Lead intake
Website and WhatsApp enquiries land in the CRM, tagged and assigned within seconds.
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Website and WhatsApp enquiries land in the CRM, get tagged and are assigned to a rep within seconds.
Letting software do the copy, paste, check and forward steps people do between apps.
A workflow has a trigger that starts it, actions that do the work, and logic that picks which actions run. Tools like n8n build them visually.
Workflow automation is the use of software to carry out a defined sequence of business steps without someone doing each one by hand. A workflow has three building blocks:
Tools such as n8n, Zapier and Make let you build workflows visually by connecting nodes. Larger teams also write them in code.
AI steps handle the messy parts, like reading PDFs or drafting replies, while the workflow still controls order, retries and approvals.
Classic automation follows fixed rules and needs tidy, structured input. AI steps handle the messy parts: reading an emailed PDF, classifying an enquiry, extracting fields from an invoice, drafting a reply. The workflow still controls the order of steps, retries and approvals; the AI step is one node among many. When several AI steps and tools are coordinated, that becomes AI orchestration.
Website and WhatsApp enquiries land in the CRM, tagged and assigned within seconds.
Website and WhatsApp enquiries land in the CRM, get tagged and are assigned to a rep within seconds.
Emailed bills become draft expense entries for an accountant to approve.
Bills arrive by email, are read, and become draft expense entries for an accountant to approve.
Purchase requests route to the right manager, with reminders and an audit trail.
Purchase requests route to the right manager by amount and department, with reminders and an audit trail.
Ads, CRM and sales data pulled on a schedule into one dashboard.
Data from ads, CRM and sales sheets is pulled on a schedule into one dashboard.
A Razorpay payment arrives and Razorpay calls the workflow's webhook.
A customer pays through Razorpay; Razorpay calls the workflow's webhook.
The workflow checks the signature, so a forged call is rejected.
The workflow checks the webhook signature, so a forged call is rejected.
It marks the order paid, creates the invoice and sends a WhatsApp confirmation.
It marks the order paid, creates the invoice in the accounting tool and sends a WhatsApp confirmation.
If the accounting API is down, it retries, then alerts a person.
If the accounting API is down, it retries, then alerts a person with the order details instead of failing silently.
Remove pointless steps first. Automation makes a bad process faster, not better.
Map the process and remove pointless steps first. Automation makes a bad process run faster, not better.
Every external call can fail. Decide where failed runs go and who gets told.
Every external call can fail. Decide where failed runs go and who gets told.
App changes break workflows, so someone must own the monitoring.
Workflows break when an app changes its API or someone renames a sheet column. Someone must own monitoring.
Workflow automation usually connects apps through their APIs and webhooks. RPA drives an app's screen like a person would, which is useful when no API exists but breaks more easily when the screen changes.
Zapier is quick to start and fully hosted. n8n can be self-hosted, handles complex branching and code steps well, and keeps data on your own server if you need that. The right choice depends on volume, data sensitivity and who will maintain it.
No. Many valuable workflows are pure rules. Add an AI step only where the input is unstructured, such as free text, PDFs or images.
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