Smarter Week

AI and automation by role

How Support Team Leads / Managers can use AI and automation

Below are 14 common tasks for Support Team Leads / 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: Support Team Lead, Support Manager, Customer Service Manager, Head of Support, Support Supervisor, Director of Customer Support

Find your own hour leaks, free See the fixes

Task 1 · typically 90 min, once a week

Review agents' tickets for quality

Software featureBest fix

Use AI QA to score every conversation and flag the ones to review

Zendesk QA (formerly Klaus), MaestroQA, Intercom and Salesforce score all conversations against your scorecard and surface the risky ones, so you review the right 5% instead of a random sample.

Typically saves about 50% of the time2 h to set up
  1. 1Write your QA scorecard as clear yes/no criteria.
  2. 2Turn on AI QA in your helpdesk or connect a QA tool.
  3. 3Each week, review the flagged conversations (low score, negative sentiment, escalations).
  4. 4Share the scores with agents directly so they self-correct.

Tools: Zendesk QA · MaestroQA · Intercom conversation scoring · Salesforce Service Cloud · Playvox

How to automate this task

Task 2 · typically 60 min, once a week

Build weekly support metrics and trend reports

Software featureBest fix

Schedule the helpdesk dashboard instead of building the report

Zendesk Explore, Intercom reports, Freshdesk analytics and HubSpot Service dashboards can email the same numbers every Monday.

Typically saves about 55% of the time2 h to set up
  1. 1List the metrics leadership actually reads (volume, first response, resolution time, CSAT, backlog).
  2. 2Build one dashboard in your helpdesk's reporting tool.
  3. 3Schedule it to email weekly to the people who need it.
  4. 4Add your two-line commentary on top and stop copying numbers into slides.

Tools: Zendesk Explore · Intercom reports · Freshdesk analytics · HubSpot Service Hub dashboards

One more way to fix it
AI

Have AI group a week of tickets into themes

Export ticket subjects and tags; AI groups them into themes with counts and examples, so your report says why customers contact you, not just how many.

Typically saves about 45% of the time10 min to set up
  1. 1Export a week of ticket subjects, tags and first messages (remove personal data).
  2. 2Upload to an approved AI assistant with the prompt below.
  3. 3Check the counts on the top themes.
  4. 4Add the top three themes to your weekly report with a suggested fix for each.
Prompt to copy
Here is a week of support tickets: [ATTACH EXPORT]. Group them into no more than 10 themes. For each theme give: a short name, the number of tickets, two example customer quotes, and whether it looks like a product bug, a missing help article, a policy question or a billing issue. Then list the three themes that would cut the most tickets if fixed.

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot · Zendesk intelligent triage reports · Intercom topics

How to automate this task

Task 3 · typically 60 min, once a week

Build the rota and cover shifts

Software featureBest fix

Build the rota from forecasted volume in a scheduling tool

Assembled, Zendesk WFM, Playvox WFM or Deputy forecast ticket volume, build shifts to match and handle swaps, so you stop rebuilding the spreadsheet.

Typically saves about 50% of the time4 h to set up
  1. 1Export the last three months of hourly ticket and call volume.
  2. 2Load it into a workforce tool (Assembled, Zendesk WFM, Playvox, Deputy or Shiftboard).
  3. 3Set coverage targets and agent preferences.
  4. 4Let agents swap shifts in the app with your approval.

Tools: Assembled · Zendesk WFM · Playvox WFM · Deputy

How to automate this task

Task 4 · typically 30 min, every day

Handle upset customers and complaints

AIBest fix

Have AI help you draft a calm reply to an angry customer

When a message stings, AI drafts a calm, specific reply that owns the problem without over-apologising. You add the human touch.

Typically saves about 25% of the time5 min to set up
  1. 1Paste the message and what you can actually do.
  2. 2Use the prompt below.
  3. 3Read it out loud; cut anything that sounds scripted.
  4. 4Send, and flag for a manager if they mention legal action or cancelling.
Prompt to copy
A customer is upset. Their message: [PASTE]. What happened from our side: [FACTS]. What I can offer: [OPTIONS]. Draft a reply that acknowledges their specific frustration in their words, takes responsibility for what we got wrong (and only that), explains the fix and timing, and offers one clear next step. Calm, human, under 140 words. No generic apology phrases, no blaming.

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot

One more way to fix it
Software feature

Use your helpdesk's AI copilot to draft replies and find answers

Zendesk Agent Copilot, Intercom Copilot, Freshdesk Freddy AI Copilot, Help Scout AI and Salesforce Service AI read the ticket and your knowledge base and draft a reply for you to check.

Typically saves about 40% of the time1 h to set up
  1. 1Ask your admin to turn on the AI copilot or agent-assist features.
  2. 2Connect your help center, internal docs and past tickets as sources.
  3. 3On each ticket, ask it for a draft or a summary of the thread, then edit.
  4. 4Use its tone tools (friendlier, shorter) instead of rewriting by hand.

