Templates · help desk tickets
Help Desk Analysis Template (free)
Organize and analyze your help desk tickets to uncover recurring issues, prioritize fixes, and reduce support volume over time.
What is in it
Template components
Ticket Sample
List the tickets you are analyzing, including ticket ID, date, and a short summary of the issue reported.
Example: Ticket #1042 (Mar 4) — User unable to export report as PDF; Ticket #1089 (Mar 6) — Password reset email not received; Ticket #1101 (Mar 7) — Dashboard loading spinner never resolves on Safari.
Recurring Themes
Group tickets by the underlying problem they share, not just the surface symptom, and note how many tickets fall into each theme.
Example: Export failures — 14 tickets; Authentication issues — 9 tickets; Browser compatibility bugs — 7 tickets; Billing and invoice confusion — 5 tickets.
Customer Impact
For each theme, describe who is affected, how severely it disrupts their workflow, and whether it is blocking or merely frustrating.
Example: Export failures affect all Pro plan users on monthly reporting cycles — blocking; Authentication issues affect new sign-ups disproportionately — high churn risk; Browser bugs affect Safari users (~18% of base) — moderate frustration.
Recommended Actions
Write one specific, actionable next step for each theme — assign an owner and a suggested priority level.
Example: Export failures → Engineering to investigate PDF rendering queue, Priority P1; Auth issues → Add fallback SMS verification, Priority P1; Safari bugs → QA regression test on Safari 16+, Priority P2; Billing confusion → Update invoice FAQ in help center, Priority P3.
The template
The full template, ready to copy
Help Desk Analysis Template
1. Analysis Setup
Data source
[Help desk tickets exported from Zendesk, Intercom, or Freshdesk]
Date range
[e.g., Jan 1, 2026 – Mar 31, 2026]
Analyst name
[e.g., Maya Chen]
Research question this analysis answers
[e.g., What recurring customer issues appear in help desk tickets, and which patterns should product, documentation, and support teams act on first?]
2. Step 1 — Code Your Excerpts
Excerpt [1]
"I'm trying to connect usercall.co to our workspace and I got through most of the setup, but the webhook step in the doc doesn't match what I see in the admin panel now. I clicked everything I could and still can't get events to sync."
setup question
missing documentation
Excerpt [2]
"Every time I open the conversation analytics page it throws '500: something went wrong' and then kicks me back to the dashboard. Been happening since this morning on Chrome and Safari."
error message
performance complaint
Excerpt [3]
"Can someone explain why we were charged for 14 seats when only 9 people are active? I couldn't find a billing breakdown anywhere in the invoice email and finance is asking me for it today."
billing query
missing documentation
Excerpt [4]
"I invited our new support lead twice and she still can't log in. The email says invited, but when she uses Google SSO it says she doesn't have permission for this workspace."
access issue
error message
Excerpt [5]
"This might be more of a product request than a support issue, but we really need a way to tag conversations in bulk. Right now the team is clicking one by one and it's honestly brutal."
feature request via support
Excerpt [6]
"The app isn't exactly down, but it's super slow after 2pm our time. Loading the inbox takes 20–30 seconds and sometimes messages appear out of order. Is there an incident or known issue?"
performance complaint
error message
Excerpt [7]
"I'm probably missing something obvious, but I can't find a clear article for how to set up roles for contractors. The permissions page has a lot of toggles and I don't want to accidentally give them export access."
setup question
missing documentation
access issue
Excerpt [8]
"We were looking for a monthly invoice download in the account area and couldn't find it, so maybe this is hidden somewhere? Also it would help a lot if invoices could be auto-sent to more than one billing contact."
billing query
feature request via support
Tip: A good code is short, consistent, and descriptive of the issue in the excerpt itself—not your interpretation of the solution. If two excerpts would be handled similarly, they likely deserve the same code.
3. Step 2 — Group Codes into Themes
Documentation Gaps
Tickets in this cluster point to moments where customers are blocked because guidance is unclear, outdated, or hard to find.
missing documentation · 4 excerpts
setup question · 2 excerpts
Product Bugs
These tickets describe broken flows, visible errors, or degraded product performance that likely require engineering investigation.
error message · 3 excerpts
performance complaint · 2 excerpts
Billing & Account
This theme captures confusion or friction related to invoices, seat counts, charges, and account-level admin tasks.
billing query · 2 excerpts
missing documentation · 1 excerpt
Feature Requests via Support
Customers are using the support queue to ask for capabilities that would remove manual work or improve workflows.
feature request via support · 2 excerpts
Access & Permissions
These issues center on invites, login problems, role setup, and uncertainty about who can access what.
access issue · 2 excerpts
setup question · 1 excerpt
error message · 1 excerpt
Tip: Themes should combine multiple related codes into a broader pattern. If a theme only contains one very narrow code, it may still be a code rather than a true theme.
