When the support queue grows faster than the team.
Customer service is one of the use cases we run most often. Here's the shape of the work — what stalls in support orgs, what we ship, and how Workplace Agent shows up in the channels your team already lives in.
The patterns we see most
- Tier-1 reads every ticket, applies tags, assigns to the right queue. Routing rules drift; tickets get re-routed twice.
- Senior reps writing the same answer to the same question for the fifth time this week. New reps writing from scratch.
- KB articles that haven't been updated in 14 months. Reps find three contradicting articles, ask a senior person anyway.
- Frustrated-customer signals get missed in volume. By the time someone notices, it's a churn risk.
- Tickets pile up overnight. First response by 11am the next day. CSAT takes the hit.
- 60–90 days for a new hire to write replies confidently without senior review.
What a CS engagement actually delivers
- 01
- Intent classification and routing at intake. Tickets land in the right queue with a confidence score; humans review edge cases.
- 02
- Drafted replies grounded in your knowledge base and prior tickets. Tone is configurable per channel and per customer tier.
- 03
- Retrieval that actually finds the right KB article. Surfaces drift between what's documented and what reps are answering.
- 04
- Sentiment flags on intake. High-risk tickets route to a named human owner immediately.
- 05
- Observability dashboard for the Head of Support. Every model call is logged, every draft is reviewable, every change has a kill switch.
- 06
- A handover period — workshops, runbook, optional retainer — so your team runs the system after we leave.
The engagement shape for CS clients
Most CS engagements use three of the four capability areas — typically Custom Development, Integrations, and Training. Advisory is often the entry door when the right first system isn't named yet. One contract, one team, the same people from kickoff through handover.
A typical first-engagement scope is 8–12 weeks, fixed-fee against scope. Pricing is per engagement, not per ticket or per resolution.
Workplace Agent in support channels
Channel configurations — not a CS-specific product. The same agent runs research, finance, and ops channels for other teams. Pricing is per channel.
#ticket-highlights Daily ticket digest
Volume, top topics, sentiment flags
Posts every morning with a summary of prior-day support activity. Best paired with a Services integration for deeper data access.
#triage-coach Triage coach
Draft reply, category, risk flag
Paste a ticket or email. Get a draft reply, a category, and a risk flag. New reps stop writing from scratch; senior reps stop reviewing every word.
#support-ask-anything Support team Q&A
Refund policy, ownership, known bugs
Internal channel grounded in your wiki, ticket history, and product docs. Senior reps stop being the help desk for the help desk.
Three channels for a CS team is a typical starter shape. See full Workplace Agent →
What this looks like in practice
A representative engagement, pulled from the Services catalog. Full case studies are on the way.
Problem
45-person services company with a 12-person customer-support team needed AI-assisted ticket triage and response drafting.
What we built
8-week build pulling from Zendesk, knowledge base, and product docs. Routes tickets by intent, drafts first-pass replies for human review, logs every model call for audit.
Outcome
Agents review drafts instead of writing from scratch. Average handle time drops; quality stays flat or improves. The team tunes it themselves.
What this isn't
We're not a CS-only consultancy. Customer service is one of the use cases we run most often. The same team, the same engagement model, and the same Workplace Agent product handle legal intake, accounting close, and ops automation work.
If you want a working version of this in your workspace fast, Workplace Agent is usually the first step. If you have a workflow that needs a custom build, that's a Services engagement. Either door, same team.
Tell us where support is stuck.
One sentence is fine. What's the workflow, what's jamming up, what would good look like? We respond within one business day.