Automatically score leads and partner websites in Google Sheets

Reads new website rows from a spreadsheet, has AI analyze and score each one, then writes the results back automatically.

How the work actually flows

A straight line.

Pattern: Sequence (1)

flowchart TD trig[\"new unscored row appears"\]:::trigdata s0["visit website and extract content"]:::svc s1["ai scores against criteria"]:::task s2[("update spreadsheet row")]:::store trig --> s0 s0 --> s1 s1 --> s2 out[/"scored row with reasoning"/]:::out pay{{"saves hours of manual lead research"}}:::pay s2 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepAn outside serviceA record or sheetResultPayoff
Build size
Standard

A mid-size build with several tools working together.

Business functions
Spreadsheet & Database OpsWeb Scraping & Data Collection
Connects
Google SheetsFirecrawlGemini

The problem it solves

You or your team spend hours manually visiting websites to judge whether a lead or partner is worth pursuing. Digging through pages for signals like size, location, or fit is slow and easy to put off, so promising websites sit unreviewed in your spreadsheet.

Who it fits

A hospitality, marketing, or business development team that qualifies leads or partners from a list of websites.

How it works

  1. A new row appears in a spreadsheet without a score yet
  2. The system visits the website and pulls its content
  3. AI reviews the content against your criteria and writes a score with reasoning
  4. The spreadsheet row updates automatically with the score
What you get

Leads ranked before you ever look at them

You get every new lead or partner website automatically scored against your criteria with reasoning included.

What you get

An updated spreadsheet row showing a confidence score and the reasoning behind it for each website.

What you need

A Google Sheets account and a Firecrawl API subscription.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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