Pipeline run
8e8da5ed-9170-40e3-921c-037cd9a05c56
Pipeline LLM cost (USD)
API 1: $0.0038
API 2: $0.0000
API 3: $0.0000
Total: $0.0038
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
—
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.70 / 5
· Title match
✓ Has AI skill
✓ AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
prompt engineering, agentic AI, agentic, AI, GenAI, Generative AI
Evidence — skills matched in JD (12)
Workday
Workday Core Integrations
Generative AI
Agentic AI
Prompt Engineering
AI Evaluation Frameworks
Agile
Application Development Methodologies
Integration Tools
Integration Techniques
Business Process Mapping
Requirements Gathering
Skill cluster (0 dimension groups, role-scoped)
Show KRA description ↓
Develop custom software solutions to design, code, and enhance components across systems or applications. Use modern frameworks and agile practices to deliver scalable, high-performing solutions tailored to specific business needs.
Workday Core Integrations
NA
Seeking a forward-thinking professional with an AI-first mindset to design, develop, and deploy enterprise-grade solutions using Generative and Agentic AI frameworks that drive innovation, efficiency, and business transformation.
Lead AI-driven solution design and delivery by applying GenAI and Agentic AI to address complex business challenges, automate processes, and integrate intelligent insights into enterprise workflows for measurable impact.
Strong grasp of Generative and Agentic AI, prompt engineering, and AI evaluation frameworks. Ability to align AI capabilities with business objectives while ensuring scalability, responsible use, and tangible value realization.
As an Application Developer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with team members to understand project needs, developing innovative solutions, and ensuring that applications function seamlessly to support organizational goals. You will engage in problem-solving discussions and contribute to the overall success of the projects you are involved in.
- Expected to perform independently and become an SME.
- Required active participation/contribution in team discussions.
- Contribute in providing solutions to work related problems.
- Assist in the documentation of application processes and workflows.
- Engage in continuous learning to stay updated with industry trends and technologies.
- Must To Have Skills: Proficiency in Workday Core Integrations.
- Strong understanding of application development methodologies.
- Experience with integration tools and techniques.
- Ability to troubleshoot and resolve application issues effectively.
- Familiarity with business process mapping and requirements gathering.
- The candidate should have minimum 2 years of experience in Workday Core Integrations.
- A 15 years full time education is required., 15 years full time education
Signals
Skill
—
—
Alias
android-engineer
0.55
KRA
devops-engineer
0.41
Status:
extract_from_jd_done
Created: 2026-05-18T21:01:06.350108Z
Updated: 2026-05-18T21:01:06.350108Z
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
No chosen role stored for this run.
Job description
Custom Software Engineer Project Role : Custom Software Engineer Project Role Description : Develop custom software solutions to design, code, and enhance components across systems or applications. Use modern frameworks and agile practices to deliver scalable, high-performing solutions tailored to specific business needs. Must have skills : Workday Core Integrations Good to have skills : NA Minimum 3 Year(s) Of Experience Is Required Educational Qualification : 15 years full time education Summary: Seeking a forward-thinking professional with an AI-first mindset to design, develop, and deploy enterprise-grade solutions using Generative and Agentic AI frameworks that drive innovation, efficiency, and business transformation. Roles & Responsibilities: Lead AI-driven solution design and delivery by applying GenAI and Agentic AI to address complex business challenges, automate processes, and integrate intelligent insights into enterprise workflows for measurable impact. Professional & Technical Skills: Strong grasp of Generative and Agentic AI, prompt engineering, and AI evaluation frameworks. Ability to align AI capabilities with business objectives while ensuring scalability, responsible use, and tangible value realization."" Summary:As an Application Developer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with team members to understand project needs, developing innovative solutions, and ensuring that applications function seamlessly to support organizational goals. You will engage in problem-solving discussions and contribute to the overall success of the projects you are involved in. Roles & Responsibilities:- Expected to perform independently and become an SME. - Required active participation/contribution in team discussions. - Contribute in providing solutions to work related problems. - Assist in the documentation of application processes and workflows. - Engage in continuous learning to stay updated with industry trends and technologies. Professional & Technical Skills:- Must To Have Skills: Proficiency in Workday Core Integrations. - Strong understanding of application development methodologies. - Experience with integration tools and techniques. - Ability to troubleshoot and resolve application issues effectively. - Familiarity with business process mapping and requirements gathering. Additional Information:- The candidate should have minimum 2 years of experience in Workday Core Integrations. - A 15 years full time education is required., 15 years full time education
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Workday
Primary
No API 2 row (run stopped after API 1 or history missing)
Workday Core Integrations
Primary
No API 2 row (run stopped after API 1 or history missing)
Generative AI
Primary
No API 2 row (run stopped after API 1 or history missing)
Agentic AI
Primary
No API 2 row (run stopped after API 1 or history missing)
Prompt Engineering
Primary
No API 2 row (run stopped after API 1 or history missing)
AI Evaluation Frameworks
Primary
No API 2 row (run stopped after API 1 or history missing)
Agile
Primary
No API 2 row (run stopped after API 1 or history missing)
Application Development Methodologies
Secondary
No API 2 row (run stopped after API 1 or history missing)
Integration Tools
Secondary
No API 2 row (run stopped after API 1 or history missing)
Integration Techniques
Secondary
No API 2 row (run stopped after API 1 or history missing)
Business Process Mapping
Secondary
No API 2 row (run stopped after API 1 or history missing)
Requirements Gathering
Secondary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleCustom Software Engineer
ExperienceMinimum 3 Year(s) Of Experience Is Required
DomainOther
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Any Discipline",
"raw": "15 years full time education",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "Minimum 3 Year(s) Of Experience Is Required"
},
"job_locations": [],
"role": "Custom Software Engineer",
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Project Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop custom software solutions to",
"last_5_words": "business needs."
