Cookbook
Synthesize engagement survey comments into anonymous themes
Synthesize open-text engagement comments into themes, with anonymity guardrails on quotes and small groups.
Peopleintermediate
What this does
- Clusters open-text survey responses into named themes with respondent counts
- Suppresses any theme under the minimum respondent count, no exceptions
- Represents every theme as a paraphrase or count only, never verbatim
- Diffs themes against last cycle and posts the trend to
Workflow
- Trigger
Survey closes
Export lands once the response window ends.
- Prompt
Cluster into themes
Group open-text answers by topic, count each.
- Prompt
Check the anonymity floor
Suppress any theme under the minimum respondent count.
- Prompt
Paraphrase or count-only
Represent each theme without exposing an individual.
- Result
Publish the synthesis
Themes and trend deltas to the insights view and
Recommended skills
Reusable skills the recipe pulls in, add them once, every agent can use them.
Open-text theme clusteringGroup free-text survey answers into named themes with counts
Anonymity floorSuppress any theme below the minimum respondent count
Quote paraphrasingParaphrase or count-only represent every theme, never verbatim
How to use this recipe
- 1Connect your survey tool or sheet, Drive, and Slack to the agent
- 2Set the trigger to fire when the survey response window closes
- 3Paste the prompt; first run it asks the minimum respondent count per theme, then remembers
- 4Review the theme summary and trend deltas before they post to
Recipe files
survey-open-text-synthesis/
recipe.mdskill.mdjobs-setup/
survey-close-watch.mdskills/
open-text-theme-clustering.mdanonymity-floor.mdquote-paraphrasing.mdworkflow.jsonCopy the prompt
Install the "Synthesize engagement survey comments into anonymous themes" recipe from the Eluu cookbook. 1. Fetch https://eluu.ai/cookbook/survey-open-text-synthesis/skill.md and save it into your skills folder as "survey-open-text-synthesis". 2. Ask me its first-run questions and store my answers in memory. 3. Offer to schedule the recurring jobs listed in the skill; only create the ones I approve. 4. Then run the skill once end to end so we can review the output together.
eluu.ai/cookbook/survey-open-text-synthesis.md
Paste it into any agent. It fetches the recipe file and pulls in the skills and prompts on its own, the prompt stays short, the detail lives at the URL.