Tools: Zendesk Agent Copilot · Intercom Copilot · Freshdesk Freddy AI Copilot · Help Scout AI · Salesforce Service AI · Gorgias AI

How to automate this task

Task 5 · typically 120 min, once a week

Train and shadow new agents

AIBest fix

Record yourself doing it once and let AI write the guide

Record your screen while you talk through the task; AI turns the transcript into a step-by-step guide.

Typically saves about 60% of the time10 min to set up
  1. 1Record your screen and voice doing the task once (Loom, Teams, Zoom or Scribe).
  2. 2Get the transcript.
  3. 3Paste it into AI with the prompt below.
  4. 4Add screenshots where it says [SCREENSHOT].
Prompt to copy
Turn this transcript of me doing [TASK] into a step-by-step how-to guide for a new hire. Number the steps, keep each to one action, mark where a screenshot helps with [SCREENSHOT], and list common mistakes at the end.

[PASTE TRANSCRIPT]

Tools: Loom · Scribe · Tango · ChatGPT, Claude, Gemini or Microsoft Copilot

One more way to fix it
AI

Let new agents practise on AI role-play tickets

New agents practise with an AI playing the customer, using your real scenarios, so you spend less time shadowing and more time on feedback.

Typically saves about 30% of the time2 h to set up
  1. 1Write five common scenarios with the correct resolution.
  2. 2Load them and your help articles into a Claude Project, ChatGPT Project or Gem.
  3. 3New agents run the role-play below and paste their answers for review.
  4. 4Review the transcripts in batches instead of sitting with each person.
Prompt to copy
Act as a customer contacting [COMPANY] support about: [SCENARIO]. Stay in character, be realistic (sometimes vague or frustrated), and only reveal details when asked. After I write "END", score my handling against this checklist: [CHECKLIST], and tell me what the correct resolution was based on [ATTACHED ARTICLES].

Tools: Claude Projects · ChatGPT Projects · Gemini Gems · Copilot agents

How to automate this task

Task 6 · typically 90 min, once a week

Write and update help center articles

AIBest fix

Have AI write the help article from solved tickets

Paste a few solved tickets on the same issue; AI drafts a clear help article in your format, which you check and publish.

Typically saves about 50% of the time5 min to set up
  1. 1Find three to five solved tickets on the same question.
  2. 2Paste them with the prompt below and an example article for format.
  3. 3Check steps against the product and add screenshots.
  4. 4Publish and link it in your macro for that issue.
Prompt to copy
Write a help center article from these solved support tickets. Format it like this example: [PASTE EXAMPLE ARTICLE]. Title as the customer's question. Short intro, numbered steps, and a "Still stuck?" line at the end. Use plain words. Remove all customer names and details. Mark any step you are unsure of with [CHECK].

Tickets:
[PASTE]

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot · Zendesk, Intercom or Help Scout AI article generation

One more way to fix it
Software feature

Let your helpdesk tell you which articles to write next

Zendesk content cues, Fin by Intercom content suggestions and similar reports show which questions have no article and which articles fail, so you write the right ones.

Typically saves about 30% of the time30 min to set up
  1. 1Open the knowledge or content insights report in your helpdesk.
  2. 2Sort by ticket volume with no matching article.
  3. 3Write or fix the top five each month.
  4. 4Check whether those ticket counts drop.

Tools: Zendesk content cues · Fin by Intercom content suggestions · Help Scout Docs reports · Freshdesk article insights

How to automate this task

Task 7 · typically 30 min, every day

Sort, tag and route incoming tickets

Software featureBest fix

Turn on AI triage to tag, prioritize and route tickets

Zendesk intelligent triage, Intercom workflows with AI, Freshdesk auto-triage and Salesforce Einstein classification detect intent, language and urgency and route tickets for you.

Typically saves about 60% of the time2 h to set up
  1. 1Ask your admin to enable the AI triage feature in your helpdesk.
  2. 2Map the detected intents to your existing groups and tags.
  3. 3Start with suggestions only for two weeks, then let it apply them automatically.
  4. 4Review mis-routes weekly and adjust.

Tools: Zendesk intelligent triage · Intercom AI workflows · Freshdesk Freddy auto-triage · Salesforce Einstein case classification

One more way to fix it
Automation

Route tickets with rules based on form fields and keywords

Triggers and rules send tickets to the right queue by channel, form choice, customer tier or keyword, so nobody sorts them by hand.

Typically saves about 45% of the time1 h to set up
  1. 1Add a required "What do you need help with?" dropdown to your contact form.
  2. 2Create triggers that route by that field, customer tier and language.
  3. 3Add a keyword rule for urgent words (outage, cancel, legal).
  4. 4Check the "unassigned" queue daily for gaps.

Tools: Zendesk, Intercom, Freshdesk, Gorgias, Help Scout, HubSpot Service Hub or Salesforce Service Cloud

How to automate this task

Task 8 · typically 20 min, a few times a week

Write up bugs and escalate to product or engineering

Software featureBest fix

Link tickets to Jira or Linear issues instead of retyping them

The Jira, Linear and Azure DevOps integrations create the issue from the ticket, link every affected customer to it, and show status changes back in the helpdesk.

