In a significant shift for enterprise software pricing, Zendesk has introduced a consumption-based model where companies will pay based on the activity generated by artificial intelligence agents rather than traditional user licenses. Zendesk’s Chief Executive Officer Tom Eggemeier stated that customers should only pay when the AI agent effectively resolves a business problem, echoing a trend seen in cloud infrastructure services over the past two decades. This move comes as part of a broader shift towards agentic artificial intelligence in the industry, with only about 10 percent of Zendesk’s customers currently adopting generative AI, a figure the company hopes to double by year-end. Competitors like Salesforce have also begun similar pricing strategies, with its Agentforce product priced at two dollars per conversation. As organizations increasingly embrace AI, the pressure to enhance efficiency and reduce costs is shaping the future of enterprise software.
Why do we care?
Zendesk’s move to consumption-based pricing based on AI agent outcomes marks a fundamental shift away from the license-based SaaS model. Instead of charging per seat, the platform charges per business result, directly linking cost to value—specifically, whether an AI agent resolves an issue.
This trend is both validation and warning:
As Validation: Outcome-based pricing aligns directly with what providers advocate: pricing tied to business outcomes, not inputs. This move by Zendesk reinforces that this model is viable at scale, with enterprise-grade software adjusting to match the customer’s definition of success—resolution, not usage.
As Warning: If vendors are charging based on AI-generated resolutions, providers need to rethink their value-add. Traditional ticket handling is at risk of becoming automated and commoditized. Where MSPs used to charge for Tier 1 response, AI now does it for pennies. This accelerates the race to strategic value.
Smart MSPs won’t fight this shift—they’ll harness it, wrap it in business context, and offer clients the confidence that outcomes are being delivered, not just conversations closed. The future isn’t about how many tickets you handle—it’s about whether you helped your clients move forward.