What is the AI transition doing to contact centre WFM from 2023 to 2026?
The AI transition is different from the four eras before it. Every previous transition changed the platform. This one changes the nature of the work itself. The forecast model does not just need to be rebuilt for a new automatic call distributor. It needs to be rebuilt for a workforce doing fundamentally different work than the workforce the model was built for, because AI now handles a growing share of tier one and tier two contacts and leaves the harder ones to people.
The platform side carried its own shocks. Avaya filed for Chapter 11 protection in February 2023, repeating the Nortel pattern at larger scale. Verint acquired Calabrio, and the Thoma Bravo acquisition of Verint closed in December 2025, leaving two dominant workforce engagement platforms under single private equity ownership. Operations that chose Calabrio specifically to avoid enterprise complexity found themselves inside the enterprise vendor by acquisition, running against a merged roadmap they never evaluated.
By 2026 both dominant vendors reported that AI revenue had become the primary growth category and named opportunity beyond the contact centre. The vendor is ahead of the buyer by about a quarter, the buyer is ahead of the methodology by about ninety days, and the posting is last. The practitioner who can build a blended human and AI forecast is the rarest profile in either market, and the role still does not have a settled job title.
Frequently asked
Why is the AI transition different from earlier eras?
Earlier transitions changed the platform. The AI transition changes the nature of the work, so the forecast model must be rebuilt for a workforce doing fundamentally different work, not just for a new platform.
What happened to the WFM vendor landscape by 2026?
Avaya filed for Chapter 11 in 2023, Verint acquired Calabrio, and the Thoma Bravo acquisition of Verint closed in December 2025, leaving two dominant platforms under single private equity ownership.
What profile do operations need now?
A practitioner who can build a blended human and AI forecast model. It is the rarest profile in both markets, and the role still does not have a settled job title.
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