AI/LLM • 0→1 Development

True Probe built AI-powered background verification from zero

HyperNest Labs developed an AI-first background verification platform that automates document parsing, employer outreach, and reference checks.

10 weeks

Build time

99.9%

AI accuracy

90%

Time saved

2-3 days

Turnaround

Build your AI product

Client snapshot

Company
True Probe
Industry
HR Tech / AI
Stage
0→1
Headquarters
Remote

Timeline

  1. Week 1-2

    AI architecture design, LLM selection, and document parsing pipeline.

  2. Week 3-5

    Resume parsing, employment extraction, and verification workflow engine.

  3. Week 6-8

    Automated email outreach, reference check system, and fraud detection.

  4. Week 9-10

    Report generation, ATS integrations, and production deployment.

Problem → Action → Outcome

A quick operator-level summary of what changed.

Problem

Background verification takes weeks of manual effort to contact employers, verify documents, and check references.

Action

HyperNest embedded AI/LLM engineers who built an automated verification platform with intelligent document parsing, AI-crafted outreach, and fraud detection.

Outcome

True Probe launched with 99.9% AI accuracy, reducing verification time by 90% and turnaround from weeks to 2-3 days.

The challenge

Traditional background verification takes weeks and requires manual effort to contact employers and verify information. The founder wanted to build an AI-first platform that automates the entire process.

  • Build AI-powered document parsing for resumes and offer letters
  • Automate employer outreach with professional, human-like emails
  • Implement fraud detection to catch inconsistencies
  • Generate comprehensive verification reports with confidence scores

What we built

Our AI/LLM engineers built True Probe using modern AI infrastructure, combining GPT for document understanding with custom automation for outreach.

LLM-powered document parsing for employment history extraction
AI-crafted professional emails for employer verification
Automated reference check conversations
Fraud detection algorithms for inconsistency flagging
SOC 2 compliant infrastructure with encrypted data handling

Impact

True Probe reduced verification turnaround from weeks to 2-3 days while maintaining 99.9% accuracy in document parsing.

90% time reduction vs manual verification processes
99.9% accuracy in AI document parsing
2-3 day turnaround vs industry-standard weeks
24/7 automated processing capability

Stack & capabilities

Tools, platforms, and competencies we owned for this engagement.

AI/ML

  • OpenAI GPT-4
  • LangChain
  • Custom NLP

Backend

  • Python
  • FastAPI
  • PostgreSQL

Infrastructure

  • AWS
  • Redis
  • Celery

The AI team at HyperNest turned our vision into reality. They built intelligent automation that actually works—not just a demo, but production-grade AI.

True Probe Founder

Founder

Need these outcomes for your startup?

We'll replicate the playbook and customize it to your goals.

How this applies to other startups

  • HR tech companies can apply the same LLM-powered document parsing patterns.
  • Products requiring automated outreach can use our AI email generation approach.
  • Founders building AI-first products can replicate this 0→1 playbook.