How to enrich prospects with web data using AI

This guide explains how to use Fill out from web, an enrichment tool in Snov.io, to search the web and find insights for multiple prospects at once.

Select prospects and open the tool

Write your prompt

Add data variables

Column types (single vs bulk)

Prompt tips

Prompt templates

Choose AI model

Choose column for results

Manage data overwrite

Check your tokens

Start search

View enriched data

Next steps

learn

Before you start. To use Fill out from web, make sure you have:

 

1) Prospects in a list. Enrichment requires existing data (like a Company name or Domain). Add prospects from a file, or use Database Search. Learn what starting data each action requires.

2) Tokens. All enrichments use tokens, a separate currency from your plan credits. Learn more about tokens.

Fill out from web is an AI enrichment in Snov.io that lets you search any public data about your prospects and pull that data directly from the web or generate new insights based on the data found.

Why use it

Unlike manual research of each prospect, Snov.io runs it for as many prospects as you need, a few or a whole list.

Instead of fixed data points you get in other enrichments, in Web search you decide what insights you need.

How it works

Write a prompt where you tell what data you want. Snov.io finds it and adds it to your list as a data column.

Select prospects and open the tool

Go to your Prospects and choose the list you want to enrich. Pick one or more prospects using the checkboxes on the left.

Click the Enrich button in the top right corner. Choose Fill out from web from the list of tools.

Write your prompt

Describe what data you want to find.

note
This tool searches publicly available web content, but it doesn't crawl or extract full data from websites.

Add data variables

To start the search, your prompt should reference the data already in your list. Variables in the Fill out from web action define the input the AI uses to run each search.

To insert a variable, click the { } icon in the bottom left or type {{}}.

Correctly added variables appear as colored tags.

tip
Reference any column: You can reference any existing column, including previously enriched data.
To get more source data about your prospects and their companies, pull their LinkedIn profile and get company details using enrichment tools.

Column types (single vs bulk)

Some data columns contain more than one record or value per prospect, making them bulk columns.

note
Consider the column type you're adding as a variable, since this affects the data the AI receives.

With bulk columns (like a prospect's work experience), the search uses all the column's data. To reference a specific record, extract it to a separate column, manually or in bulk. Read more about column types in this guide.

Prompt tips

The result you get depends on the prompt. Make sure your searches specify these:

  • How much detail you want: The result is one sentence, or the result is one word or three words, with no explanation
  • Your search subject: Ask for exactly what you want from the search, not just "news" or "info"
  • How to process the raw data found: Tell what insights you want extracted, not just what to find

Prompt templates

Here are some searches you can use to get started:

What are they working on?

Find the latest project or initiative {{Prospect Name}} publicly discussed in the last 3 months. Summarize what they're building or improving in one sentence.

What challenges are they dealing with?

Search for any public posts, interviews, or articles by {{Prospect Name}} where they mention a challenge or frustration related to their industry. Provide the specific problem they described.

What recent news might make them receptive right now?

Find any details about funding, product launches, partnerships, or leadership changes about {{Company URL}} from the last 90 days. Identify which event most likely increases their need for [your solution] and explain why in one sentence.

Choose AI model

Select the AI provider used for your search: OpenAI (ChatGPT), Google (Gemini), or Anthropic (Claude).

tip
We recommend Google's Gemini 3.1 Pro as the best choice for web search tasks.

Choose column for results

Select a column to store the enriched data.

  • Save results to a new column

In most cases, you'll need a new column for unique data.

  • Save results to an existing column

Choose an existing column if you're enriching new prospects in the same list. If it already contains data from previous searches, you can keep it or update using the overwrite option.

Manage data overwrite

If you choose an existing column, use the Overwrite option to keep or update any previous data.

  • Overwrite existing rows OFF (default) — skips prospects that already have data filled from previous enrichments.
  • Overwrite existing rows ON — replaces existing data with new results.

Check your tokens

The token cost depends on the AI model you select and the size of your list. Make sure you have enough tokens to cover the Total cost shown. Get more tokens from Billing settings.

How web search is charged:

  • Tokens are charged only for successfully enriched prospects. If no data is found, no tokens are spent
  • If you choose not to overwrite existing data, prospects that are skipped don't cost tokens

Click Enrich to start the web search. When the "in progress" icon disappears, your data is ready.

View enriched data

The data found appears in the prospect list, in the column you selected for results. Adjust which columns to show or hide through column display settings.

This field also appears in individual prospect profiles. Click any prospect's name to open their full profile. Below the native and custom fields, you'll find the Additional info section with all enriched data.

Next steps

Once your data is enriched, here's how to use it:

Export to CSV

In your prospect list, click Export and select the fields you need to download the data to a file.

Use results as data variables

The data you found can be used as variables in other actions like Clean and edit data, so you can keep building your data for outreach.

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