Modelled
Market estimates, with their scope and methodology.
Public evidence, explicit interpretation and transparent scenarios. Research checked on 9 November 2026; figures are a snapshot, not a live market feed.
Market estimates, with their scope and methodology.
Reported findings from a defined respondent group.
Candidate perspective, not a third-party endorsement.
Editable assumptions, not actual customer results.
Modelled annualised estimates · nearly 400 US enterprise decision-makers · fieldwork 8–26 September 2026
199 service and support leaders · April–May 2026 · reported budget growth
275 service and support leaders · July–August 2026 · expected ROI achieved
Manufacturer positioning · not independent evidence of customer results
Manufacturer capability description · validate availability and design per customer
Commercial usage units, formerly AI Experience Tokens · customer contract governs rates
Interaction-based resource metering · highest applicable resource tier
The three supplied research PDFs were independent preparation summaries. Public website claims link to the original publishers. Customer-specific architecture, contracted rates and results require their own validation.