Typically saves about 40% of the time45 min to set up
  1. 1Install the Jira, Linear or Azure DevOps app in your helpdesk.
  2. 2Agree a bug template with engineering (steps, expected, actual, account, screenshots).
  3. 3Create or link the issue from inside the ticket.
  4. 4Link new reports of the same bug to the existing issue instead of filing new ones.

Tools: Jira integration · Linear integration · Azure DevOps integration · Zendesk, Intercom or Freshdesk

One more way to fix it
AI

Have AI turn the ticket thread into a clean bug report

Engineering acts faster on a clear report. AI turns a long customer thread into steps, expected and actual results in your team's template.

Typically saves about 40% of the time5 min to set up
  1. 1Copy the thread and your own test notes.
  2. 2Paste with the prompt and your bug template.
  3. 3Check the steps reproduce.
  4. 4Paste into Jira, Linear or your tracker.
Prompt to copy
Turn this support thread into a bug report using this template: [PASTE TEMPLATE, or use: Summary, Steps to reproduce, Expected, Actual, Impact, Account/environment, Attachments]. My test notes: [NOTES]. Keep it factual and short. Remove personal customer details except the account ID [ID]. List anything missing that engineering will ask for.

Thread:
[PASTE]

Tools: ChatGPT, Claude, Gemini or Microsoft Copilot

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 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 11 · 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 12 · typically 60 min, once a week

Build or update spreadsheet reports by hand

AIBest fix

Let AI build the formulas, pivots and summary

Copilot in Excel, Gemini in Sheets, or uploading the file to ChatGPT or Claude can build the pivot, the chart and the commentary in minutes.

Typically saves about 50% of the time10 min to set up
  1. 1Export or open the data.
  2. 2Ask Copilot in Excel or Gemini in Sheets, or upload the file to an approved AI assistant.
  3. 3Describe the report you want, including the breakdowns.
  4. 4Check the totals against the source before you share.
Prompt to copy
Here is [DESCRIBE THE DATA]. Build a summary that shows [THE NUMBERS YOUR MANAGER WANTS] by [BREAKDOWN], compared with [LAST PERIOD]. Give me the Excel formulas or pivot setup to reproduce it, and three sentences on what changed and why it matters.

Tools: Copilot in Excel · Gemini in Google Sheets · ChatGPT or Claude with file upload

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 13 · typically 90 min, once a month

Write how-to guides or training material

AIBest fix

Record yourself doing it once and let AI write the guide

Record your screen while you talk through the task; AI turns the transcript into a step-by-step guide.

Typically saves about 60% of the time10 min to set up
  1. 1Record your screen and voice doing the task once (Loom, Teams, Zoom or Scribe).
  2. 2Get the transcript.
  3. 3Paste it into AI with the prompt below.
  4. 4Add screenshots where it says [SCREENSHOT].
Prompt to copy
Turn this transcript of me doing [TASK] into a step-by-step how-to guide for a new hire. Number the steps, keep each to one action, mark where a screenshot helps with [SCREENSHOT], and list common mistakes at the end.

[PASTE TRANSCRIPT]

Tools: Loom · Scribe · Tango · ChatGPT, Claude, Gemini or Microsoft Copilot

How to automate this task

Task 14 · typically 15 min, every day

Answer the same questions from coworkers again and again

AIBest fix

Write the answers down once and point people (or a bot) at them

Collect the questions you keep answering into one page; a workspace AI or a ChatGPT Project, Claude Project or Gem can answer from it.

Typically saves about 50% of the time1 h to set up
  1. 1For one week, paste every repeat question into a doc.
  2. 2Write the answer under each (or have AI draft it from your replies).
  3. 3Share the page, pin it in chat, and add it to a Claude Project, ChatGPT Project, Gemini Gem or Copilot agent.
  4. 4Reply to repeat questions with the link.
Prompt to copy
Below are questions coworkers keep asking me and my past answers. Turn them into a clear FAQ page grouped by topic. Keep each answer under 80 words and keep any links I gave.

[PASTE QUESTIONS AND ANSWERS]

Tools: Claude Projects · ChatGPT Projects · Gemini Gems · Copilot agents · Notion or Confluence

One more way to fix it
Software feature

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

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 asked AI to build a spreadsheet formula, pivot or chart for you?
You describe the result you want in plain words, and Copilot in Excel or Gemini in Sheets builds it. ChatGPT or Claude can also analyze an uploaded file.
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.
Have you set up a ChatGPT Project, Claude Project or Gem loaded with your team's documents?
You upload your guides and FAQs once, and the assistant answers questions using them, so you stop answering the same thing twice.
Have you recorded yourself doing a task and had AI turn it into a written guide?
Record your screen while you talk, and AI writes the step-by-step guide from the transcript. Tools like Scribe even grab the screenshots.
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.
Does your helpdesk tag and route tickets automatically using AI?
AI triage reads each new ticket, works out what it is about and how urgent it is, and sends it to the right queue, so nobody sorts the inbox by hand.

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