{"workflow":{"id":13774,"name":"Filter fraudulent leads with GPT-4o-mini, AbstractAPI, Google Sheets and Slack","views":17,"recentViews":0,"totalViews":17,"createdAt":"2026-02-28T07:18:31.995Z","description":"This n8n template serves as a security layer for your marketing efforts, ensuring that only high-quality, human-verified leads reach your CRM while automatically blacklisting bots and VPN-based submissions.\n\n## How it works\n**Lead Intake:** The workflow triggers via a Webhook (e.g., from Tally.so or other form builders) when a new lead is submitted.\n\n**Dual-Layer Analysis:**\n- **IP Intelligence:** It queries AbstractAPI to check the lead's IP address for red flags like VPNs, proxies, or data centre origins.\n- **AI Intent Analysis:** Simultaneously, it sends the name and message to GPT-4o-mini to analyse the content for non-human patterns, gibberish, or spam scripts.\n- **Smart Filtering:** A Merge node combines these data points, and an If Node applies \"OR\" logic: if the IP is a VPN/Proxy OR the AI detects spam, the lead is flagged.\n\n**Automated Action:**\n- **Verified Leads:** Legitimate submissions are saved to a \"Verified\" Google Sheet for sales follow-up.\n- **Fraud Prevention:** Flagged leads are moved to a \"Potential Spam\" sheet. This list can be synced as an exclusion audience in Google or Meta Ads to prevent wasting budget on retargeting bots.\n\n**Instant Alerts:** The team is notified immediately via Slack whenever a fraudulent submission is neutralized.\n\n## Requirements\n- **OpenAI API Key:** For lead content analysis.\n- **AbstractAPI Key:** For IP intelligence & security flags.\n- **Google Sheets:** To store verified and blacklisted lead data.\n- **Slack:** For real-time fraud alerts.\n\n## Customising this workflow\n- **Field Mapping:** If your form uses different labels (e.g., \"Comments\" instead of \"Message\"), update the expressions in the Message model and Google Sheets nodes.\n- **Exclusion Logic:** You can tighten the filter by adding more conditions to the If Node, such as specific country blocking or email domain validation.","workflow":{"id":"47xmjh-XlURj1GFeJTbj2","meta":{"instanceId":"b7c1ef0315601472ec98eac19f8a0873103c3212e1ab2e6c0ef4fa436788933d"},"name":"AI Fraud Detection & Budget Guard","tags":[],"nodes":[{"id":"3124010c-d547-4e68-aa09-361e3f056342","name":"Webhook","type":"n8n-nodes-base.webhook","position":[1296,624],"webhookId":"8ce43add-701c-4569-8388-6d41861c97bf","parameters":{"path":"tally-leads","options":{"responseCode":{"values":{}}},"httpMethod":"POST"},"typeVersion":2.1},{"id":"d0a14915-7c05-42ef-bd14-24d4fdbdf2b4","name":"HTTP Request","type":"n8n-nodes-base.httpRequest","position":[1712,528],"parameters":{"url":"https://ip-intelligence.abstractapi.com/v1","options":{},"sendQuery":true,"queryParameters":{"parameters":[{"name":"api_key","value":"4229e19ddfdb4b1fb809ca8a24be8c7d"},{"name":"ip_address","value":"223.178.80.56"}]}},"typeVersion":4.4},{"id":"52aaaff3-6bfc-4696-a0a8-ab70b5256895","name":"Message a model","type":"@n8n/n8n-nodes-langchain.openAi","position":[1648,720],"parameters":{"modelId":{"__rl":true,"mode":"list","value":"gpt-4o-mini","cachedResultName":"GPT-4O-MINI"},"options":{},"responses":{"values":[{"content":"=Name: {{ $json.body.data.fields[0].value }} | Message: {{ $json.body.data.fields[2].value }}"},{"role":"system","content":"You are a Lead Quality Analyst. Analyze the following lead submission. If the message or name looks like gibberish, automated spam, or a bot script, return 'Spam'. If it looks like a real human, return 'Human'. Only provide the single-word result."