How do you tag every feature request to a roadmap theme?
A feature request AI Employee that reads each inbound request as it lands, tags it to the roadmap theme it belongs to, and routes it to the right owner, without ever touching the priority of anything already on the roadmap.
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Feature requests come in untagged and stay that way. One lands in the issue tracker with no theme on it, another shows up as a note on an account in the CRM, a third is a customer quote a sales rep dropped into Slack. Nobody owns the first touch triage, so requests sit unlabeled until someone doing roadmap planning has to go back and reconstruct which theme each one belongs to. That means weeks of backlog at once, from memory and guesswork. The failure isn't that requests get lost; it's that they arrive with no theme and no owner, and the gap between arriving and being triaged is where they rot. And the fix people reach for is worse: a script that both tags and reshuffles priority, so that first touch triage quietly starts moving items up and down the roadmap. That is a decision that was never a machine's to make.
The feature request AI Employee reads each new request from the issue tracker, the CRM, and Slack, tags it to the roadmap theme it maps to, and routes it to that theme's owner. It touches the request's theme label and nothing else. It never reorders, reprioritizes, or rescopes the roadmap. It tags and routes; the humans who own the roadmap decide what rises and what falls.
See exactly how the work gets done.
Runs on a daily schedule
A scheduled run fires once a day and picks up every request that arrived since the last run. Each run starts clean, so a request is tagged against the current roadmap themes, not a stale copy of them.
Matches to a theme before it routes
The roadmap themes and what qualifies a request for each one travel with the AI Employee as a skill. A request isn't routed until it's matched to a theme. If nothing fits, it's flagged for a human rather than forced into the wrong bucket.
Connects to your systems, with permissions you set
It reads requests from the issue tracker, from account notes in the CRM, and from Slack, then writes a theme tag and routes to the owner. Credentials stay in memory, never written to disk, never exposed to the model.
Tags and routes, nothing more
Its only write is the theme label and the handoff to the owner. It does not set priority, move an item up or down the roadmap, or change scope. Triage is where it stops.
Hands off to the theme owner
It notifies the owner in Slack that a request has been tagged to their theme, with a link to the source. A named human decides whether and where it lands on the roadmap.
Runs in your environment
Every run is isolated inside your own infrastructure. The request and account data never leaves it. Only the theme tags and the routes to owners do.
Never reprioritizes the roadmap
It cannot move an item up or down, change its priority, or rescope it. Its writes are limited to the theme label and the routing handoff.
Unclear requests go to a human, not a guess
If a request doesn't clearly match a theme, it's flagged for a person rather than forced into the nearest bucket. Bad tags don't get created to keep the queue empty.
Read only on everything but the tag
It reads the source systems and writes exactly one thing per request, the theme label, plus the route. It edits no ticket body, no account, no priority field.
You own every rule
The theme definitions, the routing map, and its per system permissions are yours, versioned and changed on your terms, not buried in a vendor dashboard.
Requests that used to pile up untagged until someone reconstructed the backlog now arrive at the right theme owner the same day, already labeled. The AI Employee tags and routes; the people who own the roadmap decide what rises. It never reprioritizes.
Every day
Every request that arrived is tagged and routed the same day, not reconstructed weeks later
0 reprioritizations
The roadmap's order is never touched: priority stays a human decision
1 theme per request
One theme tag and one route per request, or a flag when nothing fits
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How do you turn scattered feedback into a ranked list of what to build?
Gathers feedback from the help desk, public reviews, and Slack on a schedule, clusters it into themes with quotes and counts, and creates or updates one issue tracker issue per theme. It quantifies; people own what to build.
×How do you draft a PRD from the requests that asked for it?
Clusters inbound feature requests by theme and writes a first draft PRD per theme, each one citing the requests behind it. The PM finalizes; it never ships a spec.
×How do you write release notes customers actually read?
Turns shipped work into customer facing, benefit framed release notes on each release, distinct from the internal changelog. PMM publishes, it never does.
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