{
 "schema": "aiblocks-page/1",
 "id": "agency-product-sprint-prioritizer",
 "type": "agent",
 "name": "Sprint priority planner",
 "summary": "Pick what your team builds next sprint. Paste your backlog and team capacity to get a ranked list, what fits, what waits and what to tell people.",
 "headline": "Sprint priority planner",
 "subhead": "Paste your backlog, your team's available days and the goal for the next sprint or two weeks. Your AI scores each item for value and effort, ranks them and draws the line at what fits. You get a ranked sprint plan, a list of what waits and the trade-offs to explain.",
 "job": {
  "id": "manage-projects",
  "name": "Plan projects and team capacity"
 },
 "level": "intermediate",
 "thinking": "high",
 "tested": true,
 "updated": "2026-11-03",
 "first_published": "2026-10-26",
 "inputs": [
  {
   "type": "question",
   "required": true,
   "label": "Question",
   "what": "the problem, decision or piece of work you want help with, and what a good outcome looks like"
  },
  {
   "type": "spreadsheet",
   "required": false,
   "label": "Spreadsheet",
   "what": "a spreadsheet with its data, formulas and charts"
  }
 ],
 "outputs": [
  {
   "type": "plan",
   "required": true,
   "label": "Plan",
   "what": "a dated plan: what to do, in what order, with a decision rule for each step"
  }
 ],
 "you_give": [
  "Your backlog, one line per item, with a short note on what each is for",
  "Your team size, the days each person can work this sprint, and any time off or fixed meetings",
  "The goal for this sprint or what the business needs most right now",
  "Any numbers you have, such as how many users an item affects or what it is worth (optional)",
  "What the team finished in the last few sprints (optional)"
 ],
 "you_get": [
  "A ranked list with a value and effort rating for each item, and a RICE score where you gave the numbers",
  "A line showing what fits in your real capacity, and what is stretch",
  "The items that wait, each with a one-line reason",
  "The dependencies and risks that could break the plan",
  "A short note for each stakeholder who lost out"
 ],
 "use_when": [
  "Your backlog has 40 items and the team can do 8, and people are arguing about which.",
  "A stakeholder asks for one more thing mid-sprint, and you need to show what would drop out.",
  "Your sprints keep ending with half the work undone, and you suspect you are over-committing.",
  "You run a small product team and need a priority list you can defend to the boss or a client."
 ],
 "skip_when": [
  "You are deciding whether to build one feature at all. Use the Product manager.",
  "You want a plan for a whole project with tasks and dates. Use the Project planning manager.",
  "You want to sort customer feedback into themes first. Use the Product feedback analyst.",
  "You need to track a test and decide what it proved. Use the Experiment tracker."
 ],
 "output_sample": {
  "input": [
   "Your backlog, one line per item",
   "Your team size, working days, time off and meetings",
   "The sprint goal",
   "Any numbers on reach, impact or value (optional)",
   "What the team finished in recent sprints (optional)"
  ],
  "prerequisites": [
   "An AI that can read a pasted list or a spreadsheet export"
  ],
  "output": [
   {
    "name": "Sprint goal",
    "contains": "One line on what the sprint is for and how you will know it worked."
   },
   {
    "name": "Capacity",
    "contains": "Working days after time off and meetings, the buffer held back, and the days left to commit."
   },
   {
    "name": "Ranked backlog",
    "contains": "Every item ranked, with a value rating, an effort estimate, a RICE score where possible and a group."
   },
   {
    "name": "The line",
    "contains": "What is committed, what is stretch and what waits, each waiting item with a reason."
   },
   {
    "name": "Dependencies and risks",
    "contains": "Items that block others or need outside help, and what could break the plan."
   },
   {
    "name": "Trade-offs to explain",
    "contains": "A short message for each person whose request waits."
   },
   {
    "name": "Assumptions and checks not done",
    "contains": "Estimates the AI made and any step it could not check."
   }
  ]
 },
 "output_shape": "SPRINT GOAL\n  <one line, with how you will know it was met>\n\nCAPACITY\n  People <n> | Working days <n> | Taken out for time off and meetings <n or MISSING> | Buffer <n> | Days to commit <n>\n\nRANKED BACKLOG\n  <rank> | <item> | <value: high, medium or low> | <effort: days or size> | <RICE score or \"not enough data\"> | <group: quick win, big project, fill-in or time sink>\n\nTHE LINE\n  COMMITTED: <items> | <days used>\n  STRETCH: <items>\n  WAITING: <item> | <reason>\n\nDEPENDENCIES AND RISKS\n  <item or risk> | <what it needs or could break> | <what to do>\n\nTRADE-OFFS TO EXPLAIN\n  <person or group> | <what waits> | <suggested message in one or two lines>\n\nASSUMPTIONS AND CHECKS NOT DONE",
 "how_to_use": [
  "Download the pack from this page and add it to your AI as a skill. If you cannot, paste SKILL.md into a new chat, then paste references/source-agent.md.",
  "Paste the backlog, one item per line. Add team days, time off and the sprint goal. A spreadsheet export from Jira, Linear, Trello or Notion works.",
  "Add any numbers you trust, such as users affected or revenue at stake. Say which items you do not have numbers for.",
  "Read the ranked list and the line. Move any item the AI got wrong, and tell it why, then ask for a new ranking.",
  "Share the waiting list with the people who asked for those items before the sprint starts."
 ],
 "checks": [
  "The result addresses your actual task and cites the evidence used.",
  "Examples, role-play experience and targets are kept separate from verified results.",
  "Claims of tests, memory, tool access or completed actions match what actually happened."
 ],
 "next": [
  {
   "name": "Project delay test reviewer",
   "url": "https://useaiblocks.com/skills/weekly-project-delay-evidence-assistant",
   "why": "Project delay test reviewer"
  }
 ],
 "source": {
  "by": "Michael Sitarzewski and Agency Agents contributors",
  "repo": "msitarzewski/agency-agents",
  "url": "https://github.com/msitarzewski/agency-agents/blob/b37b5bb33b78f2c1d6567d98e25ca818e3259219/product/product-sprint-prioritizer.md",
  "licence": "MIT",
  "original_name": "Sprint Prioritizer",
  "commit": "b37b5bb33b78f2c1d6567d98e25ca818e3259219"
 },
 "credits": [
  {
   "title": "Sprint Prioritizer",
   "by": "Michael Sitarzewski and Agency Agents contributors",
   "url": "https://github.com/msitarzewski/agency-agents/blob/b37b5bb33b78f2c1d6567d98e25ca818e3259219/product/product-sprint-prioritizer.md",
   "used": "Original agent profile, preserved in references/source-agent.md; AI Blocks adds setup and review instructions."
  }
 ],
 "files": [
  "LICENSE",
  "references/source-agent.md",
  "SETUP.md",
  "source.json"
 ],
 "links": {
  "page": "https://useaiblocks.com/agents/agency-product-sprint-prioritizer",
  "markdown": "https://useaiblocks.com/agents/agency-product-sprint-prioritizer.md",
  "json": "https://useaiblocks.com/agents/agency-product-sprint-prioritizer.json",
  "instructions": "https://useaiblocks.com/skills/agency-product-sprint-prioritizer/SKILL.md",
  "download": "https://useaiblocks.com/skills/agency-product-sprint-prioritizer.zip",
  "api_item": "https://useaiblocks.com/api/v1/items/agency-product-sprint-prioritizer",
  "api_document": "https://useaiblocks.com/api/v1/documents/agent/agency-product-sprint-prioritizer",
  "mcp": "https://useaiblocks.com/mcp"
 }
}