JD Orchestrator Console

1. Job Basics

Define the core identity of the role – title, seniority, department, location, requisition type, and reporting line – so every JD has a clean, consistent backbone for search, approvals, and downstream systems.

2. Company Profile & EVP

Capture the mission, products, benefits, and culture/stack tags so every JD reuses a consistent, JD-ready story about who you are and why candidates should care.

Evaluation-first
Security-by-design
Fast feedback
Craft & outcomes
AWS Bedrock
OpenSearch Serverless
AWS S3
AWS RDS
AWS Textract
AWS MSK / Kafka
AWS API Gateway
LangChain
Python
Node.js
LLaMA 3
Claude Sonnet 3.5
Titan Text Embeddings
Keycloak
Flutter

3. Skills Taxonomy & Searchability

Define clear, atomic skills for the role — separating required vs nice-to-have and soft vs hard — so search, matching, and AI scoring can work with clean, consistent tags.

Python
LangChain
RAG pipelines
Vector search (OpenSearch)
Hybrid retrieval (k-NN + BM25)
AWS (S3, RDS, API Gateway, MSK)
Kafka / event-driven systems
LLM orchestration
AWS Bedrock
LLaMA 3
Claude Sonnet 3.5
AWS Textract
Resume & JD parsing
HRTech / FinTech data patterns
BM25 tuning & rerankers
Evaluation mindset
Security & privacy awareness
Cross-functional collaboration
Clear written communication
Ownership from prototype to production
Mentoring
Experiment design & A/B testing
Product thinking

4. Compensation & Pay Transparency

Capture structured pay details — currency, ranges, bonuses, OTE, equity, and contract rates — and decide what’s visible externally so compensation stays consistent, compliant, and transparent.

5. Compliance & Security

Set the guardrails for the role — visa sponsorship, work authorization, data sensitivity, PII/PHI handling, and clearance needs — so every JD aligns with legal, regulatory, and security expectations from day one.

6. Posting, Tracking & Campaign Metadata

Configure where and how the role goes live — internal vs external flags, channels, and UTM conventions — so every JD is campaign-ready, trackable, and easy to report on across sourcing funnels.

7. Variants & A/B Testing

Control whether this JD runs as a single canonical version or with tested variants — titles, intros, and benefits — so you can experiment safely, compare performance, and roll winning patterns back into the master JD.

8. Channel Planning & Budget Alignment

Design where the JD should run and how hard it should be pushed — channel mix, geo targeting, pacing, and budget caps — so spend, reach, and role priority stay aligned across recruitment campaigns.

9. AI Resume Questions & Interview Support

Convert the JD into structured, AI-ready question sets — knockouts and nice-to-know prompts — for resume screening, recruiter pre-screens, and hiring manager interviews, so evaluation stays consistent and role-specific.

Knockout Questions Preview
    Interview Questions Preview

      10. Candidate-Facing JD Generation & Quality

      Turn the structured JD into clean, candidate-ready copy — titles, intros, outcomes, skills, and benefits in the right tone and length — so every posting is clear, inclusive, and consistently high quality across channels.