How It Works

Go from CVs to a ranked shortlist in minutes. Follow these simple steps to get consistent, fair, and role‑aligned results.

1

Upload CVs

Drag-and-drop multiple PDF CVs. We handle bulk uploads with ease.

2

Define the Role

Paste your job description and select key criteria or use presets by role.

3

Choose Fields & Model

Pick the output fields and select an AI model. Start with GPT‑4o Mini for cost‑effective accuracy.

4

Review Results

Get ranked candidates, detailed scores, flags, and exportable reports for your team.

No setup required • Works with PDFs • Team-ready

Best Practices for Candidate Selection

Combine AI scoring with structured decision‑making to choose the best candidates fairly and consistently.

Define Success Profile

  • • List 5–7 role‑critical skills and must‑haves.
  • • Add nice‑to‑haves but keep them optional.
  • • Use presets per role to save time.

Use Clear Thresholds

  • • Shortlist scores ≥ 75 as primary candidates.
  • • Review 60–74 as maybes for edge cases.
  • • Auto‑reject below 60 unless niche criteria apply.

Balance Speed & Fairness

  • • Use bias detection and consistent criteria.
  • • Calibrate with 10–20 known CVs first.
  • • Pair with structured interviews.

Recommended Workflow

  1. Screen: Rank by overall score and skills match.
  2. Shortlist: Top 10–20% plus any strategic maybes.
  3. Interview: Use standardized questions aligned to criteria.

Do / Avoid

  • âś” Focus on role‑critical evidence
  • âś” Validate with sample CVs
  • âś” Document decisions
  • âś– Overweight keywords
  • âś– Ignore red flags
  • âś– Change criteria mid‑process

OpenAI Model Support Status

Understanding which models support structured output for reliable CV parsing

Flagship Chat Models

Versatile, high-intelligence flagship models with structured output support

GPT-4o

Multimodal flagship

GPT-4o (Nov 2024)

Latest GPT-4o version

GPT-4o Mini

Efficient multimodal

GPT-4.1

2M token context window

O-Series Reasoning Models

Models that excel at complex, multi-step reasoning tasks with structured output

O3 Pro

Premium reasoning - highest accuracy

O3

Advanced reasoning

O1 Pro

Premium reasoning capabilities

O1 Preview

Preview access to reasoning

O4 Mini

Next-gen efficient reasoning

O3 Mini

Compact reasoning model

O1 Mini

Efficient reasoning

Cost-Optimized Models

Smaller, faster models that cost less to run with structured output support

GPT-4o Mini (July)

Specific GPT-4o mini version

GPT-4.1 Mini

Cost-effective with 1M context

GPT-4.1 Nano

Ultra-efficient, lowest cost

Models with JSON Mode Only

These models support JSON output but cannot guarantee schema adherence

GPT-4 Turbo

JSON mode only

GPT-4

JSON mode only

GPT-3.5 Turbo

JSON mode only

Why Structured Output Matters for CV Parsing

Structured output ensures that the AI model returns data in a consistent, predefined JSON format. This is crucial for CV parsing as it guarantees that extracted information (names, skills, experience) always follows the same schema, making it reliable for automated processing and database storage.

Models without structured output support may return inconsistent formats, missing fields, or invalid JSON, which can break your application workflow.

How It Works

1

Upload CVs

Bulk upload or connect your ATS to import candidate resumes in seconds.

2

AI Scoring

Our GPT engine analyzes and scores each CV based on your specific criteria.

3

Review & Shortlist

Get ranked results and focus on the best-fit candidates instantly.

Simple, Transparent Pricing

Choose the plan that fits your company's hiring needs. No hidden fees, no surprises.

Starter

$1

per month

10 CVs included + $0.1 per extra CV

  • 10 CVs per month included
  • Basic scoring criteria
  • Email support
Most Popular

Professional

$10

per month

200 CVs included + $0.1 per extra CV

  • 200 CVs per month included
  • Advanced scoring criteria
  • Priority support
  • Custom integrations

Enterprise

$50

per month

1000 CVs included + $0.1 per extra CV

  • Unlimited CVs
  • Custom AI models
  • Dedicated support
  • On-premise deployment

Trusted by Leading Companies

See how companies are transforming their hiring process with GPT CV Scoring

"GPT CV Scoring has revolutionized our hiring process. We've reduced screening time by 80% and found better candidates than ever before. The AI is incredibly accurate!"
🏢
Sarah Johnson
HR Director at TechCorp Solutions
"The unbiased scoring system has helped us build a more diverse team. We're processing 500+ applications weekly with confidence and speed."
🚀
Michael Chen
Recruitment Manager at InnovateTech
"Integration with our existing ATS was seamless. The custom scoring criteria perfectly match our company's requirements. Highly recommended!"
🌍
Emily Rodriguez
Talent Acquisition Lead at Global Dynamics
500+
Companies Trust Us
1M+
CVs Processed
80%
Time Saved
4.9/5
Customer Rating

Frequently Asked Questions

Everything you need to know about GPT CV Scoring and how it can transform your hiring process.

How does GPT CV Scoring work?

GPT CV Scoring uses advanced AI models to analyze and score CVs based on your specific job requirements. Simply upload CVs, set your criteria, and get ranked results instantly. Our system processes thousands of resumes in minutes while maintaining accuracy and reducing human bias.

Is the scoring unbiased and fair?

Yes, our AI-powered system reduces human bias by applying consistent, criteria-based scoring across all candidates. The system evaluates candidates based on skills, experience, and qualifications rather than subjective factors, ensuring fair evaluation for all applicants.

How many CVs can I process with your platform?

Our plans range from 100 CVs per month (Starter) to unlimited processing (Enterprise). Choose the plan that fits your hiring volume. For enterprise customers, we offer custom solutions that can handle any volume of applications.

Can I integrate with my existing HR tools and ATS?

Absolutely! We offer seamless integration with popular ATS and HR platforms through our flexible API and custom integrations. This allows you to maintain your existing workflow while adding AI-powered screening capabilities.

What file formats do you support for CV uploads?

We currently support PDF format for CV uploads, which is the most common and secure format for resumes. Our system can extract and analyze text from PDF files while maintaining the original formatting and structure.

How secure is my data with GPT CV Scoring?

Data security is our top priority. We use enterprise-grade encryption, secure cloud infrastructure, and comply with GDPR and other data protection regulations. Your data is never shared with third parties and is automatically deleted after processing.

Ready to Transform Your Hiring?

Contact us to schedule a consultation or to discuss how GPT CV/Resume Scoring can fit your company's unique needs.

CV Scoring System and Resume Scoring System

GPT CV Scoring is an AI-powered CV scoring system and resume scoring system that helps HR teams and recruiters evaluate candidates faster and more accurately. Upload resumes in bulk, set your job criteria, and receive instant, unbiased rankings with transparent score breakdowns.

  • Automated screening across skills, experience, education, and culture fit
  • Customizable scoring criteria tailored to each job role and department
  • ATS and HR integrations with exportable results and APIs
  • Bias-aware evaluation with consistent, criteria-based scoring
  • Enterprise-grade security and privacy for candidate data

Why choose our CV and resume scoring systems?

Reduce time-to-hire, increase candidate quality, and standardize your screening process. Our models provide structured outputs for easy reporting, real-time candidate ranking, and flexible configuration for any role—from engineering and product to sales and operations.

Keywords: CV scoring system, resume scoring system, AI resume screening, candidate ranking, ATS integration