{"id":47926,"date":"2026-08-05T13:37:38","date_gmt":"2026-08-05T10:37:38","guid":{"rendered":"https:\/\/snov.io\/knowledgebase\/?p=47926"},"modified":"2026-09-02T12:28:29","modified_gmt":"2026-09-02T09:28:29","slug":"how-to-manage-prospect-data-using-ai","status":"publish","type":"post","link":"https:\/\/snov.io\/knowledgebase\/how-to-manage-prospect-data-using-ai\/","title":{"rendered":"How to manage your prospect data using AI enrichment"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">This guide teaches you how to update, organize and clean information in your lists using Clean and edit, an AI enrichment that transforms prospect data in bulk.<\/span><\/p>\n<p><a href=\"#open-enrichment-tools\">Open Enrich &amp; AI tools<\/a><\/p>\n<p><a href=\"#write-your-prompt\">Write your prompt<\/a><\/p>\n<p><a href=\"#add-data-variables\">Add data variables<\/a><\/p>\n<p><a href=\"#data-tasks-you-can-do\">Data tasks you can do<\/a><\/p>\n<p><a href=\"#choose-an-ai-model\">Choose an AI model<\/a><\/p>\n<p><a href=\"#create-a-column-for-results\">Create a column for results<\/a><\/p>\n<p><a href=\"#check-your-tokens\">Check your tokens<\/a><\/p>\n<p><a href=\"#start-processing\">Start processing<\/a><\/p>\n<p><a href=\"#view-and-use-your-results\">View and use your results<\/a><\/p>\n<p><a href=\"#next-steps\">Next steps<\/a><\/p>\n<div class=\"notification-block learn\">\n<div class=\"notification-block__icon\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/themes\/knowledgebase-n\/assets\/img\/fluent_chat-warning-16-regular.svg\" alt=\"learn\" width=\"32\" height=\"32\" \/><\/div>\n<div class=\"notification-block__text\">\n<p>Before you start, make sure you have:<\/p>\n<p>&nbsp;<\/p>\n<p><strong>1) Prospects in a list.<\/strong> Add prospects with source data. Import from a file or use <a href=\"https:\/\/app.snov.io\/finder-tools\" target=\"_blank\" rel=\"noopener\">Finder<\/a> and other enrichments<\/p>\n<p><strong>2) Tokens.<\/strong> Data processing uses <a href=\"https:\/\/snov.io\/knowledgebase\/what-are-tokens-and-how-to-use-them\/\" target=\"_blank\" rel=\"noopener\">tokens<\/a>, purchased separately from your plan<\/p>\n<\/div>\n<\/div>\n<p>Update existing data into a format ready for outreach, or generate new insights based on what your list already contains.<\/p>\n<p>Snov.io's enrichment tool <strong>Clean and edit data<\/strong> handles data tasks automatically using AI.<\/p>\n<p>Here's how to use it:<\/p>\n<h2 id=\"open-enrichment-tools\"><strong>Open Enrich &amp; AI tools<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">Go to your<\/span> <a href=\"https:\/\/app.snov.io\/prospects\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Prospects<\/span><\/a><span style=\"font-weight: 400;\"> and choose the list you want to enrich. Click <strong>Enrich &amp; AI tools<\/strong> and choose <strong>Clean and edit data<\/strong>.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You can start enrichment on selected prospects, a segment filtered by tags, or your entire list.<\/span><\/p>\n<div class=\"notification-block note\">\n<div class=\"notification-block__icon\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/themes\/knowledgebase-n\/assets\/img\/ph_circle-wavy-warning.svg\" alt=\"note\" width=\"32\" height=\"32\" \/><\/div>\n<div class=\"notification-block__text\">Use <a href=\"https:\/\/snov.io\/knowledgebase\/how-to-enrich-prospect-data-using-ai-web-search\/\" target=\"_blank\" rel=\"noopener\">Fill out from web<\/a> to collect new data from the web, then use the <strong>Clean and edit <\/strong>tool\u00a0to organize and reformat what you've found.<\/div>\n<\/div>\n<div><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260819-kiba.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-48278 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260819-kiba.png\" alt=\"\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260819-kiba.png 1920w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260819-kiba-300x169.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260819-kiba-1024x576.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260819-kiba-768x432.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260819-kiba-1536x864.png 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/a><\/div>\n<h2 id=\"write-your-prompt\"><strong>Write your prompt<\/strong><\/h2>\n<p>Describe what you want to do with the data or how you want to update it.<\/p>\n<h3 id=\"add-data-variables\"><strong>Add data variables<\/strong><\/h3>\n<p>Variables in <strong>Clean and edit data<\/strong> action refer to existing columns and pull the data you want to manage.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\">You can reference any data stored in your list, including previously enriched or generated fields. For example, results from <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/snov.io\/knowledgebase\/how-to-enrich-prospect-data-using-ai-web-search\/\" target=\"_blank\" rel=\"noopener\">Fill out from web<\/a>.<\/p>\n<p>To insert a variable, click the <strong>{ }<\/strong> icon or type <strong>{{}}<\/strong>. Your prompt should contain at least one. Correctly added variables appear as colored tags.<\/p>\n<div class=\"notification-block tip\">\n<div class=\"notification-block__icon\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/themes\/knowledgebase-n\/assets\/img\/academicons_ideas-repec.svg\" alt=\"tip\" width=\"32\" height=\"32\" \/><\/div>\n<div class=\"notification-block__text\">If the column has multiple values (like a prospect's work experience), the AI pulls all its data, which can affect the final result. To reference specific information, it needs to be stored separately. Extract it to a separate column, manually or in bulk. Read how in this guide.<\/div>\n<\/div>\n<div><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-omgj.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47936 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-omgj.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-omgj.