About the Client

• Client Profile : Mid Market Insurtech
• Annual Revenue : $210M
• Time to Production : 6 Weeks
• Internal Champion : VP Operations
• Year 1 Financial Impact : $340K-390K (estimated first-year cash benefit from labor recapture, avoided hires, and process automation)

Before and After

Before

• New hire ramp: 4 months before productive
• Hundreds of products, evolving rules, veteran know-how buried in Slack and docs
• Senior staff spending 30-40% of time answering repeat questions
• Knowledge walked out the door every time someone left

After

• New Hire Ramp - 5 Weeks
• 12K+ Docs and chat logs ingested into live Q&A Agent
• Used corpus of knowledge as a base to train sales reps to handle technical objections
• Veterans and higher ups gained back nearly 15 hrs per week

What we Deployed

• Live Q&A agent that maps that answers operational questions instantly, no matter how niche
• Full audit trail for every single answer
• A document ingestion workflow for every single training module - that in turn becomes a reference for sales, CS and finance team as a single source of truth

ROI Math (Year 1)

(Illustrative ROI estimate range based on observed workflow changes and standard labor rates. Final exact number depends on adoption and operating context )

Onboarding Acceleration (New hires productive 2.5 months earlier. At $75K avg salary: ~$15K-$20K saved per hire × 6-8 hires/year)

Senior Staff Capacity Unlocked

(3-4 senior staff reclaim 10-15 hrs/week from answering questions. At $55-$70/hr blended rate.)

Knowledge Retention - Attrition Risk

*(*Avoided knowledge loss from 1-2 senior departures/year. Replacement hiring + ramp cost avoided)

Year 1 Value Capture

$90,000-$130,000

$120,000-$140,000

$50,000-$90,000

~$210K - $250K