Quantify the stack
Volume, handle time, and cost per contact are baselined by intent, channel, and segment.
/ Customer & Revenue /
Redesign support operations so AI handles repeatable demand, lowers cost-per-ticket, and protects CSAT through governed automation and better handoffs.
The problem
Headcount scales with volume. There is no lever to pull that doesn't hurt quality or budget.
Teams know AI could help but can't quantify how much — so nothing moves.
Previous chatbot deployments disappointed. Now there's internal resistance to trying again.
How it works
Volume, handle time, and cost per contact are baselined by intent, channel, and segment.
Password resets, order status, and policy FAQs resolve with grounded answers and containment metrics.
Complex and sensitive queues get capacity, coaching, and quality review—where empathy still wins.
Savings models tie to your actual wage rates and vendor costs—not generic benchmarks.
What's included
A governed layer across data, workflows, and handoffs—so teams ship safely and scale with metrics.
maps your ticket categories and identifies which are safe to automate and which need humans
resolves FAQs, order status, account queries and standard requests without agent involvement
real-time view of AI vs. human handling cost across channels
measures exactly how much volume is being kept off the human queue
when AI can't resolve, it hands off cleanly — no dead ends, no frustrated customers
model spend visibility so AI costs don't silently replace headcount savings
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Results
40–60%
Range across comparable deployments at scale
65%+
Share of inbound queries resolved without human agent
<6 months
Typical time to recover implementation cost
Results vary by ticket volume, complexity mix and existing tooling.
How we work
Week 1–2
Handle time, cost per contact, rework, and CSAT are baselined by segment and channel.
Week 3–5
Which intents can self-serve, which need draft-and-review, and which stay human-only—documented.
Week 6–9
A slice of volume runs on the new model; finance validates unit economics and risk.
Week 10+
Progressive automation with quality gates; staffing plans update with transparent assumptions.
Outsourcing mix and regulatory lines affect what can automate; scope stays conservative first.
Get started
We start with a focused session—no commitment—to map constraints and a sensible path.