Templates
Automation patterns we build often
Illustrative examples, not client work (that's on the Work page). A starting point for what's possible before we scope your specific workflow.

Lead capture and routing
A new lead gets enriched, scored, and routed to the right person automatically, instead of sitting in an inbox until someone checks it.
- 01CaptureA form fill, ad lead, or inbound email creates a new lead record automatically.
- 02EnrichCompany and contact details fill in from public data before anyone looks at it.
- 03Score and routeLeads are scored against your criteria and sent to the right rep or queue.
- 04NotifyThe right person gets a Slack or email ping with full context, not just a name.
n8nWebhooks/REST APIsPostgres
Related service: AutomationInvoice and document processing
Incoming invoices get read, checked against your purchase orders, and synced automatically, with only real exceptions reaching a human.
- 01IngestInvoices arrive by email or upload and enter the pipeline automatically.
- 02ExtractLine items, totals, and vendor details are pulled out and structured.
- 03ValidateExtracted data is checked against the matching purchase order.
- 04Sync or flagClean matches sync straight to accounting; mismatches get flagged for review.
LangGraphPythonDocument extraction pipeline
Related service: AI AgentsSupport ticket triage
New tickets get classified and routed the moment they land, with known request types resolved before a human ever sees them.
- 01ClassifyEach new ticket gets tagged by intent and urgency the moment it lands.
- 02Auto-resolveKnown, low-risk request types get resolved immediately, no human touch.
- 03RouteEverything else goes to the right team with the classification attached.
- 04TrackSLA timers start automatically so nothing quietly ages out.
LangChainFastAPITicketing API
Related service: Support AgentsMeeting notes to action items
A call or meeting turns into a clean summary and a set of assigned tasks, without anyone typing up notes afterward.
- 01TranscribeCall recordings or notes get transcribed as soon as a meeting ends.
- 02SummarizeKey decisions and open questions are pulled out in plain language.
- 03Extract actionsAction items are identified with an owner and a rough deadline.
- 04AssignTasks land directly in your project tool, already assigned.
LangChainn8nProject tool API
Related service: AI AgentsContent repurposing
One piece of long-form content becomes drafts for every channel you actually post to, ready for a quick review, not blind auto-posting.
- 01SourceA long-form piece (blog post, webinar, call) enters the pipeline.
- 02DraftPlatform-specific drafts get generated: a thread, a caption, a summary post.
- 03ReviewDrafts land in a queue for a quick human pass before anything goes out.
- 04PublishApproved posts go out on schedule across the right channels.
n8nOpenAI/Anthropic APIsSocial platform APIs
Related service: AutomationCart and lifecycle recovery
Abandoned carts trigger a personalized follow-up sequence automatically, with outcomes tracked back to the exact trigger.
- 01DetectA cart sits abandoned past your defined window.
- 02PersonalizeA follow-up sequence kicks in, tailored to what was actually in the cart.
- 03RecoverCustomers who return and convert are tracked back to the exact trigger.
- 04SyncOutcomes sync back to the CRM so the sequence keeps improving.
n8nOrder management APIEmail/WhatsApp
Related service: Support AgentsMeeting scheduling and calendar coordination
The back-and-forth email thread to find a time disappears. Real availability gets checked and the meeting gets booked directly.
- 01RequestA booking request comes in by email, form, or chat.
- 02Check availabilityReal calendar availability is checked across everyone who needs to attend.
- 03Propose or bookA time gets proposed automatically, or booked directly when the request allows it.
- 04ConfirmConfirmations and reminders go out without anyone touching a calendar invite.
n8nCalendar APIsWebhooks/REST APIs
Related service: AutomationCRM data enrichment and deduplication
Messy, duplicate CRM records get cleaned and filled in automatically, so reporting and outreach work from one accurate list.
- 01ScanNew and existing records are scanned on a schedule for duplicates and gaps.
- 02EnrichMissing company and contact details are filled in from available data sources.
- 03MergeDuplicate records are merged automatically, or flagged when it's not a clean call.
- 04SyncThe cleaned data syncs back to the CRM, ready for reporting or outreach.
n8nCRM APIPostgres
Related service: AutomationContract and document review triage
Incoming contracts get scanned for the clauses that actually need a lawyer's attention, instead of a full read-through every time.
- 01IngestA contract arrives and enters the review pipeline automatically.
- 02CompareKey clauses are compared against your standard terms and known risk patterns.
- 03FlagDeviations and high-risk clauses are flagged with the relevant page cited.
- 04RouteA summary with flagged items goes to the right reviewer, not a blank PDF.
LangChainpgvectorDocument extraction pipeline
Related service: RAG SystemsSocial listening and sentiment alerts
Mentions of your brand across channels get read for sentiment and urgency, so a real problem reaches someone before it spreads.
- 01MonitorMentions across the channels you care about are pulled in continuously.
- 02ScoreEach mention is scored for sentiment and urgency, not just keyword-matched.
- 03AlertGenuinely urgent or negative mentions trigger an immediate alert.
- 04LogEverything else logs quietly into a weekly digest instead of a notification storm.
FastAPISocial platform APIsOpenAI/Anthropic APIs
Related service: AI BackendsExpense report processing
Receipts and expense claims get read, checked against policy, and routed for approval without a manual line-by-line review.
- 01CaptureReceipts and claims come in by upload, email, or app.
- 02ExtractAmounts, dates, and categories are pulled out automatically.
- 03Check policyEach claim is checked against your expense policy for exceptions.
- 04Approve or flagClean claims route straight to approval; policy exceptions get flagged with the reason.
LangGraphPythonDocument extraction pipeline
Related service: AI Agents