Proof & Results
Anonymized case studies from mid-sized manufacturers. Handoff and ownership are designed in from the start — your team gains the capability to own, maintain, and extend the work at any point.
Typical results from recent client engagements on similar workflows
20–40%
Cost-to-serve reduction
2–4×
Faster cycle times
6–8 wks
Kickoff to production
100%
Asset transfer at handoff
Case Study — Custom Packaging
A $45M custom packaging manufacturer struggled with 4+ day proof revision cycles driven by manual comparison and email routing. We deployed an AI-assisted proof comparison and routing workflow integrated with their existing order system.
Example outcomes from this engagement:
Case Study — Precision Components
A $120M precision components manufacturer fielded 200+ weekly status calls. We built a customer portal with order, proof, and shipment visibility connected to their ERP order index.
Example outcomes from this engagement:
Case Study — Industrial Fabrication
A $80M fabrication shop's estimators spent 60% of their time on data gathering. We deployed an intelligent assistant with full audit trails and human-in-the-loop approval for all quote and schedule recommendations.
Example outcomes from this engagement:
"They spoke our language from the first conversation — pallets, changeovers, and customer lead times, not just algorithms. And when they left, our team actually knew how to run it."
"Every other AI vendor wanted a multi-year subscription. Sirvoce transferred everything — code, prompts, docs. We own it outright."
"Six weeks from kickoff to production. Our estimators use the assistant daily, but they still approve every quote before it goes out. That's the right balance."