Job Description Optimization Agent

Enhances job descriptions for clarity, inclusivity, and localization using AI—driving better talent engagement and hiring outcomes.

About the Agent

The Job Description Optimization Agent is a ZBrain solution developed for the HR department. It enhances job descriptions by analyzing and refining content for clarity, inclusivity and tone. The agent provides structured suggestions to improve language precision, keyword alignment, and readability, ensuring postings are aligned with defined hiring objectives and accessible to a broad candidate pool.

It applies rule-based and language model-driven evaluations to detect ambiguous phrasing, non-inclusive language, or structural inconsistencies. Suggestions are informed by hiring data, inclusive language standards, and industry benchmarks. The agent also supports compliance with regional employment regulations and guidelines such as EEO or ADA, adapting content as required for specific jurisdictions.

The agent includes a feedback mechanism for HR teams to review and fine-tune suggestions, allowing the agent to adapt to organizational preferences over time. It produces consistent, explainable outputs, enabling recruiting teams to scale the creation of effective, inclusive job descriptions while maintaining accuracy, compliance, and brand alignment.

Accuracy
TBD

Speed
TBD

Input Data Set

Sample of data set required for Job Description Optimization Agent:

Job Description: Software Developer

Company: CoreNova Technologies
Location: Remote - United States
Department: Engineering
Employment Type: Full-time


About CoreNova

At CoreNova Technologies, we build secure, scalable platforms that power mission-critical business applications. We're passionate about solving complex problems with clean, high-performance code and thoughtful user experiences.


The Role

We're looking for a software developer to join our fast-paced team working on our next-generation data platform. You’ll be expected to wear many hats and work under pressure to deliver features on tight timelines. You’ll be contributing to backend services and occasionally interfacing with frontend components.


Responsibilities

  • Write and maintain backend services in Python and Node.js.
  • Collaborate with designers, product managers, and QA to deliver new features.
  • Work closely with DevOps to deploy and monitor services in AWS.
  • Participate in code reviews and team planning meetings.

Required Qualifications

  • Bachelor’s degree in Computer Science or related discipline.
  • 3+ years of experience in software development.
  • Experience with REST APIs and cloud infrastructure.
  • Excellent problem-solving and debugging skills.
  • Strong communication and interpersonal abilities.

Nice-to-Have

  • Familiarity with AWS services (e.g., Lambda, ECS, RDS).
  • Experience in a startup or high-growth environment.

Deliverable Example

Sample output delivered by the Job Description Optimization Agent:

Job Description: Software Engineer

Company: CoreNova Technologies
Location: Remote - United States
Department: Engineering
Employment Type: Full-time


About CoreNova

CoreNova Technologies builds secure, scalable platforms that power mission-critical business applications. Our engineering culture values clarity, collaboration, and impact. We empower our teams to solve challenging problems and innovate with purpose.


The Opportunity

We are looking for a Software Engineer to help us evolve our next-generation data platform. This role involves designing and building reliable backend services with a focus on scalability, observability, and maintainability. You'll work in a collaborative environment alongside engineers, product managers, and designers to deliver impactful features.


What You'll Do

  • Develop and maintain backend systems using Python and Node.js.
  • Collaborate cross-functionally with design, product, and QA teams.
  • Contribute to technical architecture discussions and implementation plans.
  • Ensure high availability and performance of deployed systems on AWS.
  • Participate in peer code reviews and continuous improvement practices.

What You’ll Bring

  • Bachelor's degree in Computer Science or equivalent practical experience.
  • 3+ years of backend engineering experience.
  • Solid understanding of RESTful API design and cloud infrastructure.
  • Strong debugging, analytical, and communication skills.
  • Proven experience working in collaborative, agile environments.

Bonus Points

  • Hands-on experience with AWS services such as Lambda, ECS, and RDS.
  • Previous work in a high-growth startup or dynamic team environment.

Why Join Us?

At CoreNova, we foster an inclusive and supportive workplace where everyone can thrive. We’re committed to creating equitable opportunities for all candidates regardless of background.


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