token-based pricing comes into play, it’s a transitional step but not the final answer because tokens, model calls, prompts, and compute matter are a vendor cost unit, not a customer value unit. No CFO wants to approve a business case around tokens as they care about completed work – was the support issue resolved? Was the invoice processed? Was the contract reviewed? Was the payment collected? That is the language of business value.
The most elegant pricing model is outcome-based pricing: the software completes a valuable task, and the customer pays when the outcome is achieved. It’s harder to implement as it only works when the outcome is measurable, attributable, auditable, and easy to trust. Let’s take customer support as an example – if an AI agent resolves a support issue without escalation, there is a recognisable unit of value. But many enterprise workflows are messier. What is the exact value of better forecasting? How much legal risk was avoided by reviewing a contract? What portion of a sales conversion was caused by the AI agent? If the customer does not trust the measurement, they will not trust the invoice. That is why the future is not simply seats, usage, or outcomes. It is a hybrid stack: access, execution, and outcomes.
| LAYER | WHAT THE CUSTOMER PAYS FOR | EXAMPLE |
| Access | Right to use the platform | Seats, Roles, Editions |
| Execution | Work performed by AI | Credits, Actions, Documents processed |
| Outcomes | Verified business results | Resolved cases, Collected payments, Qualified leads |
The strategic question is who captures the pricing power. Incumbents like Salesforce, SAP, ServiceNow, Workday, Microsoft, and leading industry software platforms have an advantage because they already sit close to enterprise workflows, hold data, permissions, integrations, trust, and distribution. But that advantage is not guaranteed as owning the system of record does not automatically mean owning the work.
A company may own customer data in a CRM, employee data in an HR system, financial data in an ERP, or contracts in a CLM system. But the actual AI work may be performed by another layer sitting above those systems. That layer could be a frontier AI company like OpenAI or Anthropic, a systems integrator like Accenture or Deloitte, an internal AI team, or an AI-native company like Sierra.
| PLAYER | WHY THEY CAN WIN | WHAT COULD GO WRONG |
| Systems of record – Salesforce, SAP, Workday, ServiceNow, vertical platforms |
They already own trusted workflows, data, permissions, and enterprise context. They win if they become systems of action. |
They may keep the database while another AI layer captures the work and the labor budget. |
| AI-native work layers – Sierra, agentic startups | They can sit above existing systems and own a completed task, such as customer resolution or sales follow-up. |
They need deep integrations, customer trust, and clear outcome measurement. |
| Model providers – OpenAI, Anthropic, Google |
They can become the interface where enterprise work begins, not just the intelligence layer behind someone else’s product. | They may be abstracted by applications, platforms, or services firms. |
| Services firms – Accenture, Deloitte, PwC, Wipro |
They can capture the messy middle: workflow redesign, integration, governance, and change management. |
They may capture spend, but not always durable product-like revenue. |
| Systems of store – passive CLM, document repositories, knowledge bases |
They can win only if they evolve from storing information to owning workflow or action. | They are most exposed because AI can summarise and search information from outside the system. |
The real threat to SaaS incumbents is that they may keep the database while someone else captures the labor budget. Sticky software will get time. Systems of record will get leverage. Systems of action will get pricing power. The next generation of pricing will not be defined by seats versus tokens but by who owns the work, who does the work and who gets paid for it.
- Published On Jul 30, 2026 at 09:47 PM IST
Join the community of 2M+ industry professionals.
Subscribe to Newsletter to get latest insights & analysis in your inbox.
All about industry right on your smartphone!
- Download the App and get the Realtime updates and Save your favourite articles.