Case study · Built by AvenOrbit Labs · Consumer AI · Career tools

ResAIScan

Truthful AI resume tailoring: it helps job seekers match their resume to a specific job description without inventing experience they don't have.

Status: Pre-launch. This is our own product, not a client engagement.

  • LLM guardrails
  • Document processing
  • Evaluation
  • Web app
ResAIScan review screen: a tailored resume preview with a bullet the model added flagged “Not in your profile: check it is true”, plus accept and remove controls.
Real product screen: ResAIScan review screen from a local test run with a sample resume. The candidate and employer are fictional.

The problem

Why we built it.

Generic AI writing tools will happily add skills, titles and achievements a candidate never had. That creates resumes that don't survive an interview — and real risk for the candidate.

Our approach

ResAIScan compares a resume with a job description, highlights relevant experience the candidate already has, and rewrites it for the role while staying grounded in what the original resume actually says.

Product and engineering

Grounded generation

Suggestions are tied back to the candidate's own source material, so tailoring emphasizes real experience instead of fabricating new claims.

Product and engineering

Job-specific matching

The job description drives what to emphasize, which keywords matter, and where the resume has genuine gaps worth addressing honestly.

Product and engineering

Guardrails as a feature

Truthfulness is a product requirement, not an afterthought — the same discipline businesses need when AI writes on their behalf.

Why it matters for your project

The same engineering, applied to your workflows.

Shows how we keep AI output accurate and grounded in source data — exactly what matters when an agent drafts replies, summaries or documents for your business.

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