Pokeworks Built Its Own AI Agent, Then Stopped Hiring at HQ

Pokeworks plans to keep opening restaurants. It does not plan to hire anyone else at headquarters to support them.

The 86-unit fast-casual chain told Restaurant Business on Oct. 15 that its in-house AI agent, Pokebot, now handles enough work at its Irvine, California, home office, including accounting tasks, that the current staff of about 40 should be able to absorb future growth. "Our goal is to maintain headcount with our future growth," said Wen Wei, the company's co-founder, CFO and head of AI. "I don't think we would need to hire anybody else."

The order of operations is the instructive part. Pokeworks spent 2025 pulling data from its various systems into a central database, and only at the start of 2026 began building agents on top of it. A finance staffer who used to download data from several sources and stitch it together in Excel now just asks for the report, along with harder questions, such as why sales moved or whether a restaurant's labor matched its sales. It is a live example of the argument in our column this week that the agent race is really a data race.

Pokebot sits inside a larger layer the company calls the Pokeworks Operating System. Workers at company-owned stores use it through a smartphone app that builds a ranked list of the day's tasks. "It gets rid of a lot of the judgment that needs to happen," Wei said.

The co-founders declined to share figures but said automated sourcing and labor forecasting are saving percentage points on food and labor, EBITDA is rising and same-store sales are positive year over year. They expect token costs to climb once AI labs stop subsidizing them, though Wei said the bill should stay a small percentage of sales.

Few franchisors can copy this playbook directly. Two Pokeworks co-founders hold advanced degrees in computer science, and the team has built its own technology since the early 2000s. Co-founder and president Michael Chen said the chain will integrate or build almost everything itself, except "very, very specialized software, like accounting or POS."

For brands without an engineering bench, the other route is configuring agents instead of coding them. Revscale, which publishes this site, builds AI agents for franchise and multi-location businesses that are set up in natural language: a team describes a workflow and the agent runs it, whether that is answering and qualifying inbound inquiries around the clock or re-engaging leads that have gone quiet for months. Every interaction is captured in Revscale CRM and can also flow into the systems a brand already uses. Pokeworks' lesson holds on either path, though. An agent is only as useful as the data it can reach.

The open question is the franchisee side. Pokeworks' owners are not using Pokebot directly yet; for now they get AI-generated recommendations from corporate. Whether an independent owner will hand a corporate-built agent the judgment calls inside their own restaurant is the harder test.

Revscale Media is published by Revscale.