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Transcript theme extractor

The themes across your calls, counted and quoted.

10 minSalesClaude Cowork
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Set up

Try a plugin

The Sales plugin ships with /call-summary and other voice-of-customer skills as a starting point, already structured to read a batch of transcripts and roll them up into named themes with counts and quotes. If your admin manages plugins and it's not available yet, skip this; nothing below requires it.

Sales8 skills for account research, call prep, pipeline review, and account health
Add
/call-summaryCluster a folder of call transcripts into themes with counts and quotes
Run
/pipeline-reviewScore account health from usage, tickets, NPS, and the success plan
Run

Connect your tools

Claude Cowork is more powerful when it works directly with your systems. You control permissions and access. Learn about tool access.

Navigate to Customize → Connectors in Cowork to set up.

Salesforce
Read call notes logged to the opportunity so the themes tie back to accounts.
Connect
Google Drive
Connect
Browse all connectorsOpen in Cowork

Set your working folder

Drag the files you'll use (the transcript exports, any prior themes brief, your theme taxonomy if you have one) into one folder on your machine, then point Cowork at it. Cowork reads every transcript in place and writes the themes brief back to the same folder. If you run this every quarter, create a Cowork project from that folder so your taxonomy, instructions, and memory stay attached.

Calls / 2026-Q1
northwind-2026-01-14.txtJan 14, 202642 KB
acme-2026-02-03.txtFeb 3, 202638 KB
globex-2026-03-11.txtMar 11, 202651 KB
themes-taxonomy.docxJan 6, 202618 KB
In Cowork’s chat bar:Calls / 2026-Q1

The prompt

Copy this into Claude Cowork

Read every transcript in this folder and cluster what customers are saying into themes. For each theme give me the count, the best one-line quote, and which accounts said it. Write the one-page themes brief to the folder for product and marketing.

Calls / 2026-Q1

Why this works

Prompt

Ask for the evidence behind each finding. "Count, best one-line quote, which accounts" turns each theme into evidence, so product and marketing can size it and hear it in the customer's words.

Prompt

Name the audience. "Share with product and marketing" tells Cowork to write a brief, not a spreadsheet, and to lead with what those teams act on rather than a raw cluster dump.

Prompt

Set a length limit. Asking for a one-page brief forces ranking by frequency, so the long tail of one-off mentions doesn't bury the three themes that matter.

Source

Keep source and output in one folder. Every transcript sits in the working folder, so Cowork reads the full quarter in one pass and writes the brief back next to the source files for traceability.

Get a better draft

Practice

Add an example to match. Drop an example you like into the folder and Cowork matches your structure and voice.

Practice

Ask it to flag uncertainty. Add "flag anything you're not confident about" so you know where to look first when you review the draft.

Make Cowork work for you

A plugin skill is a starting point — customize it with your own practices and expertise. A few minutes of conversation and it runs with your standards from then on.

Make what we've done in this task so far into a skill, or edit the /call-summary skill with my feedback.

Calls

Make it repeatable

Run it as the quarter closes

Themes are most useful when they land before planning, not after. Type /schedule in the prompt, or open Scheduled in the Cowork sidebar, and the customized skill reads the quarter's folder and writes the brief as soon as the new quarter folder appears.

/schedule Every Monday at 9am, if a new quarter folder exists under Calls, run /call-summary on the previous quarter's folder and write the themes brief there. Include a section on what's new versus last quarter.

Calls
Scheduled taskActive
Quarterly call themes

Runs /call-summary on the previous quarter's transcript folder and writes the one-page brief, with a section on what's new versus last quarter.

Every Monday at 9:00 AMOpen in Cowork

Share with your teammates

Your customized /call-summary now carries your taxonomy, your segment splits, and your brief format. Share it so anyone on the CS or sales team can run it on their own calls, and product hears the same theme names from every region.

Going forward