Enrich and classify incoming sales leads with AI
When a new lead is created in Samdock, pass their submitted notes to Marlie AI to automatically extract key buying signals and categorize their industry.
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How Knit builds this workflow
The Agent researches both APIs and wires the trigger on one side to the action on the other — no pre-built connector required. Here is the vocabulary it has to work with.
Samdock Explore Samdock →
TriggersFires when a new lead or contact is created in Samdock.
Fires when a deal moves to a new stage in Samdock.
Fires when a deal is marked won in Samdock.
Fires when a field on a contact changes in Samdock.
Creates or updates a contact in Samdock.
Creates a new deal in Samdock.
Moves a deal to a new stage in Samdock.
Logs a call, email, or note against a record in Samdock.
Marlie AI Explore Marlie AI →
TriggersFires when Marlie AI generates a response to a prompt.
Fires when a request to Marlie AI errors or times out.
Fires when a fine-tuning job in Marlie AI finishes.
Sends a prompt to Marlie AI and returns the model's response.
Uses Marlie AI to summarize a block of text.
Uses Marlie AI to classify or extract structured data from text.
More Samdock + Marlie AI workflows
Save AI account executive summaries directly to CRM deals
When Marlie AI generates an executive intelligence summary for a strategic account, log the summary directly onto the deal record in Samdock.
See details
Summarize customer interaction logs on updated contact profiles
Whenever a contact's activity history is updated in Samdock, ask Marlie AI to digest the recent interactions into a brief executive overview.
See details
See all Samdock + Marlie AI integrations → · Browse the full workflow library →
Common questions
Can Knit build “Enrich and classify incoming sales leads with AI” between Samdock and Marlie AI?
Yes — describe it in the box above and Knit's Integrations Agent researches Samdock and Marlie AI's public API docs (or your own uploaded docs) and builds a working workflow, whether or not either app already has a pre-built connector.
How long does it take to build?
Minutes to a first working version, not weeks — you test it against real data before it goes anywhere near production.
What's the most common AI Models + CRM automation?
Summarizing a deal or account's recent activity from Samdock using Marlie AI, or drafting a personalized follow-up email based on the contact's real history.
Can this write the AI's output back into the CRM record?
Yes — a summary, draft email, or score generated by Marlie AI can be written straight back onto the relevant field or note in Samdock.