Why Resolutions Aren’t Real Results: A Closer Look at Ecommerce Customer Service AI Pricing

1. TL;DR

A lot of companies act like “resolutions” are the whole story-but that’s not always true. Some AI vendors call their software a success, even when it’s not clear what counts as “resolved.” This leaves businesses feeling unsure about what they’re really paying for. That’s why conversation-based pricing is becoming popular. It’s simple: pay each time the AI helps, not just when a vendor calls it a win. Let’s break down how companies like Molin AI, and others fit into this new way of thinking.

2. Intro

Businesses everywhere use AI to handle online customer support. AI tools like Molin promise they’ll make things smooth-answering questions, handling orders, even doing refunds. Sounds good, right?

But there’s one catch. Some vendors use something called a “resolution” to decide if you should pay them. And often, no one really knows what “resolution” means. Ever get a report from a vendor that says “90% resolved!”-yet your customers aren’t happy? I’ve seen it happen before. Sometimes “solved” just means the chat ended, not that the problem really went away.

3. Let’s Get Into It

Why the “Resolution” System Doesn’t Always Work

A lot of AI companies charge by “resolutions.” That means you pay if the software claims it solved a problem. On paper, that looks easy. But here’s what can really happen:

• A customer gets annoyed and leaves the chat.

• The AI vendor marks it as “resolved” because there’s no complaint.

• The customer is left hanging, and you look bad.

I once had to comb through a hundred chat logs because too many “resolved” tickets were, well, not really resolved. Trust goes out the window when you pay for help that isn’t real.

The Incentive Problem

If vendors only make money on a full “yes,” they’ll do whatever it takes to hit that green checkmark. So they stuff stats in their favor and ignore all the work an agent does halfway. Imagine: Your AI handled most of the issue, but a human had to step in at the end. Does all that AI effort count for nothing? Kinda unfair.

Teams that use Molin AI for agentic commerce feel this pain. The AI is saving you time. But if the software vendor calls it a “fail” unless everything is finished by a bot, nobody wins.

How Conversation-Based Pricing Fixes Things

Here’s a more honest way: just count each chat. Every time the AI tries to help, that’s a billable moment. No more fuzzy math.

If you go with conversation-based pricing-like some Molin clients do-here’s what you get:

• Every chat counted fairly

• Real numbers you can trust

• No pressure to fudge the “resolution” numbers

Simple, right? One report I read said companies saved about 20% a year switching to this method. Why? They quit paying for fake “resolutions.” Plus, all those hours spent fighting about invoices can be spent actually making the AI better.

What About New AI Tools?

The latest AI for Ecommerce-like Molin AI-can do some amazing stuff. Package tracking, order changes, refunds, you name it. When you use conversation pricing:

• There’s no race to make every chat look like a win

• Teams can just focus on improving the bots

• If a human needs to jump in, that’s fine-no one is punished

It’s just a smoother way to grow. AI and humans can work together, instead of fighting over what “counts.”

4. So, Does This Matter?

Paying for “resolutions” just muddies the waters. If that word doesn’t mean what you think it means, you’re paying for fixes that aren’t real. Conversation-based models keep things honest. Partial help matters. Effort is rewarded.

AI providers like Molin AI want to get paid for real work-not just magic words on a report. And as businesses lean more on AI, this approach lets you track what customers really experience. Less guesswork. More trust.

5. What’s Next?

Curious about how conversation-based pricing could work for you? Reach out. Let’s chat about Molin AI-and see how you could ditch all those confusing metrics. We can show you a simpler way to track real support, build trust, and keep your customers happy.