Smarter Week

AI and automation by role

How Product managers can use AI and automation

Below are 16 common tasks for Product managers, most common first. For each one you get the best fix (AI, automation, a feature in software you already have, or a simpler process), the steps to set it up and, for AI fixes, a prompt to copy.

Also called: PM, Product Owner, Senior Product Manager, Group Product Manager, Technical Product Manager, Head of Product

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Task 1 · typically 60 min, a few times a week

Sit in alignment meetings with sales, support, engineering and leadership

Process fixBest fix

Replace alignment meetings with a short written proposal and comment deadline

Most alignment meetings exist to collect opinions. A one-page proposal with a comment deadline gets the same input, and you only meet on the points people actually disagree about.

Typically saves about 30% of the time20 min to set up
  1. 1Write a one-page proposal: problem, options, recommendation, what you need from each team.
  2. 2Share it with a clear deadline for comments (for example 48 hours).
  3. 3Resolve comments in the doc; list the open disagreements at the top.
  4. 4Hold a short meeting only for the open disagreements, then record the decision in the doc.
  5. 5Keep a decision log so the same debate does not restart next month.

Tools: Google Docs, Notion or Confluence

One more way to fix it
Process fix

Replace the status meeting with a written update

Everyone posts three lines in a shared thread before a set time; you only meet when something is blocked.

Typically saves about 60% of the time15 min to set up
  1. 1Agree a format: done, next, blocked.
  2. 2Create a channel or a thread that repeats every week.
  3. 3Ask everyone to post by a set time; the lead reads them and replies to the blockers.
  4. 4Keep a shorter meeting only for the blockers, or cancel it outright.

Tools: Slack, Teams or email

How to automate this task

Task 2 · typically 120 min, once a week

Write PRDs and specs

AIBest fix

Draft the PRD with AI from your notes, research and template

AI turns your notes, customer quotes and the team template into a full first draft, including edge cases and open questions you might have missed. You make the product calls.

Typically saves about 40% of the time10 min to set up
  1. 1Collect your notes, the relevant research or feedback, and your PRD template.
  2. 2Use the prompt below in an approved assistant, or the AI in Notion, Confluence (Rovo) or ChatPRD.
  3. 3Ask it to challenge the draft: missing edge cases, risks, unclear success metrics.
  4. 4Edit the scope and priorities yourself, then share for review.
Prompt to copy
Write a PRD for [FEATURE] using the template below. Audience: engineering, design and [OTHER TEAMS]. Use my notes and the customer evidence; quote customers where useful. Include: problem and who has it, goals and non-goals, success metrics with targets, user stories, requirements (must / should / could), edge cases, open questions, and risks. Mark anything you inferred with [CHECK]. After the draft, list the five questions an engineering lead would most likely ask.

Template:
[PASTE]

My notes:
[PASTE]

Customer evidence:
[PASTE]

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot · Notion AI · Confluence with Atlassian Rovo · ChatPRD

One more way to fix it
Process fix

Use a short, fixed spec template and size it to the work

Long specs for small changes waste writing and reading time. A tiered template (one-pager for small, full PRD for big) keeps specs as short as they can be.

Typically saves about 25% of the time45 min to set up
  1. 1Agree two templates with engineering: a one-pager for small changes and a full PRD for big bets.
  2. 2Set the rule for which one to use (for example, more than two weeks of work needs the full PRD).
  3. 3Remove sections nobody reads.
  4. 4Link the spec from every ticket instead of copying content into tickets.

Tools: Notion, Confluence or Google Docs templates

How to automate this task

Task 3 · typically 60 min, once a week

Sort through customer feedback and feature requests

Software featureBest fix

Collect feedback in one tool that groups it with AI

Productboard, Enterpret, Dovetail, Unwrap and Canny pull feedback from support tickets, calls and surveys and group it into themes with counts, so you stop reading every ticket.

Typically saves about 50% of the time3 h to set up
  1. 1Pick one feedback tool and connect your sources: support desk, call recordings, CRM notes, surveys and app reviews.
  2. 2Let it auto-tag feedback to themes and link to customers and revenue.
  3. 3Review the theme report weekly instead of raw feedback.
  4. 4Link themes to roadmap items so you can tell customers when something ships.

