MillerKnoll AI
AI Leverage

The team productized its own process.

The Intake Coordinator is AISE pointing its own tools at its own workflow — testing the orchestrator with evals, automating the hand-off end to end, and laying the blueprint for a true orchestrator-of-agents.

Evals over inspection
flaw caught pre-ship

AI tested the AI

Shelby built evals to test the orchestrator against representative cases rather than trust it by reading the code. The evals surfaced a real single-responsibility flaw — and re-verified the fix before anything reached Production.

SharePoint · Word · Jira
zero manual entry

Idea → ticket, automatically

On confirmation, the Coordinator writes a structured intake to SharePoint, generates a professional Word brief, and creates the Jira ticket — the whole hand-off that used to bounce between inboxes, done in one conversation.

SE or Data Science
confidence-scored

Routing as a first-class output

The Project Classifier routes each idea to the correct team with a confidence score and plain-language rationale — replacing a guess-and-hand-off that could cost two weeks with the right backlog from the start.

Reused across the portfolio
the vision

The orchestrator-of-agents blueprint

Intake productized the team’s own process into an agent — the blueprint for a single conversational front door that knows every agent, now being rebuilt on the new experience with committable, diffable skills.

Open to everyone
no setup

A link, not an install

The Copilot Studio version had to be found and added before anyone could use it. The AISE Assistant opens from any page of the site, so a link in an email or a meeting is all it takes for someone to submit an idea.

Projects, case studies, connectors
knows what we built

Grounded in our own site

The intake reads the same pages the business can read: the portfolio, the case studies, the connectors and the platforms. It can say that something close already exists, point to it, or suggest a lighter option before anyone asks for a build.

Weighted, private to the team
consistent

Scored to prioritize

Every intake gets a weighted score that helps the team decide what comes first. The weighting is ours to tune, and the submitter just sees a clear confirmation.