Turn candidate LinkedIn profiles into CV feedback with Gemini

Collects a candidate's LinkedIn and CV details, then uses AI to draft personalized feedback and a cover letter automatically.

How the work actually flows

A straight line.

Pattern: Sequence (1)

flowchart TD trig>"candidate submits application form"]:::trig s0[("log submission for tracking")]:::store s1["extract CV text"]:::task s2["AI drafts feedback and cover letter"]:::task s3["email feedback link to candidate"]:::task trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"personalized CV feedback document"/]:::out pay{{"faster personalized candidate feedback"}}:::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 stepA record or sheetResultPayoff
Build size
Advanced

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

Business functions
AI Agents & Autonomous SystemsEmail AutomationDocument Processing & OCRSpreadsheet & Database OpsSurvey & FeedbackFile & Cloud StorageEducation & Training
Connects
GmailGoogle SheetsGoogle DocsGoogle DriveGemini

The problem it solves

Reviewing every candidate's LinkedIn profile and CV by hand takes time you don't have, especially when you're trying to give each person useful, specific feedback. Career coaches and HR teams often fall behind on follow-up, leaving candidates without the guidance that would actually help them improve.

Who it fits

HR teams, recruiters, and career coaches who need to give candidates fast, personalized CV feedback.

How it works

  1. A candidate submits their LinkedIn URL, contact details, and CV through an online form
  2. The submission is logged automatically for tracking
  3. The CV is read and its text extracted for review
  4. AI reviews the LinkedIn and CV details and writes structured improvement notes and a cover letter draft
  5. The candidate receives an email with a link to their personalized feedback document
What you get

Candidates who get feedback drafted for them

Every candidate gets a personalized CV review and cover letter draft delivered straight to their inbox.

What you get

A document with tailored CV and LinkedIn feedback plus a draft cover letter, delivered to the candidate by email.

What you need

A Google Workspace account and a Gemini 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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