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Topic

Consumption-Based Pricing

A billing model where software costs scale with actual usage—such as resource counts, API calls, or data volume—rather than a flat subscription fee.

Current stories

buildConfirmed2 publishers

Workday ships Agent Harness as generally available, billed on Flex Credits

Workday made Sana Home the starting point for work and put Agent Harness into general availability, with both priced on Flex Credits. Agents built on it run in isolated environments over finance and HR data, Constellation Research reported.

Publishers:constellationr.com mezha.net

Reality

Evidence30
Adoption
Not scored
Hype gap+30
Incentives
Not scored
Confidence45
productConfirmed2 publishers

ServiceNow handed a small in-house team a startup mandate to answer Serval and Slack

ServiceNow says a small team with a founder-like mandate built Flow, its AI service desk for Slack and Teams, in three months. For IT teams whose staff already work in chat, the question is whether a desk with no setup project will still fit once request volume and complexity grow.

Reality

Evidence50
Adoption12
Hype gap+35
Incentives75
Confidence55
productOne report1 publisher

Zylo counts 78% of IT leaders hit by unexpected AI and consumption charges

Zylo's 2026 SaaS Management Index shows portfolios frozen at 305 applications while average annual spend reaches $55.7M. The surprises it counts arrive after the signature, inside contracts already in force.

Publishers:zylo.com

Reality

Evidence32
Adoption45
Hype gap+40
Incentives85
Confidence58
productOne report1 publisher

Three quarters of customers who priced headless Salesforce access expect to spend more

SiliconANGLE's Breaking Analysis argues agents will compose the interface inside Slack or Claude. Qualitate's channel checks find the customers who have costed that out mostly expect their Salesforce bills to grow.

Publishers:siliconangle.com

Reality

Evidence32
Adoption20
Hype gap+35
Incentives65
Confidence42
leadershipOne report1 publisher

ServiceNow meters AI two ways: flat account-level Assists and capacity-based AI systems

A licensing guide published on ServiceNow's community site sets out three subscription models. Now Assist runs on the account-level one, where no user count caps the spend and consumption is the meter.

Publishers:servicenow.com

Reality

Evidence54
Adoption
Not scored
Hype gap+12
Incentives40
Confidence52
leadershipOne report1 publisher

ServiceNow's three AI-native tiers meter Now Assist from a single tenant-level pool

A licensing change at ServiceNow moves the AI line into a metered pool held at the tenant, where it used to be an add-on a customer could decline. The per-action values a buyer would need to model the bill are unpublished.

Publishers:servicenow.com

Reality

Evidence46
Adoption52
Hype gap−9
Incentives61
Confidence55
investOne report1 publisher

August re-rated software faster than any growth rate could move

A single month of trading undid eight months of AI-disruption pricing in B2B software. That is a multiple moving, not a business changing. The winners were sorted by whose meter the agent workloads run through.

Publishers:saastr.com

Reality

Evidence58
Adoption64
Hype gap−8
Incentives55
Confidence56
leadershipOne report1 publisher

McKinsey meters its consultants' AI tokens like mobile data on a work phone

Consumption pricing made model access a variable cost, and McKinsey now watches it user by user, emailing the heavy spenders rather than cutting them off. EY reports a larger saving from a quieter method.

Reality

Evidence46
Adoption61
Hype gap+14
Incentives74
Confidence54
leadershipOne report1 publisher

SAP names token spending as the competitor for its customers' budgets

Jan Gilg told Business Insider the SaaS sell-off was an overreaction and that SAP is changing how it charges. The budget squeeze he describes is better documented than the repricing he promises.

Reality

Evidence38
Adoption25
Hype gap+32
Incentives82
Confidence45
productOne report1 publisher

Commvault triples Cloud Rewind's Azure reach and reframes recovery as a rebuild job

The expanded service will cover 62% of the Azure resource types Commvault calls enterprise-relevant, and it targets configuration rather than data. Runbooks still assume humans do the rest.

Publishers:siliconangle.com

Reality

Evidence32
Adoption15
Hype gap+32
Incentives78
Confidence45