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Work experience · 02

HireAI

FounderJan 2024 — Jan 2025

Started a company that uses AI to rank résumés and interview candidates, so recruiters spend far less time on first-round screening.

+28%closer agreement with human recruiters than GPT-3.5 & Claude
80%less recruiter screening time
32paying clients
$12Kin revenue
Role
Founder
When
Jan 2024 — Jan 2025
Model
Llama 3.1, fine-tuned with LoRA
Products
Résumé ranking · real-time AI interviewer

01In short

Recruiters spend hours reading résumés and running first-round interviews before they meet anyone seriously. HireAI automated both steps.

In plain terms: I taught an open-source AI model (Llama 3.1) to rank résumés the way experienced recruiters do, using a lightweight fine-tuning method called LoRA. Then I built an AI interviewer that asks candidates questions and follows up on their answers in real time.

02What I did

  • Fine-tuned Llama 3.1 with LoRA for résumé ranking — its rankings agreed with human recruiters 28% more closely than GPT-3.5 and Claude.
  • Built a real-time AI interviewer that writes interview questions on the fly and asks context-aware follow-ups based on what each candidate says.
  • Cut recruiter screening time by 80%.
  • Signed 32 clients and generated $12K in revenue.

03How the ranking was measured

Rank agreement — illustrative
Each line is one candidate. The left end is where the model ranked them; the right end is where a human recruiter ranked them. Flat lines mean the two agree. Toggle between models to compare. (Illustrative — not the real evaluation data.)

The goal wasn't for the AI to invent its own idea of a good candidate — it was to agree with experienced recruiters. After fine-tuning, its rankings matched theirs 28% more closely than GPT-3.5 and Claude did.

04Why I started it

What did you see that made you want to build this?

05Building the interviewer

How does the real-time interviewer work under the hood? What surprised you?

06Running a company

What did founding and selling teach you that engineering didn't?

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