Paying per resolution for an AI agent? Check what counts as resolved

Paying an AI agent only when it resolves a customer issue sounds like the safest way to buy. You are not paying for seats nobody uses or for conversations that go nowhere. But the price per resolution is only half the deal. The other half is the definition of a resolution, and that definition is written by the vendor.

Outcome-based pricing is now common in customer service software. Zendesk announced outcome-based pricing for its AI agents in August 2024, and Intercom lists its Fin AI agent from $0.99 per outcome. Other platforms price per conversation, per action or through consumption credits. The models are different enough that the headline numbers are not directly comparable.

Read the definition before the price

Intercom publishes a clear example. Its help article on Fin resolutions counts two kinds: a confirmed resolution, where the customer says the answer helped, and an assumed resolution, where the customer leaves the conversation without asking for more help. If a customer reopens a resolved conversation looking for further help, Intercom says the resolution is deducted and not charged.

That is a reasonable, transparent rule. It also shows why the definition matters. A customer who gives up and calls your contact center instead may look the same, inside the chat, as a customer whose problem was solved. Ask every vendor how its definition treats silence, abandonment and a return visit, and over what time window.

Measure the journey, not the channel

The AI platform can only see its own channel. Your business pays for the whole journey. Before you sign, decide how you will check whether a billed resolution actually ended the customer's need.

Useful measures include repeat contact within a set number of days on any channel, transfers to a person after the AI interaction, and complaints or refunds tied to automated answers. If your current systems cannot connect a chat to a later phone call from the same customer, fix that first. Otherwise you will be comparing the vendor's resolution count against nothing.

Model the cost at your real volume

Per-resolution pricing makes cost rise as the AI succeeds. That can be fine: a resolved contact that would have reached an agent has value. But build the model with your own numbers. Estimate how many conversations are realistically automatable, what a human-handled contact costs you today, and what happens to the bill if the AI resolves more than expected.

Check the rest of the commercial structure as well. Committed volumes, overage rates, platform or seat fees that still apply, and implementation or knowledge-base work can matter as much as the unit price. Compare options over the same term with the same assumptions.

Check what you already own

Your contact center, CRM or help desk platform may already include AI features or credits worth evaluating. Improving the knowledge base and the handoff to a person can also raise resolution rates on any platform. A new AI agent is not automatically the better option, and an existing feature is not free if switching it on creates a large operating burden.

Questions to ask before you sign

How exactly is a resolution defined, and is the definition in the contract or only in documentation that can change? Does an assumed resolution count, and after how long? What happens if the customer returns on another channel? Can you audit billed resolutions conversation by conversation? What are the committed volumes, overage rates and exit terms?

Clear answers make outcome-based pricing a useful tool. Vague answers mean you are paying for the vendor's measure of success rather than your own.

How StrategIQ IT can help

Before founding StrategIQ IT, Brian spent years on both the buying and selling side of contact center technology. He can help you frame the decision, compare AI options against what you already own, and test vendor proposals against your real volumes and customer journeys. Where a provider solution makes sense, StrategIQ can compare sourcing options through its Sandler Partners relationship, with scope, fees and any provider compensation explained before you proceed.