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Pipeline run

96bed1c6-3090-4922-a95e-38ea06b9ceb2

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 description
Nature of work
no_db_connection
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)
No dimension groups computed for this JD.
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: 2026-05-18T20:48:41.131148Z Updated: 2026-05-18T20:48:41.131148Z
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": {
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      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s - Any Discipline",
      "raw": "15 years full time education",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
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  },
  "job_locations": [],
  "role": "Custom Software Engineer",
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
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      "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."
      },
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    },
    {
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      "source_marker": {
        "first_5_words": "Workday Core Integrations",
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      },
      "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
    },
    {
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      "heading": "Summary",
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      "heading_was_present": true,
      "source_marker": {
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    {
      "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": 41
    },
    {
      "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.",
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    },
    {
      "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": {
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      },
      "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",
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        "source_marker": {
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        "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",
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      },
      {
        "bullet_count": 0,
        "heading": "Summary",
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        "source_marker": {
          "first_5_words": "Seeking a forward-thinking professional",
          "last_5_words": "business transformation."
        },
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        "word_count": 36
      },
      {
        "bullet_count": 0,
        "heading": "Roles \u0026 Responsibilities",
        "heading_was_present": true,
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      {
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        "heading": "Professional \u0026 Technical Skills",
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        },
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        "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": 41
      },
      {
        "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": 45
      },
      {
        "bullet_count": 2,
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        "source_marker": {
          "first_5_words": "- The candidate should have minimum",
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        },
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      }
    ],
    "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": 0.5,
    "llm2_fired": true,
    "llm2_reasoning": "A DevOps Engineer\u2019s emphasis on enterprise-grade integrations, automation, and scalable solution delivery aligns more closely with Workday Core Integrations and AI-driven frameworks than an Android Engineer\u2019s mobile-focused role.",
    "queued": true,
    "reasoning": "LLM2 unsure (confidence 0.50 \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.

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