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FQ AI Summit 2026

Treat a New AI Responsibility as a Role Conversation

My notes from attending the FQ AI Summit in New York, November 10, 2026.

Parallel AI Workflows and Human Overrides

What should change when AI adds a new responsibility to someone's job?

When AI adds a new responsibility to someone's job, hold a role conversation. Describe the duties, ask what existing work changes to make room, and give training and access to specialists. Handle recognition through management and HR, and agree on a review point.

Employee agency came up as a Power Shift theme, and it covers the conditions under which someone accepts new work. Building, checking or maintaining a workflow can be a substantial job even when the tool makes production look easy.

Spell out the duties: routine maintenance, exception handling and the decisions they'll be expected to make. Say whether it's a short experiment or an ongoing service role. Ask what existing work will change to create capacity, and give them training and specialist access where their authority or knowledge ends.

Recognition has to go through the right people

Talk about recognition through the appropriate management and HR process. Don't promise compensation or promotion you can't authorize. And don't let the conversation disappear because the work started informally. Then agree on a review point, since the role may change as the workflow matures. People trust the opportunity more when they can see what they're taking on, what support comes with it and how the contribution gets assessed.

What to try this week

If someone on your team has already picked up an AI workflow informally, set up that conversation this week.