Fill in missing spreadsheet data using automatic web research

Looks up missing details like company info online and fills the gaps in your spreadsheet automatically.

How the work actually flows

It repeats. Repeats retry search when incomplete; runs once per row with missing data; it retries when a step fails.

Pattern: Structured Loop (21) ยท Multiple Instances with a priori Run-Time Knowledge (14)

flowchart TD trig[\"spreadsheet row missing data"\]:::trigdata s0[["read spreadsheet row"]]:::mi s1["search web for missing value"]:::svc s2["check result quality"]:::task s3[("write completed row")]:::store trig --> s0 s0 --> s1 s1 --> s2 lp{"stops once good result found"}:::gate s2 --> lp lp -. "retry search when incomplete" .-> s1 lp -->|"finished"| s3 out[/"spreadsheet gaps filled in"/]:::out pay{{"no manual research needed"}}:::pay s3 --> out out --> pay s2 -. "retries on failure" .-> s2 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 serviceRuns once per itemA record or sheetRepeat or finishResultPayoff
Build size
Standard

A mid-size build with several tools working together.

Business functions
Spreadsheet & Database Ops
Connects
Google SheetsTavily

The problem it solves

Your spreadsheet has gaps, missing revenue figures, headquarters, executive names, that you'd normally have to look up one by one. Manually researching dozens of rows online is slow and easy to lose track of.

Who it fits

Anyone maintaining a company or contact list in a spreadsheet who needs missing fields filled in.

How it works

  1. The system reads each row in your spreadsheet
  2. For any missing value, it searches the web for the answer
  3. The information found is matched to the correct column
  4. It waits and retries automatically until a good result comes back
  5. The completed row is written to a new output sheet
What you get

Filled-in fields you can verify

Missing details in your spreadsheet get researched and filled in automatically, so your records show up more complete than before.

What you get

A second spreadsheet with the same rows, gaps filled in with researched data.

What you need

A Google account and a Tavily API key.

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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