}]},"builtInTools":{}},"typeVersion":2.1},{"id":"eab996cc-f466-49bf-b4f5-c8848b44709c","name":"Merge","type":"n8n-nodes-base.merge","position":[2096,624],"parameters":{"mode":"combine","options":{},"combineBy":"combineByPosition"},"typeVersion":3.2},{"id":"81a3e460-af8d-4403-84b4-9cd5bd34e27a","name":"If","type":"n8n-nodes-base.if","position":[2304,624],"parameters":{"options":{"ignoreCase":true},"conditions":{"options":{"version":3,"leftValue":"","caseSensitive":false,"typeValidation":"loose"},"combinator":"or","conditions":[{"id":"b1d5cc00-2936-4807-8b32-401844f7d04f","operator":{"name":"filter.operator.equals","type":"string","operation":"equals"},"leftValue":"={{ $json.security.is_vpn }}","rightValue":"true"},{"id":"0af1b675-c0f3-40a9-a21c-aebe5c579b65","operator":{"name":"filter.operator.equals","type":"string","operation":"equals"},"leftValue":"={{ $json.security.is_proxy }}","rightValue":"true"},{"id":"95227f07-2839-4630-a902-e3e4de8fdf3b","operator":{"name":"filter.operator.equals","type":"string","operation":"equals"},"leftValue":"={{ $json.output[0].content[0].text }}","rightValue":"spam"}]},"looseTypeValidation":true},"typeVersion":2.3},{"id":"16ae1e14-6b3d-47c7-a669-ce06df8ef816","name":"Verified Leads","type":"n8n-nodes-base.googleSheets","position":[2576,736],"parameters":{"columns":{"value":{},"schema":[{"id":"Timestamp","type":"string","display":true,"required":false,"displayName":"Timestamp","defaultMatch":false,"canBeUsedToMatch":true},{"id":"Name","type":"string","display":true,"required":false,"displayName":"Name","defaultMatch":false,"canBeUsedToMatch":true},{"id":"Email","type":"string","display":true,"required":false,"displayName":"Email","defaultMatch":false,"canBeUsedToMatch":true},{"id":"IP Address","type":"string","display":true,"required":false,"displayName":"IP Address","defaultMatch":false,"canBeUsedToMatch":true}],"mappingMode":"defineBelow","matchingColumns":[],"attemptToConvertTypes":false,"convertFieldsToString":false},"options":{},"operation":"append","sheetName":{"__rl":true,"mode":"list","value":1699399720,"cachedResultUrl":"https://docs.google.com/spreadsheets/d/1y_D0fU1cj7HbNMNtd9Lrezh5pvtMctxf4auHWcEeqGY/edit#gid=1699399720","cachedResultName":"Verified leads"},"documentId":{"__rl":true,"mode":"list","value":"1y_D0fU1cj7HbNMNtd9Lrezh5pvtMctxf4auHWcEeqGY","cachedResultUrl":"https://docs.google.com/spreadsheets/d/1y_D0fU1cj7HbNMNtd9Lrezh5pvtMctxf4auHWcEeqGY/edit?usp=drivesdk","cachedResultName":"Untitled spreadsheet"}},"typeVersion":4.7},{"id":"5d573a1d-a730-43a2-91f3-d4cddc732a81","name":"Potential Spam","type":"n8n-nodes-base.googleSheets","position":[2576,544],"parameters":{"columns":{"value":{"Name":"={{ $('Webhook').item.json.body.data.fields[0].value }}","Email":"={{ $('Webhook').item.json.body.data.fields[1].value }}","Status":"EXCLUDE / FRAUD","Timestamp":"={{ $('Webhook').item.json.body.data.createdAt }}","AI Verdict":"={{ $('Message a model').item.json.output[0].content[0].text }}","IP Address":"={{ $('Webhook').item.json.headers['cf-connecting-ip'] }}","Security Flags":"=VPN: {{ $node[\"HTTP Request\"].json.security.is_vpn }} | Proxy: {{ $node[\"HTTP