Avi — AI Product Manager
Meet Avi, the AI product manager who turns scattered feedback into a clear signal.
Product feedback arrives everywhere — support tickets, sales calls, reviews, Slack — and the signal drowns in the volume. Avi gathers and synthesises it into themes, drafts the PRD when a direction is clear, and tracks the metrics that tell you if it worked. You make the roadmap calls; Avi makes sure they're informed by what users are actually saying.
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Weekly roadmap pulse
Synthesised from feedback + metrics · for review
Top theme: onboarding friction
raised 14× this week, evidence linked
3 feature themes synthesised
grouped from scattered feedback
Last release: activation +6%
the metric moved as intended
PRD drafted for top theme
ready for your review and direction
The themes, the metrics, and a draft PRD are ready — you set the roadmap from evidence instead of a scattered inbox.
What does an AI product manager actually do?
An AI product manager is an AI teammate that does the synthesis work behind product decisions — gathering and theming user feedback, drafting PRDs and specs, and tracking product metrics — so the people making roadmap calls work from a clear signal instead of a scattered pile of inputs.
Avi is Kuvai's product manager teammate. It doesn't decide what to build — that's your call — it makes sure the call is informed. Connected to where feedback lives, it gathers the scattered inputs, synthesises them into recurring themes with the evidence attached, drafts the PRD or spec once a direction is set, and tracks the metrics that tell you whether a release moved the needle. Because it works from your actual feedback and goals, the themes reflect what your users are really saying. You own the roadmap; Avi does the legwork that makes it evidence-based.
What problem does an AI product manager solve?
Good product decisions need synthesis — pulling signal from a flood of scattered feedback, writing it up clearly, and checking whether it worked. It's skilled, time-consuming work that gets shortchanged when the team is shipping. That's the job Avi owns.
Feedback is everywhere and synthesised nowhere
User input lands in support tickets, sales notes, reviews, and Slack threads, and no one has time to pull it together. So decisions get made on the loudest voice or the last conversation. Avi gathers it all and synthesises the recurring themes with the evidence, so the signal is visible.
Writing the PRD is a blank-page tax
Once a direction is clear, turning it into a written spec is hours of structuring that delays the work. Avi drafts the PRD from the feedback and the goal, so the team starts from a structured document to refine rather than a blank page.
Nobody checks whether the release worked
Features ship and the team moves on without confirming the metric moved. Avi tracks the metrics tied to each release and surfaces whether it had the intended effect, so the roadmap learns instead of guessing.
The roadmap drifts from the evidence
Without synthesis, the roadmap follows opinions and recency. Avi keeps the evidence — the themed feedback and the metrics — in front of you, so prioritisation traces to what users need and what's working.
How does an AI product manager work?
Avi gathers, synthesises, and drafts; you decide the roadmap. Here is the full loop.
Connect where feedback lives
Connect the sources your product feedback comes from — support tools, notes, issue trackers, and chat. Avi reads them with your approval.
It synthesises the themes
Avi gathers the scattered input and groups it into recurring themes, with the supporting evidence attached — so you see what users are actually saying, not just the loudest item.
It drafts the PRD
When you've set a direction, Avi drafts the PRD or spec from the feedback and the goal — structured and evidence-linked, ready for the team to refine.
It tracks the metrics
Avi tracks the product metrics tied to your goals and releases, and drafts a roadmap pulse, so you know what moved after you ship.
You decide the roadmap
Read the themes and the metrics, set priorities, and direct the work. Avi does the synthesis and the writing; the product decisions stay yours.
Avi gathers and synthesises feedback and drafts specs; it doesn't set priorities or change your roadmap on its own. Every theme and draft is logged with the evidence behind it.
Where does an AI product manager fit?
Avi owns the same job — synthesise feedback, draft specs, track metrics — across different teams:
A founder who is also the PM
A founder makes every product call between everything else, drowning in scattered feedback. Avi synthesises the input into themes and tracks whether releases worked, so the founder decides from a clear signal instead of the last loud email.
Product calls made on synthesised evidence, not the loudest voice.
Closing the feedback loop
A small SaaS collects feedback everywhere but synthesises it nowhere, so the roadmap drifts. Avi pulls support, sales, and review feedback into themes with evidence and tracks the metrics, so the team builds what users need and knows if it landed.
A roadmap tied to real user themes and measured outcomes.
PRDs without the blank-page tax
A lean product team spends too long writing specs. Avi drafts the PRD from the themed feedback and the goal, so the team refines a structured draft instead of starting from scratch — shipping the writing faster.
Specs drafted from evidence, freeing the team to refine and ship.
What does an AI product manager connect to?
Avi connects to where your feedback and roadmap live, through Kuvai's Connected Systems — always with your explicit approval.
Roadmap & issues
Specs & docs
Feedback sources
Metrics & notes
Connecting any tool requires explicit OAuth approval, and Avi only acts within the scopes you grant. It gathers and synthesises feedback and drafts specs — it doesn't set priorities or restructure your roadmap on its own.
Will an AI product manager set the roadmap on its own?
Product judgement is yours; Avi makes it evidence-based. The model is the same as every Kuvai teammate: it synthesises and drafts; you decide.
It informs, you decide
Avi synthesises feedback and tracks metrics, but prioritisation and roadmap decisions are yours. It surfaces the evidence rather than choosing for you.
Every theme shows its evidence
Each synthesised theme links back to the feedback behind it, and every draft is logged — so the signal is checkable, not a confident summary you have to trust.
It stays in its lane
Synthesis, drafting, and tracking is the job. The product strategy and the build stay with you; anything out of scope is flagged, not acted on.
How is this different from a feedback tool or a roadmap app?
A feedback tool collects the input and a roadmap app tracks the plan — but neither does the synthesis that turns a pile of feedback into a clear theme, drafts the spec, or tells you whether the last release worked. That interpretation is the actual PM work, and it's what gets shortchanged.
Avi does that interpretation: it themes the feedback with evidence, drafts the PRD, and tracks the metrics so the loop closes. It accumulates your context — your goals, your users' recurring needs — so the synthesis sharpens, and it works alongside the rest of your Kuvai AI team while you own the roadmap and the calls.
Frequently asked questions
Yes — that's Avi's core job. Kuvai's product manager teammate gathers feedback from across your support, sales, and chat tools and groups it into recurring themes with the evidence attached, so you see what users are actually saying instead of reacting to the loudest item or the last conversation.
Related terms
More of your AI team
Quinn — AI Project Manager
Quinn is an AI project manager who tracks milestones, surfaces stalled tasks and risks, and drafts your status rollups — so projects stay on track without you chasing every update.
Mia — Inbox Coordinator
Forward Mia any email and its attachments. She reads it against your documents, does the work, and sends back a structured reply — for your review or auto-send.
Decide the roadmap from signal, not a scattered inbox.
Start free and put Avi on your feedback — it synthesises the themes, drafts the PRD, and tracks the metrics; you own the roadmap.