Component one: a classifier. Tags every inbound ticket with intent, sentiment, and priority. Cheap, fast, accurate above 90% on most CX corpora after a week of fine-tuning.
Component two: a draft generator. Pulls from your last 60 days of resolved tickets and your help center. Posts a draft into the agent's reply box. The agent edits and sends. Median time saved: 40 seconds per ticket.
Component three: a summarizer. Runs at handoff and at close. Compresses a 12-message thread into three lines. Eliminates the 'wait, what's going on with this ticket' tax that costs your senior agents an hour a day.
That's the stack. No agentic loops. No vector store you'll regret in six months. Three small, boring tools wired into the workflow your team already runs.
If your vendor's pitch starts with 'multi-agent orchestration', ask them what their average customer's CSAT delta was last quarter. Watch the room get quiet.
"If your vendor's pitch starts with 'multi-agent orchestration', ask them what their average customer's CSAT delta was last quarter."
The Workbook · $79✦Useful AI Over Hype AI✦62 Pages. 13 Worksheets.✦Augment, Don't Replace✦Lead Humans, Not Bots✦Built by an Operator✦No Money From Vendors✦Run It On A Tuesday✦Sharper Team, Not Smaller✦The Workbook · $79✦Useful AI Over Hype AI✦62 Pages. 13 Worksheets.✦Augment, Don't Replace✦Lead Humans, Not Bots✦Built by an Operator✦No Money From Vendors✦Run It On A Tuesday✦Sharper Team, Not Smaller✦The Workbook · $79✦Useful AI Over Hype AI✦62 Pages. 13 Worksheets.✦Augment, Don't Replace✦Lead Humans, Not Bots✦Built by an Operator✦No Money From Vendors✦Run It On A Tuesday✦Sharper Team, Not Smaller✦The Workbook · $79✦Useful AI Over Hype AI✦62 Pages. 13 Worksheets.✦Augment, Don't Replace✦Lead Humans, Not Bots✦Built by an Operator✦No Money From Vendors✦Run It On A Tuesday✦Sharper Team, Not Smaller✦