How Do You Prioritize a Product Backlog with Customer Evidence?
Start from a backlog that is already ranked by customer evidence, not by who asked loudest. Open the top candidates, set aside anything already in progress, and read the quotes behind the finalists. Move an item up or down only for your goal, your target segment, or work in flight, and write down why.
Why Backlog Prioritization Turns into Opinion
Someone asks what you should build next quarter, and the answer depends on who is in the room. The backlog is a long list of requests with no shared measure. Scores like RICE get filled in by gut feel, and the reasons behind a pick are forgotten by the next planning cycle.
How Deck Ranks the Backlog on Evidence
Deck builds the Opportunity Backlog from your customer feedback and ranks it with an impact score, sentiment, insight count, and trend. Each opportunity keeps the insights behind it, so a pick comes with quotes, not just a number. You start from Deck's rank and only change the order for a reason you can state in one sentence.
How to Prioritize Your Product Backlog in Deck
Run it yourself in Deck, or hand it to your AI agent. Same steps, same result.
- 01
Set the Decision Frame
Decide how many picks you need, three by default. Choose which customers count, all or one segment, which category tab, and any goal or limit, such as retention this quarter or no large rebuilds.
- 02
Open the Ranked Backlog
Go to Build โ Opportunity Backlog and pick the category tab. Read each row's Rank, Impact, Sentiment, Insights, and Trend. The list shows items with at least three pieces of evidence.
- 03
Open the Top Candidates
Open the top 8 to 10 items in rank order. The Overview tab shows the executive-brief summary, impact and sentiment, and segment scope. The Insights & Subthemes tab shows the evidence.
- 04
Set Aside Work Already in Progress
On each candidate, open the โฏ menu and choose Related Work Items. If a linked Project is in progress or completed, it is not a new pick. List it under Already in progress.
- 05
Rank the Finalists and Write the Reasons
Read two customer quotes for each of the strongest three to five. Keep Deck's order unless your goal, segment, or work in progress says otherwise, and say why in one sentence. Write each reason in the customer's words.
- 06
Act on the Picks
From the โฏ menu, choose Create Initiative for a larger outcome or Create Project for focused delivery. Deck links the new item back to the opportunity. Archive Opportunity removes a stale item from the default views.
Prioritize the Backlog with Your AI Agent
Prefer Claude, ChatGPT, Cursor, or another MCP client? Paste this prompt. Your agent runs the same workflow through Deck MCP and checks with you before it changes anything.
You need
- Deck MCP connected to your agent
- Customer feedback already in Deck
Your agent starts with explore_opportunity_backlog.
Agent Prompt
Paste This into Your Agent
Use Deck MCP. Fetch and follow https://docs.getdeck.io/docs/agents/workflows/prioritize-backlog.md
Backlog Prioritization Template
## Decision frame- Picks: [3] Customers: [All / Segment name] Tab: [Category] Goal: [e.g. retention this quarter]## PicksPick | Deck rank | Impact | Insights | Trend | Reason (customer's words) | Risk | Link-----|-----------|---------|--------------|---------------------------|---------------------------|--------|------------1 | [#] | [score] | [Deck count] | [Rising / Flat / Falling] | "[quote]" | [risk] | [Deck link]2 | [#] | [score] | [Deck count] | [trend] | "[quote]" | [risk] | [Deck link]3 | [#] | [score] | [Deck count] | [trend] | "[quote]" | [risk] | [Deck link]## Changes to Deck's order- [Opportunity] moved [up / down] because [goal / segment / work in progress]## Already in progress- [Opportunity] โ [linked Project and status]## Thin evidence- [Opportunity] โ [Deck count] insights## Not in the segment- [Opportunity]