},
"text": "Develop custom software solutions to design, code, and enhance components across systems or applications. Use modern frameworks and agile practices to deliver scalable, high-performing solutions tailored to specific business needs.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Must have skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Workday Core Integrations",
"last_5_words": "Core Integrations"
},
"text": "Workday Core Integrations",
"word_count": 3
},
{
"bullet_count": 0,
"heading": "Good to have skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "NA",
"last_5_words": "NA"
},
"text": "NA",
"word_count": 1
},
{
"bullet_count": 0,
"heading": "Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Seeking a forward-thinking professional",
"last_5_words": "business transformation."
},
"text": "Seeking a forward-thinking professional with an AI-first mindset to design, develop, and deploy enterprise-grade solutions using Generative and Agentic AI frameworks that drive innovation, efficiency, and business transformation.",
"word_count": 32
},
{
"bullet_count": 0,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Lead AI-driven solution design and",
"last_5_words": "measurable impact."
},
"text": "Lead AI-driven solution design and delivery by applying GenAI and Agentic AI to address complex business challenges, automate processes, and integrate intelligent insights into enterprise workflows for measurable impact.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Professional \u0026 Technical Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong grasp of Generative and",
"last_5_words": "value realization."
},
"text": "Strong grasp of Generative and Agentic AI, prompt engineering, and AI evaluation frameworks. Ability to align AI capabilities with business objectives while ensuring scalability, responsible use, and tangible value realization.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As an Application Developer, you",
"last_5_words": "success of the projects you"
},
"text": "As an Application Developer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with team members to understand project needs, developing innovative solutions, and ensuring that applications function seamlessly to support organizational goals. You will engage in problem-solving discussions and contribute to the overall success of the projects you are involved in.",
"word_count": 64
},
{
"bullet_count": 5,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- Expected to perform independently",
"last_5_words": "trends and technologies."
},
"text": "- Expected to perform independently and become an SME.\n- Required active participation/contribution in team discussions.\n- Contribute in providing solutions to work related problems.\n- Assist in the documentation of application processes and workflows.\n- Engage in continuous learning to stay updated with industry trends and technologies.",
"word_count": 43
},
{
"bullet_count": 5,
"heading": "Professional \u0026 Technical Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- Must To Have Skills: Proficiency",
"last_5_words": "requirements gathering."
},
"text": "- Must To Have Skills: Proficiency in Workday Core Integrations.\n- Strong understanding of application development methodologies.\n- Experience with integration tools and techniques.\n- Ability to troubleshoot and resolve application issues effectively.\n- Familiarity with business process mapping and requirements gathering.",
"word_count": 49
},
{
"bullet_count": 2,
"heading": "Additional Information",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- The candidate should have minimum",
"last_5_words": "years full time education"
},
"text": "- The candidate should have minimum 2 years of experience in Workday Core Integrations.\n- A 15 years full time education is required., 15 years full time education",
"word_count": 27
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Workday"
},
{
"is_primary": true,
"skill_name": "Workday Core Integrations"
},
{
"is_primary": true,
"skill_name": "Generative AI"
},
{
"is_primary": true,
"skill_name": "Agentic AI"
},
{
"is_primary": true,
"skill_name": "Prompt Engineering"
},
{
"is_primary": true,
"skill_name": "AI Evaluation Frameworks"
},
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": false,
"skill_name": "Application Development Methodologies"
},
{
"is_primary": false,
"skill_name": "Integration Tools"
},
{
"is_primary": false,
"skill_name": "Integration Techniques"
},
{
"is_primary": false,
"skill_name": "Business Process Mapping"
},
{
"is_primary": false,
"skill_name": "Requirements Gathering"
}
],
"jd_role": {
"display_name": "Custom Software Engineer",
"rationale": null,
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Any Discipline",
"raw": "15 years full time education",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "Minimum 3 Year(s) Of Experience Is Required"
},
"job_locations": [],
"role": "Custom Software Engineer",
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Project Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop custom software solutions to",
"last_5_words": "business needs."
