Charging for Outcomes: Is Your AI Agent Ready for Outcome-Based Pricing?
Techstrong.ai, Tuesday, October 27th, 2026
A Thales product leader examines what vendors need before charging for AI agents by outcome, including proof of attribution and usage controls.
In this sponsored Techstrong.ai piece, Thales product management director Manoj Tharakan argues outcome-based pricing suits AI agents because they do measurable work, but vendors must prove an outcome occurred and that their software caused it.
He notes attribution gets murky when humans edit agent output, and cites research that 55% of buyers expect AI capabilities at no extra cost.
Because AI compute costs vary with usage, he recommends usage controls, early warnings and auditable records to avoid billing disputes.
He advises starting with usage-based pricing to gather data, then moving to outcome pricing once outcomes are stable and measurable.