AI & RAG
Pre-Call Objection Brief on Open Opportunities
When an opportunity enters the negotiation stage in Salesforce, generates a one-page brief of the objections likely to surface and the proven rebuttals from similar won deals.
How it runs
The automated pipeline, trigger to output.
- TriggerOpportunity enters Negotiation stage in SalesforceSalesforce
- ActionRetrieve matching won-deal rebuttals from Supabase by deal profileSupabase
- ActionCompose pre-call objection briefOpenAI
- ActionAttach brief as note on the Salesforce opportunitySalesforce
- OutputNotify opportunity owner in SlackSlack
What it does
Arms reps before they walk into a high-stakes call. The moment a Salesforce opportunity hits a late stage, it predicts which objections this prospect is most likely to raise — based on industry, deal size, and competitor — and pulls the rebuttals that worked on comparable won deals into a ready-to-read brief.
When to use it
Use it for negotiation- or proposal-stage deals where preparation matters most. It turns your transcript archive into a tailored cheat sheet without a rep having to ask.
How it works
- 1A Salesforce stage-change event fires when an opportunity reaches Negotiation.
- 2The workflow reads the opportunity's attributes (segment, competitor, deal size) and queries Supabase for won deals matching that profile.
- 3Retrieved objection-rebuttal pairs are passed to OpenAI, which composes a concise pre-call brief grouped by objection type with cited examples.
- 4The brief is written back to the Salesforce opportunity as a note and the owner is notified in Slack.
Set it up
What you configure once, before turning it on.
- 1Connect SalesforceAccounts, opportunities, cases.
- 2Connect SupabaseTables, auth, storage, edge functions.
- 3Connect OpenAIModels, embeddings, files.
- 4Connect SlackChannels, DMs, threads, mentions.
- 5Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 6Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 7Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
More AI & RAG workflows
Coda-grounded sales answer bot with citations in Slack
Reps ask product, pricing, or competitive questions in Slack and get an answer drawn only from your Coda knowledge hub, with links to the exact docs and rows it pulled from.
Weekly knowledge-gap digest from unanswered rep questions
Each week, scans rep questions the answer bot couldn't ground in Coda, clusters the recurring gaps.
Pre-meeting prep brief grounded in Coda and CRM
Before each booked sales meeting, builds a one-page prep brief by combining the account's HubSpot context with grounded talking points and objection responses pulled from your…
Publish a Grounded API FAQ Page to Confluence Weekly
Each week, clusters the top unanswered or repeated API questions, generates spec-grounded answers with citations.
Detect Breaking API Changes from Spec Diffs and Alert Owners
Compares the new OpenAPI spec against the previous version on each GitLab merge, uses retrieval over the changelog to classify whether changes are breaking.
Re-Index API Specs on GitLab Merge to Keep the Answer Bot Fresh
Watches GitLab merges to your API repo, detects changed OpenAPI specs and changelog files, re-chunks and re-embeds only what changed.
Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.
Run this workflow in your colony.
14-day trial. No DevOps. No Sales call. Provisioned in under a minute.