Turn a LinkedIn profile into a structured resume automatically

Pulls a candidate's LinkedIn profile, reads it with AI, and outputs a clean, structured resume file ready to use.

How the work actually flows

A straight line.

Pattern: Sequence (1)

flowchart TD trig>"linkedin url submitted"]:::trig s0["scrape linkedin profile"]:::svc s1["extract experience and skills with ai"]:::svc s2["assemble structured resume"]:::task s3["save and send resume file"]:::task trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"structured resume file generated"/]:::out pay{{"standardized resumes without manual entry"}}:::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 stepAn outside serviceResultPayoff
Build size
Advanced

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

Business functions
DevOps & IT OperationsHR & Recruiting
Connects
Bright DataGoogle Gemini

The problem it solves

Turning a LinkedIn profile into a usable resume means copying details by hand into a document, which is slow and easy to get wrong. When you're screening or enriching many candidates, that manual work adds up fast.

Who it fits

A recruiter or HR team that needs structured resumes from LinkedIn profiles at scale.

How it works

  1. A LinkedIn profile URL is submitted to start the process
  2. The public profile is scraped reliably, even past anti-bot blocks
  3. Google Gemini reads the profile and pulls out experience, skills, and education
  4. The information is assembled into a standard JSON resume format
  5. The finished resume file is saved and sent wherever it's needed
What you get

Candidates whose profiles arrive already organized

You get a clean, structured resume built automatically from any candidate's LinkedIn profile, ready to share with your team.

What you get

A structured, standards-based resume file built directly from a LinkedIn profile.

What you need

A web scraping/unlocking service and a Google Gemini API 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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