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AI & RAG

Live Objection Rebuttal Assistant in Slack

A rep pastes a prospect objection into Slack and gets back battle-tested rebuttals retrieved from your won-deal call transcripts.

CategoryAI & RAG
Enginesim
Difficultyintermediate
Triggerevent
Steps4
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerRep posts objection in Slack channelSlack
  • ActionEmbed objection and vector-search won-deal transcripts in SupabaseSupabaseSupabase
  • ActionSynthesize grounded rebuttals from retrieved passagesOpenAI
  • OutputReply in Slack thread with cited rebuttalsSlack

What it does

Gives reps an on-demand rebuttal coach. When someone posts an objection in a Slack channel (e.g. "they say we're too expensive vs Competitor X"), this workflow searches your library of won-deal call transcripts for moments where that same objection came up and the deal still closed, then returns the language the winning rep actually used.

When to use it

Use it during live deals or call prep when a rep hits a stall and needs a grounded, proven response fast — not generic AI filler, but words that demonstrably worked on closed-won accounts.

How it works

  1. 1A rep posts an objection in the designated Slack channel.
  2. 2The workflow embeds the objection text via OpenAI and runs a vector similarity search against transcript chunks stored in Supabase (pgvector), filtered to won deals only.
  3. 3The top matching passages plus deal context are passed to OpenAI to synthesize 2-3 concise rebuttals, each citing the source deal.
  4. 4The grounded rebuttals are posted back as a threaded Slack reply the rep can use immediately.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect SlackChannels, DMs, threads, mentions.
  2. 2
    Connect OpenAIModels, embeddings, files.
  3. 3
    Connect SupabaseTables, auth, storage, edge functions.
  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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