eHRPCase study

Helping Government HR Teams Evaluate and Hire the Right Candidates Faster

eHRP AI JobProfiler automatically reviews applications, scores candidates, ranks them, and generates the required reports and documents — reducing manual work while keeping every hiring decision transparent.

  • AI-assisted candidate evaluation
  • Explainable scoring for every applicant
  • Automatic reports & official PDFs
10×Faster applicant evaluation
85%Less manual screening work
100%Explainable AI scoring
2-stageQuality approval workflow
6Weighted scoring categories
0Protected characteristics scored
Our solution

One evaluation standard, applied to every applicant.

Rather than comparing resumes by hand, the platform builds a scoring framework from the job description, evaluates every applicant with AI, routes the results through approval, and produces everything the recruitment file needs.

What it produces06
  • Ranked eligibility lists
  • Notice of Rating PDFs
  • EEO compliance reports
  • Excel exports
  • Bulk applicant notifications
  • Results synced back to the HR system
The challenge

Government recruitment is complex and all of it was manual.

For every vacancy, HR teams reviewed hundreds of resumes, compared qualifications, assigned scores, prepared reports, generated official documents, and had to justify every decision if it was challenged.

What made it hard
  • Strict recruitment policies
  • Every decision must be defensible
  • Consistency across reviewers
  • Compliance reporting required
  • Must integrate with the existing HR system
  1. Hundreds of resumes, read by hand

    Every application reviewed and compared one at a time.

  2. Days spent screening

    A single vacancy could occupy a recruitment team for most of a week.

  3. Results varied by reviewer

    Two people working the same shortlist could reach different conclusions.

  4. Compliance reporting was manual

    Every EEO report and rating notice assembled by hand.

  5. Decisions were hard to explain

    Justifying a score meant reconstructing the reasoning after the fact.

  6. The same work, every cycle

    The whole process repeated in full for each new vacancy.

How it works

From job description to approved hiring results.

The platform combines AI with human review to make hiring faster and more consistent. AI helps evaluate applicants, while HR reviews and approves every important decision.

A job description + incoming applications

  1. 01

    Create the evaluation profile

    AI reads the job description and creates a draft evaluation profile. It identifies the required skills, experience, certifications, education, and hiring rules, then suggests how important each requirement should be.

    Includes
    • Required skills
    • Experience
    • Certifications
    • Education
    • Premium employers
    • Custom rules
  2. 02

    HR reviews the profile

    HR reviews the AI-generated profile, adjusts the scoring rules if needed, marks mandatory requirements, and approves the final evaluation criteria before applicant screening begins.

  3. 03

    Prepare applications

    Applications are imported directly from the recruitment system. The platform extracts information from resumes, including scanned documents, to create a consistent profile for every applicant.

    Supports
    • PDF
    • DOCX
    • Images
    • OCR
  4. 04

    Evaluate applicants

    Each applicant is compared against the approved evaluation profile. The platform combines exact matching with AI understanding to recognize related skills and relevant experience — not just identical keywords.

  5. 05

    Calculate the score

    Scores are calculated using the approved HR rules. Every point is linked to a specific requirement, making the results clear, consistent, and easy to explain.

  6. 06

    Human approval

    Every evaluation goes through Quality Review followed by Supervisor Approval. HR always makes the final decision before results are published.

  7. 07

    Generate final results

    The platform automatically creates ranked candidate lists, official PDFs, compliance reports, and Excel exports, then sends the approved results back to the recruitment system.

Approved hiring results

Smart weighting for every role

Not every qualification matters equally.

Every job is different. For some roles, certifications are essential. For others, experience or technical skills matter more.

The platform lets HR assign a weight to each evaluation category, ensuring applicants are scored based on what is most important for that specific position. Individual requirements within each category can also be weighted, creating a fair and role-specific evaluation process.

Example: Accountant IITotal weight100%
  • Required Skills40%
  • Certifications20%
  • Experience20%
  • Premium Employers10%
  • Education10%
  • Custom Rules

Every applicant is evaluated against this weighting, helping the platform prioritize the qualifications that matter most for the role.

Before / after

From days of reading to minutes of reviewing.

Before

  • Manual review of hundreds of applications
  • Resume screening took several days
  • Different reviewers produced different results
  • Manual compliance reporting
  • Manual document preparation
  • Difficult to defend hiring decisions

After

  • AI-assisted applicant evaluation
  • Initial scoring completed in minutes
  • A standardised evaluation process
  • Reports generated automatically
  • One-click PDF and Excel generation
  • Fully auditable and explainable scoring
Technology

The stack behind it.

Cloud
  • AWS EC2
  • nginx
  • systemd
  • Let's Encrypt
  • Azure Pipelines
Backend
  • Python
  • FastAPI
  • Uvicorn
  • SQLAlchemy
  • asyncpg
  • Pydantic
  • httpx
AI
  • GPT-4o
  • text-embedding-3-large
  • Azure AI Document Intelligence
Database
  • PostgreSQL
  • pgvector
  • Alembic
Frontend
  • React
  • Ant Design
  • Recharts
  • framer-motion
Auth
  • OIDC SSO
  • IdentityServer
  • oidc-react
  • python-jose
  • bcrypt
Documents
  • ReportLab
  • Kendo Excel export
eHRP AI JobProfiler transformed one of our most time-consuming HR processes into a faster, more consistent, and transparent workflow. Automated evaluation, explainable scoring, and built-in compliance have significantly reduced manual effort while improving confidence in every hiring decision.
Vincent MunozNext Gen System

Is a manual process eating your team's week?

We build systems that take the repetitive work off people and leave the judgement — and the audit trail — where it belongs.