# Three-bucket feedback taxonomy before prioritization

> Separate general feature requests, quick wins, and data-heavy asks before roadmap debates start so each kind of request is judged by the right standard.

- Canonical HTML: https://growth.iangoh.com/growth-ideas/three-bucket-feedback-taxonomy-before-prioritization/
- Source: [canny.io](https://canny.io/case-studies/paces)
- GrowthDex source hub: [Canny Case Study: Paces](/sources/canny-case-study-paces-canny-io/)
- Last checked: 2026-05-29
- Rarity: uncommon
- Budget: free
- Channels: Product, Customer Success, Engineering
- Stages: triage, roadmap quality, feedback taxonomy, operations


## Why this can grow

Feedback turns mushy when every request lands in one giant queue. Paces kept the board legible by splitting feedback into three buckets: general feature requests, quick wins or ad hoc tweaks, and data requests that were more technical. That matters because those categories do not deserve the same response time, owner, or sizing logic. A simple taxonomy lowers triage friction, stops small fixes from getting buried under strategic asks, and makes product conversations less likely to collapse into one noisy priority list.

## Ian's take

From scaling consumer platforms across MENA and Southeast Asia, my default is to distrust growth work that only looks good in a slide. My bias is to treat this as a small market test first. Make the audience narrow, make the promise concrete, and let the first real response decide whether it deserves more work. I would run it small enough to learn quickly, then only scale the parts that real users repeat, save, reply to, or buy from. For this tactic, I would watch one clear growth signal before putting more time or budget behind it.

## Action plan

1. Define one narrow startup segment where three-bucket feedback taxonomy before prioritization can create a measurable lift.
2. Turn the tactic into one offer, page, campaign, or workflow for the Product and Customer Success channel.
3. Use the evidence from canny.io to set the first version of the message, format, and audience.
4. Launch a small test for 7 to 14 days with one success metric: one measurable growth signal.
5. Review the result, keep the winning message, remove weak variants, and turn the learning into a repeatable growth playbook.

## Source-backed example

Paces grouped incoming feedback into three buckets: general feature requests, quick wins or ad hoc tweaks, and data requests that were often complex and technical.

## Adjacent tactics in the same lane

- [Trial feedback board with frontline teams before full rollout](/growth-ideas/trial-feedback-board-with-frontline-teams-before-full-rollout/) - same source, 2 shared channels
- [Monday review of upvotes plus revenue attached](/growth-ideas/monday-review-of-upvotes-plus-revenue-attached/) - same source, 1 shared channel
- [Dedicated feedback team for customer request intake](/growth-ideas/dedicated-feedback-team-for-customer-request-intake/) - 2 shared channels, 1 shared stage
- [Minimum required fields for fast feedback filing](/growth-ideas/minimum-required-fields-for-fast-feedback-filing/) - 1 shared channel, 2 shared stages

## Read GrowthDex essays

Browse the plain-English essay index at [GrowthDex Blog](/blog/).

## Related GrowthDex essays

- [The feedback queue should carry revenue before volume](/blog/the-feedback-queue-should-carry-revenue-before-volume/) - product ops, feedback systems, revenue prioritization

## Advisory

If you want help turning this into a working growth system, Ian Goh offers advisory at https://iangoh.com/advisory.