Automate Job applications 🧑🏻💼📄with Chatbot, PredictLeads and ScrapegraphAI
Pull contacts, verify each address with BillionVerify, and continue to PredictLeads — only deliverable addresses get through.
Why verify before the send
Sending to invalid, risky, catch-all, or disposable addresses spikes your bounce rate and erodes sender reputation. A verification gate before the PredictLeads step removes that risk automatically — only deliverable addresses continue, the rest are flagged.
The workflow
BillionVerify — verification sits right before the send.
Node by node
- 1When chat message receivedTrigger· n8n
Starts the workflow — on a schedule, a webhook, or manually while you test.
- 2OpenAI Chat Model1Source· n8n
Provides or transforms the contact data flowing through the workflow.
- 3Context7Source· n8n
Provides or transforms the contact data flowing through the workflow.
- 4PredictLeadsSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 5Simple MemorySource· n8n
Provides or transforms the contact data flowing through the workflow.
- 6Structured Output ParserSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 7Google Gemini Chat Model1Source· n8n
Provides or transforms the contact data flowing through the workflow.
- 8Create emailSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 9When Executed by Another WorkflowTrigger· n8n
Starts the workflow — on a schedule, a webhook, or manually while you test.
- 10Send emailSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 11PredictLeads AgentSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 12Get CVSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 13ParserSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 14Verify Email (BillionVerify)Verify· billionverify
The BillionVerify node verifies the address — status (valid / invalid / risky / catch-all / role / disposable), is_deliverable, and a confidence score — before anything is sent.
- 15If list?Logic· n8n
Branches on the verification result: only deliverable addresses continue to the send; the rest are skipped and flagged.
- 16IF deliverableLogic· n8n
Branches on the verification result: only deliverable addresses continue to the send; the rest are skipped and flagged.
- 17Links ExtractorSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 18ChatSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 19Create a draftSend· n8n
Sends only to verified, deliverable addresses. Swap in your own provider node if you send elsewhere.
- 20Split OutSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 21LimitSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 22Loop Over ItemsSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 23Scrape JobSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 24Contain email?Logic· n8n
Branches on the verification result: only deliverable addresses continue to the send; the rest are skipped and flagged.
- 25Job application AgentSource· n8n
Provides or transforms the contact data flowing through the workflow.
- 26Chat2Source· n8n
Provides or transforms the contact data flowing through the workflow.
- 27Chat1Source· n8n
Provides or transforms the contact data flowing through the workflow.
Workflow JSON
Copy or download this workflow, then import it in n8n (Workflows → Import from File / Paste). Install the BillionVerify community node first, then add your API key credential.
When to use this
- Cleaning a list before a PredictLeads send or sync.
- Protecting PredictLeads deliverability and sender reputation.
- Keeping bounce rates low so your sending is never throttled.
FAQ
Why verify before sending in PredictLeads?
Verifying first keeps your bounce rate low, which protects your sender reputation and your results.
How do I import this workflow?
Download the JSON, then in n8n go to Workflows → Import from File (or paste it). Install the BillionVerify community node and add your API key credential.
What happens to risky or catch-all addresses?
They are routed to the false branch and excluded from the send. You decide whether to retry, review, or drop them.
Add verification to your workflow
Create a free account, grab your API key, and stop bounces before they happen.
Get started free