Turn a list of web links into ready-to-use research summaries

Give it a spreadsheet of links and AI reads each page and returns a structured summary with key takeaways.

How the work actually flows

A straight line. Runs once per one per article link.

Pattern: Sequence (1) ยท Multiple Instances without Synchronization (12)

flowchart TD trig[\"new links added to sheet"\]:::trigdata s0[["visit each article page"]]:::mi s1["extract main text"]:::task s2["ai identifies key ideas"]:::task s3[("write results to sheet")]:::store trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"sheet of structured summaries"/]:::out pay{{"key takeaways without reading everything"}}:::pay s3 --> 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 stepRuns once per itemA record or sheetResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
AI Agents & Autonomous SystemsEmail AutomationSpreadsheet & Database OpsReporting & AnalyticsWeb Scraping & Data CollectionResearch & Market Intelligence
Connects
Google SheetsGoogle Gemini

The problem it solves

You collect articles and links to read later, but there's never enough time to actually get through them. Important insights get lost in tabs you never revisit.

Who it fits

A content, marketing, or research team that needs quick, structured takeaways from web articles.

How it works

  1. You add a list of article links to a Google Sheet
  2. The system visits each page and pulls out the main text
  3. AI reads the content and identifies the topic, key ideas, and summary
  4. The structured results are written to a second Google Sheet
What you get

Articles turned into structured takeaways for you

You get a structured summary and key takeaways for every article link you drop into your spreadsheet.

What you get

A Google Sheet with a title, source, topic, key ideas, and summary for every article.

What you need

A Google Workspace account, a web scraping API, and a Google Gemini account.

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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