Request\"].json.security.is_proxy }}"},"schema":[{"id":"Timestamp","type":"string","display":true,"required":false,"displayName":"Timestamp","defaultMatch":false,"canBeUsedToMatch":true},{"id":"Name","type":"string","display":true,"required":false,"displayName":"Name","defaultMatch":false,"canBeUsedToMatch":true},{"id":"Email","type":"string","display":true,"required":false,"displayName":"Email","defaultMatch":false,"canBeUsedToMatch":true},{"id":"IP Address","type":"string","display":true,"required":false,"displayName":"IP Address","defaultMatch":false,"canBeUsedToMatch":true},{"id":"AI Verdict","type":"string","display":true,"removed":false,"required":false,"displayName":"AI Verdict","defaultMatch":false,"canBeUsedToMatch":true},{"id":"Security Flags","type":"string","display":true,"removed":false,"required":false,"displayName":"Security Flags","defaultMatch":false,"canBeUsedToMatch":true},{"id":"Status","type":"string","display":true,"removed":false,"required":false,"displayName":"Status","defaultMatch":false,"canBeUsedToMatch":true}],"mappingMode":"defineBelow","matchingColumns":[],"attemptToConvertTypes":false,"convertFieldsToString":false},"options":{},"operation":"append","sheetName":{"__rl":true,"mode":"list","value":"gid=0","cachedResultUrl":"https://docs.google.com/spreadsheets/d/1y_D0fU1cj7HbNMNtd9Lrezh5pvtMctxf4auHWcEeqGY/edit#gid=0","cachedResultName":"Potential Spam"},"documentId":{"__rl":true,"mode":"list","value":"1y_D0fU1cj7HbNMNtd9Lrezh5pvtMctxf4auHWcEeqGY","cachedResultUrl":"https://docs.google.com/spreadsheets/d/1y_D0fU1cj7HbNMNtd9Lrezh5pvtMctxf4auHWcEeqGY/edit?usp=drivesdk","cachedResultName":"Untitled spreadsheet"}},"typeVersion":4.7},{"id":"f03d3079-6841-4a7a-8184-dce81ff3b526","name":"Spam Alert","type":"n8n-nodes-base.slack","position":[2784,544],"webhookId":"c3e35ced-3d60-4add-a70e-29844a9714a9","parameters":{"text":"Spam detected and neutralized!","user":{"__rl":true,"mode":"list","value":"U09LWJHPDB2","cachedResultName":"nithishx16"},"select":"user","otherOptions":{},"authentication":"oAuth2"},"typeVersion":2.4},{"id":"7c7a67ed-9cc9-4e3e-b3e7-5ab641eb9b4c","name":"Sticky Note2","type":"n8n-nodes-base.stickyNote","position":[1120,176],"parameters":{"color":2,"width":416,"height":752,"content":"This workflow serves as a security layer for your lead generation process, filtering out bot submissions and fraudulent IP addresses before they reach your CRM.\n\n## Step #1\nConfiguration Steps:\n\nTrigger: The workflow begins with a Webhook node. Copy the \"Production URL\" and paste it into your form provider's (e.g., Tally.so) Webhook settings.\n\nCaptured Data: The workflow is currently configured to parse headers for the connecting IP and body fields for \"Full Name\", \"Email Address\", and \"Message\".\n\nField Mapping: If your form uses different field labels, you must update the expressions in the Message a model and Google Sheets nodes to match your specific data structure."},"typeVersion":1},{"id":"3a0a185a-b2cf-4eb1-b655-50b506513123","name":"Sticky Note3","type":"n8n-nodes-base.stickyNote","position":[1584,176],"parameters":{"color":2,"width":416,"height":752,"content":"## Step #2\nUpon receiving a lead, the workflow executes two parallel checks to maximize efficiency and accuracy.