4. Theme Summary Cards
Documentation Gaps · 4 excerpts
Key insight: Customers are getting stuck during setup and admin tasks because documentation does not match the current product or lacks enough procedural detail.
Representative quote: "The webhook step in the doc doesn't match what I see in the admin panel now."
Recommended action: Audit top-viewed setup and permissions articles, update screenshots and steps, and add direct links from relevant in-app screens.
Product Bugs · 3 excerpts
Key insight: Several tickets indicate reliability issues, including server errors and slow page loads, which are disrupting core support workflows.
Representative quote: "Every time I open the conversation analytics page it throws '500: something went wrong' and then kicks me back to the dashboard."
Recommended action: Review logs for analytics and inbox latency incidents, confirm scope, and publish a known-issues update for support to use in replies.
Billing & Account · 2 excerpts
Key insight: Billing questions are less about payment failure and more about poor transparency around seat counts, invoice detail, and where to find account information.
Representative quote: "Can someone explain why we were charged for 14 seats when only 9 people are active?"
Recommended action: Improve invoice breakdowns, add a billing FAQ, and clarify how seats are counted directly in the billing interface.
Feature Requests via Support · 2 excerpts
Key insight: Users are sending workflow improvement requests to support when manual effort becomes painful enough to interrupt day-to-day operations.
Representative quote: "We really need a way to tag conversations in bulk. Right now the team is clicking one by one and it's honestly brutal."
Recommended action: Route recurring support-led feature requests into product planning with frequency counts and customer impact notes.
Access & Permissions · 2 excerpts
Key insight: Access issues are concentrated around invites, SSO, and role configuration, suggesting both UX friction and possible setup confusion.
Representative quote: "When she uses Google SSO it says she doesn't have permission for this workspace."
Recommended action: Review invite-to-login flow, add clearer permissions guidance, and create a troubleshooting checklist for support agents.
5. Analysis Wrap-Up
Top finding
[e.g., The highest-friction tickets combine setup confusion with outdated or incomplete documentation, especially around integrations and permissions.]
Most urgent theme
[e.g., Product Bugs]
Recommended next step
[e.g., Triage bug-related tickets with engineering this week, then prioritize a documentation refresh for the top repeated setup blockers.]
Share with (stakeholder)
[e.g., Head of Support, Product Manager, Documentation Lead]
Date completed
[e.g., Apr 15, 2026]
How to use
How to use it
- Pull your tickets
Export 50–200 recent tickets from your help desk tool (Intercom, Zendesk, Freshdesk, etc.) covering a consistent time window such as the last 30 days. - Read and tag each ticket
Skim every ticket and assign it one primary theme tag — keep tags concise and consistent so similar issues cluster together cleanly. - Fill in the four template sections
Work through the Ticket Sample, Recurring Themes, Customer Impact, and Recommended Actions sections in order, using your tagged tickets as the source of truth. - Share findings with your team
Present the completed template in your next product or support sync, prioritize the top two or three themes, and assign clear owners before the meeting ends.
Filled in
What it looks like filled in
PDF Export Failures
"I've been trying to download my monthly report for three days — my manager is waiting on this and I have no workaround."
→ Escalate to engineering as P1 bug and add an in-app fallback to CSV export while the fix is in progress.
Password Reset Emails Not Arriving
"I never got the reset link — checked spam and everything. Had to contact support just to log back into my own account."
→ Audit email deliverability with your transactional email provider and add an SMS-based reset option for affected domains.
Dashboard Broken on Safari
"The loading spinner just spins forever on my MacBook — works fine on Chrome but I shouldn't have to switch browsers to use a web app."
→ Add Safari 16+ to the QA regression suite and patch the specific CSS flex rendering issue identified in ticket #1101.
Or skip it
Why teams skip the template
Usercall reads the help desk tickets for you and drafts the themes, quotes and recommendations. See how qualitative analysis works.
- Tagging tickets by hand takes hours
Reading and categorizing hundreds of support tickets manually is time-consuming and inconsistent — different team members will tag the same issue differently, skewing your theme counts. - Themes shift and you have to start over
If you run this analysis monthly, you are repeating the full manual process every cycle rather than tracking how themes evolve automatically over time. - Quotes and evidence are hard to surface quickly
Digging back through raw tickets to find the best supporting quote for each theme adds another layer of work before you can present findings to stakeholders.
Keep reading
More templates.
Other free templates, and the product pages that fill them in for you.
In this collection
How Usercall does this
Qualitative analysis
Transcripts and open-ends, coded with their quotes
Research triggers
Interview people at the moment something happens
Voice of customer analysis
Every feedback source in one analysis
Sample interviews and reports
Hear an AI-moderated interview and open a real report
Free question generators
Interview guides and NPS, CSAT, CX and employee surveys
Reviewed by
Founder of Usercall. 15+ years in qualitative research and insight led strategy
Analyze your help desk tickets automatically — no template needed
Free to start. Upload transcripts, notes or survey responses and get themes with the quotes attached.