Tools: Productboard · Enterpret · Dovetail · Unwrap · Canny

One more way to fix it
AI

Paste a batch of feedback into AI and get themes with counts and quotes

Without a dedicated tool, an approved AI assistant can group a few hundred comments into themes in minutes. You check a sample against the source.

Typically saves about 50% of the time5 min to set up
  1. 1Export feedback from support, sales notes, surveys or reviews into a spreadsheet.
  2. 2Upload it to an approved AI assistant with the prompt below.
  3. 3Spot-check a few comments per theme.
  4. 4Save the theme table so you can compare month to month.
Prompt to copy
Below is customer feedback with columns [LIST COLUMNS, e.g. date, customer, plan, comment]. Group it into themes. For each theme give: a short name, a one-line description, how many comments, which customer segments, and two representative quotes. Then list feature requests separately from complaints. Do not merge themes that are only loosely related.

[ATTACH OR PASTE FEEDBACK]

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot

How to automate this task

Task 4 · typically 60 min, once a week

Break specs into tickets and user stories

AIBest fix

Have AI break the spec into tickets with acceptance criteria

AI can split a PRD into right-sized stories with acceptance criteria in your team's format. Engineering then adjusts sizing in refinement instead of writing from scratch.

Typically saves about 50% of the time5 min to set up
  1. 1Paste the approved spec and one good example ticket from your team.
  2. 2Run the prompt below.
  3. 3Review with the tech lead, then create the tickets (Jira and Linear can import or create from AI output directly).
Prompt to copy
Break this spec into user stories for [JIRA / LINEAR]. Match the format of the example ticket. Each story should be small enough for one engineer in [2-3] days and include: title, user story, acceptance criteria as a checklist, dependencies, and open questions. Group stories into milestones. Do not add scope that is not in the spec.

Example ticket:
[PASTE]

Spec:
[PASTE]

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot · Jira with Atlassian Rovo · Linear

One more way to fix it
Software feature

Use the AI built into Jira, Linear or your tracker

Atlassian Rovo, Linear and other trackers can now write ticket descriptions, find duplicates, suggest labels and summarize long threads, which trims backlog busywork.

Typically saves about 25% of the time15 min to set up
  1. 1Check which AI features your tracker plan includes and turn them on.
  2. 2Use duplicate detection and auto-labelling for incoming requests.
  3. 3Use "summarize" on long tickets before grooming meetings.
  4. 4Ask it to draft descriptions for the bare tickets in the backlog.

Tools: Jira with Atlassian Rovo · Linear · Asana AI · ClickUp Brain

How to automate this task

Task 5 · typically 60 min, once a week

Groom and prioritize the backlog

Process fixBest fix

Agree a simple scoring rule and groom the backlog on a schedule

Grooming drags when every item is re-argued. A shared scoring rule and a regular cleanup make most priority calls quick and keep the backlog short.

Typically saves about 30% of the time1 h to set up
  1. 1Pick a scoring method (RICE or impact versus effort) and agree it with stakeholders.
  2. 2Score new items when they come in, not in the meeting.
  3. 3Close anything untouched for six months; it can be re-opened if it matters.
  4. 4In grooming, discuss only the top items and the ones where scores disagree.

Tools: Jira, Linear or Productboard · A shared spreadsheet

One more way to fix it
Software feature

Use the AI built into Jira, Linear or your tracker

Atlassian Rovo, Linear and other trackers can now write ticket descriptions, find duplicates, suggest labels and summarize long threads, which trims backlog busywork.

Typically saves about 25% of the time15 min to set up
  1. 1Check which AI features your tracker plan includes and turn them on.
  2. 2Use duplicate detection and auto-labelling for incoming requests.
  3. 3Use "summarize" on long tickets before grooming meetings.
  4. 4Ask it to draft descriptions for the bare tickets in the backlog.

Tools: Jira with Atlassian Rovo · Linear · Asana AI · ClickUp Brain

How to automate this task

Task 6 · typically 45 min, once a week

Update the roadmap and answer "when will X ship?"

Process fixBest fix

Publish one live roadmap link that updates from the tracker

Most "when will X ship?" questions disappear when there is one up-to-date roadmap people can check, fed from the delivery tool instead of a slide.

