Customer service

When a refund goes wrong, can we show who decided and why?

Agents now answer tickets and settle refunds. LeafCraft lets them act alone where they have earned it, and sends large or unusual cases to the person you name.

One teamYour rulesYour memoryYour budget
Decision request in Microsoft Teams · example dataLeafCraft console

What's changing in customer service

01

Agents refund, promise and close

Service agents now act on money and on commitments to customers.

02

A wrong refund is a fraud vector

An agent that refunds with no checker will be found by someone who wants refunds.

03

Customers and regulators ask why

A complaint about a decision needs the decision, the rule and the person, not a transcript.

Two risks the layer removes

The agents you can't see, and the model that gets retired.

Agents you don't know about

In customer service, agents arrive through vendor updates and team pilots. LeafCraft finds all of them, gives each an owner, and brings it under your rules or removes it.

How discovery works

A model that gets retired

An agent built straight on one model has to be rebuilt and re-approved when that model is retired or repriced. On LeafCraft you switch the model for that agent in config and keep everything else. Months and a budget, saved.

Agent tied to one model
  • The model is retired or repriced
  • Prompts, tests and sign-offs rebuilt
  • Months of work, a new approval cycle
  • The history stays with the old tool
MonthsA rebuild budget
Agent on LeafCraft
  • Pick another model for that agent
  • Switching is a config change
  • Test it against your own record first
  • Rules, limits, owner and memory stay
HoursNo rebuild
TimeHours to switch, not months to rebuild
CostNo rebuild budget, no new approval cycle
MemoryThe record carries over to the new model
Your choice of model

Why it matters now

In customer service, the agents arrived before the rules did.

Customer service is where agents meet customers directly. The layer sets what each agent may promise, refund or change alone, sends the rest to a named person, checks every closed case with someone other than the agent that handled it, and keeps the record a complaint or a regulator will ask for.

How the layer works

AI and people, one team

Your customer service team, with AI on the org chart.

Does the work
Decides
Checks
AI drafts. A person decides. Another agent checks.

The agent prepares the case. Your person makes the call and writes why. A separate audit agent checks the decision against your rules.

Same rules for every seatNo one checks their own workOne named ownerCost set before it runsBoth reasons recorded
No one checks their own workAgent or person. Maker and checker are never the same.
One named owner per decisionNever "the system".
Authority earned from the recordWidens with clean work. Narrows after mistakes.
People stay where they workSlack, Teams, WhatsApp (coming) or email. Their reply moves the work on.

What changes for you

Today
With LeafCraft
Refunds approved by the agent that proposed them
A separate agent or person checks every refund
Promises made in chat with no record
Every commitment has an owner and a reason on record
Escalations lost in queues
By impact, to named people, with a time limit
Cost per case unknown
Estimated before it runs, capped per agent
Silence is never a yesEstimated before it runsNothing erased after it's written
Product screen · example dataLeafCraft console

Questions teams ask

Can our support team stay in their tools?

Yes. They get requests on Slack, Microsoft Teams, WhatsApp (coming soon), email or the built-in inbox, and their reply moves the work on.

Can we keep customer text out of traces?

Yes. One setting masks message content in traces. Timings, costs and agent names stay visible.

Does the agent learn from corrections?

Yes. When someone corrects an agent, it keeps the lesson and uses it the next time similar work comes up.

Bring one customer service process.

We'll map who does the work, who decides and who checks, set the cost limits and show you the record.