SUMMARIZATION

Weekly Zoom Talk-Ratio Digest from BigQuery to Slack

On a weekly schedule, aggregate stored Zoom call talk-ratios and objection themes per rep from BigQuery and post a team coaching digest to Slack.

CategorySummarization
Enginesim
Difficultyintermediate
Triggerschedule
Steps4
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWeekly schedule
  • ActionQuery last week's call metricsGoogle BigQueryBigQuery
  • ActionSummarize rankings and objection themesOpenAI
  • OutputPost coaching digest to SlackSlack

What it does

Rolls up a week of Zoom sales-call metrics into a single coaching digest. It computes average talk-ratio per rep, surfaces the most common objection themes, and ranks reps so managers see trends, not one-off calls.

When to use it

Use it when individual per-call alerts aren't enough and leadership wants a recurring, comparable view of conversation quality across the team. Assumes per-call recaps already land in a BigQuery table.

How it works

  1. 1A weekly schedule trigger fires the run.
  2. 2A BigQuery query pulls the past week's call records, talk-ratios, and extracted objections per rep.
  3. 3An LLM summarizes the aggregate into rep rankings, notable talk-ratio outliers, and recurring objection themes with example quotes.
  4. 4The digest is formatted with per-rep highlights and a team average.
  5. 5The finished digest is posted to the sales leadership Slack channel.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect BigQueryDatasets, queries, schemas.
  2. 2
    Connect OpenAIModels, embeddings, files.
  3. 3
    Connect SlackChannels, DMs, threads, mentions.
  4. 4
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  5. 5
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  6. 6
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

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