},
"text": "Develop custom software solutions to design, code, and enhance components across systems or applications. Use modern frameworks and agile practices to deliver scalable, high-performing solutions tailored to specific business needs.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Must have skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Workday Core Integrations",
"last_5_words": "Core Integrations"
},
"text": "Workday Core Integrations",
"word_count": 3
},
{
"bullet_count": 0,
"heading": "Good to have skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "NA",
"last_5_words": "NA"
},
"text": "NA",
"word_count": 1
},
{
"bullet_count": 0,
"heading": "Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Seeking a forward-thinking professional",
"last_5_words": "business transformation."
},
"text": "Seeking a forward-thinking professional with an AI-first mindset to design, develop, and deploy enterprise-grade solutions using Generative and Agentic AI frameworks that drive innovation, efficiency, and business transformation.",
"word_count": 32
},
{
"bullet_count": 0,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Lead AI-driven solution design and",
"last_5_words": "measurable impact."
},
"text": "Lead AI-driven solution design and delivery by applying GenAI and Agentic AI to address complex business challenges, automate processes, and integrate intelligent insights into enterprise workflows for measurable impact.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Professional \u0026 Technical Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong grasp of Generative and",
"last_5_words": "value realization."
},
"text": "Strong grasp of Generative and Agentic AI, prompt engineering, and AI evaluation frameworks. Ability to align AI capabilities with business objectives while ensuring scalability, responsible use, and tangible value realization.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As an Application Developer, you",
"last_5_words": "success of the projects you"
},
"text": "As an Application Developer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with team members to understand project needs, developing innovative solutions, and ensuring that applications function seamlessly to support organizational goals. You will engage in problem-solving discussions and contribute to the overall success of the projects you are involved in.",
"word_count": 64
},
{
"bullet_count": 5,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- Expected to perform independently",
"last_5_words": "trends and technologies."
},
"text": "- Expected to perform independently and become an SME.\n- Required active participation/contribution in team discussions.\n- Contribute in providing solutions to work related problems.\n- Assist in the documentation of application processes and workflows.\n- Engage in continuous learning to stay updated with industry trends and technologies.",
"word_count": 43
},
{
"bullet_count": 5,
"heading": "Professional \u0026 Technical Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- Must To Have Skills: Proficiency",
"last_5_words": "requirements gathering."
},
"text": "- Must To Have Skills: Proficiency in Workday Core Integrations.\n- Strong understanding of application development methodologies.\n- Experience with integration tools and techniques.\n- Ability to troubleshoot and resolve application issues effectively.\n- Familiarity with business process mapping and requirements gathering.",
"word_count": 49
},
{
"bullet_count": 2,
"heading": "Additional Information",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- The candidate should have minimum",
"last_5_words": "years full time education"
},
"text": "- The candidate should have minimum 2 years of experience in Workday Core Integrations.\n- A 15 years full time education is required., 15 years full time education",
"word_count": 27
}
],
"urls": []
},
"run_id": null,
"stage3_signals": {
"alias_match_roles": [
{
"display_name": "Android Engineer",
"matched_count": null,
"role_id": 4,
"score": 0.5455,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Backend Engineer",
"matched_count": null,
"role_id": 1,
"score": 0.5455,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "ML Engineer",
"matched_count": null,
"role_id": 3,
"score": 0.439,
"slug": "ml-engineer",
"total_count": null
},
{
"display_name": "AR/VR Engineer",
"matched_count": null,
"role_id": 8,
"score": 0.3214,
"slug": "ar-vr-engineer",
"total_count": null
},
{
"display_name": "Frontend Engineer",
"matched_count": null,
"role_id": 7,
"score": 0.3214,
"slug": "frontend-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "DevOps Engineer",
"matched_count": null,
"role_id": 10,
"score": 0.4061,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Android Engineer",
"matched_count": null,
"role_id": 4,
"score": 0.3948,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"matched_count": null,
"role_id": 9,
"score": 0.3804,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.3783,
"slug": "data-engineer",
"total_count": null
},
{
"display_name": "AR/VR Engineer",
"matched_count": null,
"role_id": 8,
"score": 0.3631,
"slug": "ar-vr-engineer",
"total_count": null
}
],
"skill_match_roles": [],
"stage35_ran": false
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "F",
"chosen_role": null,
"confidence": 0.25,
"llm2_fired": true,
"llm2_reasoning": "The role requires integration and automation skills closer to a DevOps Engineer\u2019s toolchain than an Android Engineer\u2019s mobile focus.",
"queued": true,
"reasoning": "LLM2 unsure (confidence 0.25 \u003c 0.7); queueing"
},
"stage5_updates": null
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
Loading…