buildConfirmed2 publishers 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.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+30
- Incentives
- Not scored
- Confidence45
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
Revenue, profit and guidance all cleared the bar and the shares jumped more than 20% after hours. The figure that looks furthest ahead came in at $9.00bn against a $9.37bn expectation, and consumption pricing explains part of the gap.
Reality
- Evidence72
- Adoption55
- Hype gap+25
- Incentives55
- Confidence68
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
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.
Reality
- Evidence32
- Adoption20
- Hype gap+35
- Incentives65
- Confidence42
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
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
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.
Reality
- Evidence58
- Adoption64
- Hype gap−8
- Incentives55
- Confidence56
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
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
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.
Reality
- Evidence32
- Adoption15
- Hype gap+32
- Incentives78
- Confidence45