Typically saves about 40% of the time2 h to set up
  1. 1Pick one roadmap view: Productboard, Aha!, Jira Product Discovery, Linear initiatives or a Notion board.
  2. 2Connect it to the delivery tracker so status updates itself.
  3. 3Use broad timeframes (now, next, later) rather than dates you cannot keep.
  4. 4Pin the link in sales and support channels and reply to questions with it.

Tools: Productboard · Aha! · Jira Product Discovery · Linear · Notion

One more way to fix it
AI

Turn your rough notes into the weekly update with AI

Jot bullet points through the week; AI turns them into a clean update in the format your manager expects.

Typically saves about 60% of the time5 min to set up
  1. 1Keep a running note of what you did and what is blocked.
  2. 2Paste the note and last week's update (for format) into the AI assistant.
  3. 3Use the prompt below and check every fact.
  4. 4Send it or post it.
Prompt to copy
Turn my rough notes into this week's status update. Match the format and length of last week's update. Group by project, lead with results, flag anything blocked and what I need. Do not add anything that is not in my notes.

Last week's update:
[PASTE]

My notes this week:
[PASTE]

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot

How to automate this task

Task 7 · typically 45 min, once a week

Pull product metrics and check feature adoption

Software featureBest fix

Ask your product analytics tool questions in plain English

Amplitude, Mixpanel, PostHog and Pendo now answer questions like "how many accounts used the new export last week?" and build the chart for you.

Typically saves about 45% of the time15 min to set up
  1. 1Check which AI features your analytics tool includes (Amplitude AI, Mixpanel Spark, PostHog AI, Pendo AI).
  2. 2Ask your question in plain English and check the event definitions it picked.
  3. 3Save the chart to a feature dashboard so you never rebuild it.
  4. 4Set an alert or weekly digest for the metrics you check every week.

Tools: Amplitude · Mixpanel · PostHog · Pendo

One more way to fix it
Automation

Build the report once so it refreshes itself

Connect the spreadsheet or dashboard straight to the source so next week's report is already done.

Typically saves about 80% of the time4 h to set up
  1. 1List where each number comes from.
  2. 2Use Power Query (Excel), a connected sheet, or a Google Data Studio or Power BI dashboard pulling from the source.
  3. 3Schedule the refresh and send the link instead of an attachment.

Tools: Excel Power Query · Power BI · Google Data Studio (formerly Looker Studio) · Google Sheets connectors

How to automate this task

Task 8 · typically 180 min, once a week

Build quick prototypes to test an idea

AIBest fix

Build a clickable prototype from a prompt with an AI prototyping tool

v0, Lovable, Bolt, Figma Make and Claude artifacts turn a description or screenshot into a working prototype in minutes, so you test the idea before investing design and engineering time.

Typically saves about 50% of the time15 min to set up
  1. 1Write a short description of the user, the job and the main screens.
  2. 2Paste it into v0, Lovable, Bolt, Figma Make or Claude, using the prompt below. Add a screenshot of your product so it matches the style.
  3. 3Iterate in plain language ("make the table sortable", "add an empty state").
  4. 4Share the link with users or stakeholders. Treat it as a prototype, not production code.
Prompt to copy
Build a clickable prototype of [FEATURE] for [TYPE OF USER] who needs to [JOB TO BE DONE]. Screens: [LIST SCREENS]. Use realistic sample data for [DOMAIN]. Match the style in the attached screenshot. Include empty, loading and error states. Keep it to front-end only with fake data; no login or database.

Tools: v0 · Lovable · Bolt · Figma Make · Claude artifacts

How to automate this task

Task 9 · typically 45 min, once a week

Sit in status or update meetings

Process fixBest fix

Replace the status meeting with a written update

Everyone posts three lines in a shared thread before a set time; you only meet when something is blocked.

Typically saves about 60% of the time15 min to set up
  1. 1Agree a format: done, next, blocked.
  2. 2Create a channel or a thread that repeats every week.
  3. 3Ask everyone to post by a set time; the lead reads them and replies to the blockers.
  4. 4Keep a shorter meeting only for the blockers, or cancel it outright.