\n\nHTTP Request (IP Intelligence): This node queries AbstractAPI using the lead's IP address. It identifies technical red flags such as VPN usage, proxies, or connections originating from data centers rather than residential ISPs.\n\nMessage a model (AI Intent Analysis): Simultaneously, the lead's name and message are sent to GPT-4o-mini. The AI evaluates the content for non-human patterns, gibberish, or common spam scripts. It is instructed to return a binary verdict: \"Human\" or \"Ghost\"."},"typeVersion":1},{"id":"b31a6614-0211-4d37-938d-ed2eef1e972d","name":"Sticky Note4","type":"n8n-nodes-base.stickyNote","position":[2048,176],"parameters":{"color":2,"width":416,"height":752,"content":"## Step #3\nMerge Node: This node waits for both the technical check and the AI analysis to finish. It combines the disparate data points into a single JSON object for final evaluation.\n\nIf Node (The Filter): This is the core decision engine. It uses \"OR\" logic to flag a lead if:\n\n1. The IP is identified as a VPN.\n2. The IP is identified as a Proxy.\n3. The AI returns a \"Spam\" verdict.\n\nIf any of these conditions are met, the lead is diverted to the security branch (Top). Otherwise, it proceeds to the verified branch (Bottom)."},"typeVersion":1},{"id":"08c64298-08d6-4808-8544-e6775f5fd88a","name":"Sticky Note5","type":"n8n-nodes-base.stickyNote","position":[2512,176],"parameters":{"color":2,"width":464,"height":752,"content":"## Step #4\n### True Path (Potential Spam): \nFlagged leads are appended to the \"Potential Spam\" Google Sheet. This sheet acts as a master \"Blacklist\" which you should sync with your Google or Meta Ad Managers as an exclusion audience to prevent wasted retargeting spend.\n\nSpam Alert: A notification is sent to Slack to inform the team that a fraudulent submission was neutralized.\n\n### False Path (Verified Leads): \nLegitimate leads are saved to the \"Verified leads\" sheet for immediate sales follow-up."},"typeVersion":1},{"id":"432df446-897b-4c17-be7c-28cf5f798ffa","name":"Sticky Note6","type":"n8n-nodes-base.stickyNote","position":[3024,464],"parameters":{"width":464,"height":464,"content":"## Google Sheets Schema Requirements:\n\n\n### Tab 1: Potential Spam\n\nName: The full name of the respondent.\nEmail: The email address used in the submission.\nIP Address: The network address captured by the webhook.\nAI Verdict: The output from the OpenAI analysis (Ghost/Spam).\nSecurity Flags: Details on VPN or Proxy status.\nTimestamp: The date and time the lead was intercepted.\n\n### Tab 2: Verified Leads\n\nName: The full name of the respondent.\nEmail: The email address.\nMessage: The core inquiry or message content.\nLocation: City and Country derived from the IP check.\nTimestamp: The date and time of submission."},"typeVersion":1},{"id":"28bc3878-87f0-4c5b-aca7-99b879f072b1","name":"Sticky Note7","type":"n8n-nodes-base.stickyNote","position":[3024,176],"parameters":{"width":464,"height":256,"content":"## Requirements Checklist:\n\n### API Keys: \nYou must provide your own API keys for AbstractAPI and OpenAI within the respective node settings.\n\n### Authentication: \nEnsure your Google Sheets and Slack accounts are connected via the Credentials section."},"typeVersion":1},{"id":"b5c20a3a-0307-455f-bf41-c7e2e7338f52","name":"Sticky Note12","type":"n8n-nodes-base.stickyNote","position":[624,112],"parameters":{"color":5,"width":400,"height":368,"content":"# Hello there!\n\n\n\n# Need support or have a workflow question?  \n\n## 🔗 [Connect on LinkedIn](https://www.linkedin.com/in/bynithish/)"},"typeVersion":1},{"id":"a3222dc1-5fe2-46fb-832f-070b04195b69","name":"Sticky Note","type":"n8n-nodes-base.stickyNote","position":[1072,112],"parameters":{"color":7,"width":2464,"height":896,"content":""},"typeVersion":1}],"active":false,"pinData":{},"settings":{"binaryMode":"separate","availableInMCP":false,"executionOrder":"v1"},"versionId":"5758f91b-f42f-4f6e-9d49-e15a96a3158f","connections":{"If":{"main":[[{"node":"Potential Spam","type":"main","index":0}],[{"node":"Verified Leads","type":"main","index":0}]]},"Merge":{"main":[[{"node":"If","type":"main","index":0}]]},"Webhook":{"main":[[{"node":"HTTP Request","type":"main","index":0},{"node":"Message a model","type":"main","index":0}]]},"HTTP Request":{"main":[[{"node":"Merge","type":"main","index":0}]]},"Potential Spam":{"main":[[{"node":"Spam Alert","type":"main","index":0}]]},"Message a model":{"main":[[{"node":"Merge","type":"main","index":1}]]}}},"lastUpdatedBy":1,"workflowInfo":{"nodeCount":16,"nodeTypes":{"n8n-nodes-base.if":{"count":1},"n8n-nodes-base.merge":{"count":1},"n8n-nodes-base.slack":{"count":1},"n8n-nodes-base.webhook":{"count":1},"n8n-nodes-base.stickyNote":{"count":8},"n8n-nodes-base.httpRequest":{"count":1},"n8n-nodes-base.googleSheets":{"count":2},"@n8n/n8n-nodes-langchain.openAi":{"count":1}}},"status":"published","readyToDemo":null,"user":{"name":"Nithish R.","username":"nithish","bio":"building an AI agency for digital marketing agencies.","verified":false,"links":["https://www.linkedin.com/in/bynithish/"],"avatar":"https://gravatar.com/avatar/10b7b235047d25c785de35698f29de57d88c8bef99f8cf39361421b0882d826d?r=pg&d=retro&size=200"},"nodes":[{"id":18,"icon":"file:googleSheets.svg","name":"n8n-nodes-base.googleSheets","codex":{"data":{"alias":["CSV","Sheet","Spreadsheet","GS"],"resources":{"generic":[{"url":"https://n8n.io/blog/love-at-first-sight-ricardos-n8n-journey/","icon":"❤️","label":"Love at first sight: Ricardo’s n8n journey"},{"url":"https://n8n.io/blog/why-business-process-automation-with-n8n-can-change-your-daily-life/","icon":"🧬","label":"Why business process automation with n8n can change your daily life"},{"url":"https://n8n.io/blog/automatically-adding-expense-receipts-to-google-sheets-with-telegram-mindee-twilio-and-n8n/","icon":"🧾","label":"Automatically Adding Expense Receipts to Google Sheets with Telegram, Mindee, Twilio, and n8n"},{"url":"https://n8n.io/blog/supercharging-your-conference-registration-process-with-n8n/","icon":"🎫","label":"Supercharging your conference registration process with n8n"},{"url":"https://n8n.io/blog/creating-triggers-for-n8n-workflows-using-polling/","icon":"⏲","label":"Creating triggers for n8n workflows using polling"},{"url":"https://n8n.io/blog/no-code-ecommerce-workflow-automations/","icon":"store","label":"6 e-commerce workflows to power up your Shopify s"},{"url":"https://n8n.io/blog/migrating-community-metrics-to-orbit-using-n8n/","icon":"📈","label":"Migrating Community Metrics to Orbit using n8n"},{"url":"https://n8n.io/blog/automate-google-apps-for-productivity/","icon":"💡","label":"15 Google apps you can combine and automate to increase productivity"},{"url":"https://n8n.io/blog/your-business-doesnt-need-you-to-operate/","icon":" 🖥️","label":"Hey founders! 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