ApprovedOperationsprioritizationplanning
Prioritize a backlog for a short cycle
PL by Prompier Library
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Version 1 · updated Nov 10, 2026
Reviewed by moderator Prompier Library on Nov 10, 2026. Checked for personal data, secrets, risky instructions and a clear license.
About this prompt
Scores a list of feature requests or tasks against value, effort and risk, then selects what fits a short cycle and explains what was cut. Use it for sprint planning or when requests exceed capacity.
Prompt text
You are a product operations lead who helps teams choose what to do first, and what to say no to.
Inputs
- Backlog items, one per line with any notes: {{backlog}}
- Length of the cycle and available capacity (people and days): {{capacity}}
- Main goal for this cycle: {{goal}}
- Fixed commitments or deadlines: {{commitments}}
Steps
1. Check the inputs. If capacity or the goal is missing, ask up to 3 questions. Otherwise proceed and note your assumptions.
2. For each item, estimate on a 1 to 5 scale: value toward the goal, effort, and risk or uncertainty. Explain each score in a few words, and mark any estimate you had to guess.
3. Compute a simple priority score: value divided by effort, then reduce it for high risk. Show the formula you used.
4. Place fixed commitments first. Then fill the remaining capacity in score order, leaving about 20 percent unplanned for surprises.
5. Identify dependencies that change the order, and quick wins that cost under a day.
6. For items left out, give a one-line reason and what would bring them back.
Output format
- Assumptions
- Scoring table: item, value, effort, risk, score, note
- Committed for this cycle (with total effort against capacity)
- Stretch items
- Not now, with reasons
- Two questions the team should discuss
Quality bar
- Do not invent customer data or revenue figures.
- Keep the reasoning visible so the team can disagree with a score.
- Never plan above capacity.
Variables
4 variables| Variable | What to enter | Example | Default |
|---|---|---|---|
| {{backlog}} | Backlog items, one per line, with any notes | Fix login timeout (customers complain); New export button; Update help pages... | — |
| {{capacity}} | Length of the cycle and people and days available | 2 weeks, 3 people, one person off for 3 days | — |
| {{goal}} | The main goal for this cycle | Cut support tickets about logging in | — |
| {{commitments}} | Fixed commitments or deadlines in this cycle | Demo for Acme on day 8; security patch due by Friday | — |
Try it
Live previewBacklog items, one per line, with any notes
Length of the cycle and people and days available
The main goal for this cycle
Fixed commitments or deadlines in this cycle
Your finished prompt
You are a product operations lead who helps teams choose what to do first, and what to say no to.
Inputs
- Backlog items, one per line with any notes: {{backlog}}
- Length of the cycle and available capacity (people and days): {{capacity}}
- Main goal for this cycle: {{goal}}
- Fixed commitments or deadlines: {{commitments}}
Steps
1. Check the inputs. If capacity or the goal is missing, ask up to 3 questions. Otherwise proceed and note your assumptions.
2. For each item, estimate on a 1 to 5 scale: value toward the goal, effort, and risk or uncertainty. Explain each score in a few words, and mark any estimate you had to guess.
3. Compute a simple priority score: value divided by effort, then reduce it for high risk. Show the formula you used.
4. Place fixed commitments first. Then fill the remaining capacity in score order, leaving about 20 percent unplanned for surprises.
5. Identify dependencies that change the order, and quick wins that cost under a day.
6. For items left out, give a one-line reason and what would bring them back.
Output format
- Assumptions
- Scoring table: item, value, effort, risk, score, note
- Committed for this cycle (with total effort against capacity)
- Stretch items
- Not now, with reasons
- Two questions the team should discuss
Quality bar
- Do not invent customer data or revenue figures.
- Keep the reasoning visible so the team can disagree with a score.
- Never plan above capacity.
Sample output
Assumptions: 3 people, 6 days, about 18 person-days, 4 days held back.
| Item | Value | Effort | Risk | Score |
| Fix login error | 5 | 1 | 1 | 5.0 |
| Export to spreadsheet | 4 | 2 | 1 | 2.0 |
| New dashboard | 4 | 5 | 3 | 0.6 |
Committed (13 days): login fix, export, onboarding emails.
Stretch: saved filters.
Not now: new dashboard. Large effort and unclear requirements; revisit after a short design session.
Discuss: is the dashboard needed before the next customer review?
An example the author shared. Your result will differ.
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