Tools: Slack, Teams or email

How to automate this task

Task 10 · typically 45 min, once a week

Write release notes and launch announcements

AIBest fix

Generate release notes from merged tickets and PRs with AI

The facts are already in the tickets and PRs. AI can turn them into customer-friendly release notes and a launch post in your voice.

Typically saves about 55% of the time10 min to set up
  1. 1Export the tickets or PRs in the release (title, description, labels).
  2. 2Run the prompt below with one past release note as the style example.
  3. 3Check every item with the PM or engineer who shipped it.
  4. 4Publish, and reuse the output for the changelog, in-app message and email.
Prompt to copy
Write customer-facing release notes for [PRODUCT] version [VERSION] from the tickets below. Match the style of the example. Group into New, Improved and Fixed. Explain each item by the benefit to the user in one or two sentences, without internal jargon or ticket numbers. Skip purely internal changes. Then write a 100-word announcement for [CHANNEL].

Example:
[PASTE]

Tickets:
[PASTE]

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot · GitHub release notes · Linear or Jira exports

How to automate this task

Task 11 · typically 30 min, a few times a week

Research a topic, company or question online

AIBest fix

Use AI research mode and check the sources

Deep Research modes in ChatGPT, Claude, Gemini and Perplexity read dozens of pages and give you a cited summary.

Typically saves about 55% of the time5 min to set up
  1. 1Write the exact question and what you will use the answer for.
  2. 2Run it in a research mode (ChatGPT Deep Research, Claude Research, Gemini Deep Research or Perplexity).
  3. 3Open the two or three key sources it cites and confirm them.
  4. 4Save the summary where your team can find it.
Prompt to copy
Research [QUESTION]. I need this to [DECISION OR USE]. Give me a one-paragraph answer first, then the key facts as bullets with a source link for each, then what is uncertain or disputed.

Tools: ChatGPT Deep Research · Claude Research · Gemini Deep Research · Perplexity

How to automate this task

Task 12 · typically 40 min, once a week

Write weekly status updates or reports

AIBest fix

Turn your rough notes into the weekly update with AI

Jot bullet points through the week; AI turns them into a clean update in the format your manager expects.

Typically saves about 60% of the time5 min to set up
  1. 1Keep a running note of what you did and what is blocked.
  2. 2Paste the note and last week's update (for format) into the AI assistant.
  3. 3Use the prompt below and check every fact.
  4. 4Send it or post it.
Prompt to copy
Turn my rough notes into this week's status update. Match the format and length of last week's update. Group by project, lead with results, flag anything blocked and what I need. Do not add anything that is not in my notes.

Last week's update:
[PASTE]

My notes this week:
[PASTE]

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot

How to automate this task

Task 13 · typically 20 min, a few times a week

Take notes and send recaps after meetings

AIBest fix

Let an AI notetaker write the notes and the recap

A notetaker records the meeting, writes the summary and action items, and you send the recap in one click.

Typically saves about 75% of the time15 min to set up
  1. 1Check which notetaker your company allows: Copilot in Teams, Zoom AI Companion, Google Meet "Take notes for me", Otter, Fireflies or Granola.
  2. 2Turn it on for your recurring meetings and tell attendees it is on.
  3. 3After the meeting, review the action items and fix names or owners.
  4. 4Send the recap straight from the tool, or paste it into email or chat.

Tools: Copilot in Microsoft Teams · Zoom AI Companion · Google Meet "Take notes for me" · Otter, Fireflies or Granola

How to automate this task

Task 14 · typically 45 min, every day

Sort through and reply to email

AIBest fix

Have AI draft replies to routine email

Paste the thread and a one-line instruction; edit the draft instead of writing from a blank page. Most routine replies take a minute instead of five.

Typically saves about 35% of the time5 min to set up
  1. 1Open the AI assistant your company allows (or the one built into Outlook or Gmail).
  2. 2Paste the email thread, or use the built-in "draft reply" button.
  3. 3Tell it the point you want to make in one line.
  4. 4Read the draft, fix anything wrong, and send.
Prompt to copy
Draft a reply to the email below. My point: [WHAT YOU WANT TO SAY IN ONE LINE]. Keep it under 120 words, friendly and direct, and match the tone of the sender. Do not invent facts or commitments.