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-omgj-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-omgj-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-omgj-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-omgj-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/div>\n<h3 id=\"data-tasks-you-can-do\"><strong>Data tasks you can do<\/strong><\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\">Here are some common tasks and use cases:<\/p>\n<ul>\n<li class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\"><strong>Extract specific data from a larger field: <\/strong><\/li>\n<\/ul>\n<p>Get a company name from {{Website URL}}, or the last funding round and sum from {{Company Funding}}<strong>\u00a0<\/strong><\/p>\n<ul>\n<li class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\"><strong>Convert one data type into another:<\/strong><\/li>\n<\/ul>\n<p>Get a website URL from {{Company Name}}<\/p>\n<ul>\n<li class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\"><strong>Clean up data to a usable format:<\/strong><\/li>\n<\/ul>\n<p>Remove extra suffixes from {{Company Name}} and {{Prospect Name}}<\/p>\n<ul>\n<li class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\"><strong>Summarize data from multiple columns:<\/strong><\/li>\n<\/ul>\n<p>Extract a company's core value proposition from {{About Us}} and {{Slogan}} or combine {{Experience}} and {{Education}} into a general background summary<\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-oqyo-2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47968 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-oqyo-2.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-oqyo-2.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-oqyo-2-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-oqyo-2-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-oqyo-2-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-oqyo-2-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/p>\n<h3 id=\"choose-an-ai-model\"><strong>Choose an AI model<\/strong><\/h3>\n<p>Each model has a different cost per prospect.<\/p>\n<ul>\n<li>Pricier models are more capable for complex tasks (standardizing, synthesizing, analyzing)<\/li>\n<li>Cheaper models are best for simple tasks (extracting names or cleaning extra symbols)<\/li>\n<\/ul>\n<div class=\"notification-block note-gray\">\n<div class=\"notification-block__text\">When you choose one of the prompt templates, Snov.io selects the optimal model for the task automatically.<\/div>\n<\/div>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-peqw.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47948 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-peqw.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-peqw.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-peqw-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-peqw-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-peqw-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-peqw-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/p>\n<h3 id=\"create-a-column-for-results\"><strong>Create a column for results<\/strong><\/h3>\n<p>Select a column where processed data will appear.<\/p>\n<ul>\n<li><strong>Save results to a new column<\/strong><\/li>\n<\/ul>\n<p>Your original data stays in the list, and you can remove the redundant column later.<\/p>\n<ul>\n<li><strong>Save results to an existing column<\/strong><\/li>\n<\/ul>\n<p>The original data can stay in the list or be updated using the overwrite option.<\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pfso.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47949 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pfso.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pfso.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pfso-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pfso-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pfso-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pfso-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/p>\n<h3><strong>Manage data overwrite<\/strong><\/h3>\n<p>When selecting a column that already has values for some prospects, you can choose whether to overwrite them.<\/p>\n<div class=\"notification-block learn\">\n<div class=\"notification-block__icon\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/themes\/knowledgebase-n\/assets\/img\/fluent_chat-warning-16-regular.svg\" alt=\"learn\" width=\"32\" height=\"32\" \/><\/div>\n<div class=\"notification-block__text\">Overwrite is off by default. The results are added for prospects with no data in the selected column. Existing data stays unchanged.<\/div>\n<\/div>\n<ul>\n<li><strong>Overwrite existing rows OFF<\/strong>\u00a0\u2014 skips prospects that already have data filled from previous enrichments<\/li>\n<li><strong>Overwrite existing rows ON<\/strong> \u2014 replaces existing data with new results<\/li>\n<\/ul>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-phpv.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47950 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-phpv.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-phpv.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-phpv-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-phpv-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-phpv-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-phpv-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/p>\n<h3 id=\"check-your-tokens\"><strong>Check your tokens<\/strong><\/h3>\n<p>The token cost depends on the AI model you select and the size of your list.<\/p>\n<div class=\"notification-block note\">\n<div class=\"notification-block__icon\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/themes\/knowledgebase-n\/assets\/img\/ph_circle-wavy-warning.svg\" alt=\"note\" width=\"32\" height=\"32\" \/><\/div>\n<div class=\"notification-block__text\">Clean and edit charges tokens only for newly generated or updated data.<\/div>\n<\/div>\n<p>Before starting, make sure you have enough tokens. Get more tokens from <a href=\"https:\/\/app.snov.io\/account\/billing\" target=\"_blank\" rel=\"noopener\">Billing<\/a> settings.<\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-plpc.