees what they should.

Outcome

Hours per week recovered: ~4 per associate

Engagement

Implementation Sprint — 90 days

Distribution

Inbox triage for a 3-rep customer service team

Order-status inquiries were eating the team's day. We built a classification + drafted-reply layer on top of their existing inbox. Reps approve or edit, never write from scratch on routine asks.

Outcome

78% of inbound emails handled in <90s

Engagement

Quick Win — 30 days

Yours next.

One hour on-site. An AI Opportunity Map of your top 3 friction points with solutions. $1,500.