Email:
[PASTE THE EMAIL]

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot · Gmail "Help me write" or Outlook Copilot

One more way to fix it
Process fix

Batch email twice a day and let rules file the noise

Rules move newsletters, notifications and CCs out of your inbox, and checking at set times stops email from cutting your day into pieces.

Typically saves about 25% of the time20 min to set up
  1. 1Create rules that move notifications, newsletters and emails where you are only CC'd into folders.
  2. 2Turn off desktop and phone notifications for email.
  3. 3Pick two or three set times a day to process the inbox to zero.
  4. 4Tell your team that anything urgent should come by phone or chat.

Tools: Outlook or Gmail rules

How to automate this task

Task 15 · typically 20 min, every day

Hunt for files, numbers or answers someone already has

Software featureBest fix

Ask your workspace AI instead of searching folders

Microsoft Copilot (formerly Microsoft Copilot), Gemini in Google Workspace, Glean, Notion AI and Slack AI can answer questions from your company's own files, chats and email.

Typically saves about 50% of the time10 min to set up
  1. 1Check whether your company already pays for Copilot, Gemini in Google Workspace, Glean, Notion AI or Slack AI.
  2. 2Ask it the question in plain words, e.g. "What did we quote Acme for the Q3 renewal?"
  3. 3Open the source it cites to confirm.
  4. 4If you have none of these, ask IT. It is often cheaper than the hours lost.

Tools: Microsoft Copilot · Gemini in Google Workspace · Glean · Notion AI · Slack AI

One more way to fix it
Process fix

Agree one home for each kind of file

Most searching comes from the same thing living in three places. Pick one place per type and link to it.

Typically saves about 35% of the time1 h to set up
  1. 1List the five things people search for most.
  2. 2Pick one home for each (one folder, one wiki page, one system).
  3. 3Pin the links in your team channel.
  4. 4Move or delete the copies.

Tools: SharePoint, Google Drive, Notion or Confluence

How to automate this task

Task 16 · typically 15 min, a few times a week

Chase people for approvals or sign-offs

AutomationBest fix

Move approvals into a tracked workflow with reminders

Approvals in Teams/Power Automate, Slack Workflows, or your e-signature tool remind people for you and show what is stuck.

Typically saves about 60% of the time1 h to set up
  1. 1List the approvals you chase most.
  2. 2Set up an approval flow (Power Automate Approvals, Slack Workflow Builder, DocuSign or your HR/finance system).
  3. 3Add automatic reminders after 24 hours.
  4. 4Agree a default: no answer in 48 hours means it goes ahead (where safe).

Tools: Power Automate Approvals · Slack Workflow Builder · DocuSign or Adobe Acrobat Sign

How to automate this task

Quick wins

Have you tried…

Have you let an AI notetaker write your meeting notes and action items?
Tools like Copilot in Teams, Zoom AI Companion or Otter join the call, write the summary and list who owes what. You just check it and send.
Have you had AI draft a reply to a tricky or routine email?
You paste the email and say the point you want to make; the AI writes a draft you edit. Outlook and Gmail now have this built in.
Have you used an AI "deep research" mode that reads dozens of sources for you?
Research modes in ChatGPT, Claude, Gemini and Perplexity spend a few minutes reading the web and return a summary with links to every source.
Have you asked an AI that can see your company files a question, instead of digging through folders?
Microsoft Copilot (formerly Microsoft Copilot), Gemini in Google Workspace, Glean and similar tools search your email, chats and files and answer with links to the source.
Do you start long documents from an AI first draft built on your own notes?
Give the AI your notes, the audience and an example you like. Editing a draft is much faster than writing from a blank page.
Have you tried running your standup as a written check-in in chat instead of a call?
Bots like Geekbot or a Slack or Teams workflow ask everyone the same three questions each morning and post the answers. You only meet when someone is blocked.
Have you built a clickable prototype by describing it to a tool like v0, Lovable, Bolt or Figma Make?
You describe the screens in plain words (or paste a screenshot) and the tool builds a working prototype you can click through and share, often in under an hour.
Have you had AI draft a PRD or spec from your notes and customer evidence?
You give AI your notes, quotes and template; it writes a full first draft and lists open questions. You make the product decisions and edit.

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