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47951 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-plpc.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-plpc.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-plpc-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-plpc-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-plpc-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-plpc-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/p>\n<h3 id=\"start-processing\"><strong>Start processing<\/strong><\/h3>\n<p>Click <strong>Generate<\/strong> to start processing your request. When the \"in progress\" icon disappears, your data is ready.<\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pmei.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47952 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pmei.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pmei.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pmei-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pmei-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pmei-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pmei-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/p>\n<h2 id=\"view-and-use-your-results\"><strong>View and use your results<\/strong><\/h2>\n<p>Updated data appears in the prospect list, in the column you selected for results. Adjust which columns to show or hide through column display settings.<\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pndk.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47953 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pndk.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pndk.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pndk-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pndk-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pndk-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pndk-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/p>\n<p>Open any prospect's profile to see the newly generated data under <strong>Additional info<\/strong>.<\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pntq.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47955 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pntq.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pntq.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pntq-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pntq-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pntq-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-pntq-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/p>\n<h2 id=\"next-steps\"><strong>Next steps<\/strong><\/h2>\n<p>Once your data is cleaned, here's how to use it:<\/p>\n<h3 id=\"export-to-csv\"><strong>Export to CSV<\/strong><\/h3>\n<p>In your <a href=\"https:\/\/app.snov.io\/prospects\" target=\"_blank\" rel=\"noopener\">prospect list<\/a>, click <strong>Export<\/strong> and select the data you want to download.<\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-ponj-2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-47956 size-full\" src=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-ponj-2.png\" alt=\"\" width=\"2032\" height=\"1094\" srcset=\"https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-ponj-2.png 2032w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-ponj-2-300x162.png 300w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-ponj-2-1024x551.png 1024w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-ponj-2-768x413.png 768w, https:\/\/snov.io\/knowledgebase\/wp-content\/uploads\/2026\/08\/SCR-20260805-ponj-2-1536x827.png 1536w\" sizes=\"(max-width: 2032px) 100vw, 2032px\" \/><\/a><\/p>\n<h3><strong>Use results as data variables<\/strong><\/h3>\n<p>Reference the results as variables in other actions, like <a href=\"https:\/\/snov.io\/knowledgebase\/how-to-enrich-prospect-data-using-ai-web-search\/\" target=\"_blank\" rel=\"noopener\">Fill out from web.<\/a>\u00a0Learn more about <a href=\"https:\/\/snov.io\/knowledgebase\/how-to-use-variables-in-ai-enrichment-tools\/\" target=\"_blank\" rel=\"noopener\">using variables in enrichment<\/a>.<\/p>\n<div class=\"notification-block note-gray\">\n<div class=\"notification-block__text\">\n<h3><strong>Related articles<\/strong><\/h3>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/prospect-enrichment-actions\/\" target=\"_blank\" rel=\"noopener\">Enrichment actions in Snov.io<\/a><\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/how-to-enrich-prospect-data-in-your-list\/\" target=\"_blank\" rel=\"noopener\">How to enrich prospect data in your list<\/a><\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/prospect-data-in-snov-io\/\" target=\"_blank\" rel=\"noopener\">Types of prospect data in Snov.io<\/a><\/p>\n<p><a href=\"https:\/\/snov.io\/knowledgebase\/how-to-enrich-prospect-data-using-ai-web-search\/\">How to enrich prospects using AI Web Search<\/a><\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>This guide teaches you how to update, organize and clean information in your lists using Clean and edit, an AI enrichment that transforms prospect data in bulk. Open Enrich &amp; AI tools Write your prompt Add data variables Data tasks you can do Choose an AI model Create a column for results Check your tokens [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[53],"tags":[],"_links":{"self":[{"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/posts\/47926"}],"collection":[{"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/comments?post=47926"}],"version-history":[{"count":40,"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/posts\/47926\/revisions"}],"predecessor-version":[{"id":48564,"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/posts\/47926\/revisions\/48564"}],"wp:attachment":[{"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/media?parent=47926"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/categories?post=47926"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/snov.io\/knowledgebase\/wp-json\/wp\/v2\/tags?post=47926"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}