Pipeline run

fc95eb31-58fa-4b33-96f4-31b2334f456d

Pipeline LLM cost (USD)

API 1: $0.0095 API 2: $0.0001 API 3: $0.0000 Total: $0.0096

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline

Nature of work · Performance and production support

Build, test, integrate, and maintain software code, then troubleshoot reliability/performance issues and ship updates to improve quality, security, and customer-facing fixes. Also review specs to create tests and contribute ideas for new or next-version products.

"Troubleshoot software reliability and performance issues."

Tech stack maturity

Modern Cloud Native

Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

1.80 / 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): —

Evidence — skills matched in JD (1)

Software

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Software

Show KRA description ↓

Develop, test and integrate code for new or existing software while following source code revision control. Troubleshoot software reliability and performance issues. Review requirements, specifications and designs, developing and implementing tests for product quality and performance assurance. Professionally maintain all software and create updates regularly to address customer and company concerns. Ensure software security by developing programs to actively monitor the sharing of private information. Drive idea generation for new software products or for the next version of an existing product.

Signals

Skill —

—

Alias —

—

KRA go-backend-developer

0.51

Post-classification

Centroidupdated · n=1352

Alias collision log—

New-role queue—

New skills captured1

New KRA capturedyes

Captured for admin review

Software primary ↔ Backend Developer pending

R&R fragment (sim 0.00) ↔ Backend Developer pending

Status: completed Created: 2026-05-27T16:16:52.152836Z Updated: 2026-05-27T16:17:18.585574Z API 3 duration: 2078 ms

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

Backend Developer

domain · Software Engineering CASE DOMAIN

slug: backend-engineer · id: 1 · source: db

Domain=Software Engineering; The responsibilities describe general software development with troubleshooting, testing, maintenance, and security concerns, which best fits a backend/software engineer among the available roles.

Matched skills

source code revision controltestingsoftware reliabilityperformance issuesrequirementsspecificationsdesignssoftware security

Matched dimensions

Software DevelopmentQuality AssuranceReliability EngineeringPerformance TroubleshootingSoftware MaintenanceSecurity MonitoringProduct Ideation

Matched KRAs

Develop, test and integrate codeTroubleshoot software reliability and performance issuesReview requirements, specifications and designsDevelop and implement testsMaintain all software and create updates regularlyEnsure software securityDrive idea generation for new software products

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Role -  Software Engineer
Location - Mumbai
Qualification- Graduate (computer science or related degree)


Key Skills
A bachelor's degree in computer science or related technology field is preferred.Minimum 1 years of relevant experience in Software Development.Professional written and interpersonal skills are essential when communicating with customers and clients.Ability to prioritize and manage several milestones and projects efficiently.Time-management skills and the ability to establish reasonable and attainable deadlines for resolution.Good knowledge of HTML5/CSS/Bootstrap/Javascript.CRUD & Complex Operations on Database.Experience in technologies like Angular, NodeJS, JAVAShould have worked on any of the Cloud Hosting Platforms like Azure/AWS/Google Cloud. 

Roles & Responsbilities
Develop, test and integrate code for new or existing software while following source code revision control.Troubleshoot software reliability and performance issues.Review requirements, specifications and designs, developing and implementing tests for product quality and performance assurance.Professionally maintain all software and create updates regularly to address customer and company concerns.Ensure software security by developing programs to actively monitor the sharing of private information.Drive idea generation for new software products or for the next version of an existing product.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Software Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Concepts
Sub-category: general
Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Version strategy: UNVERSIONED

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Software \| type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN

nano JD Parser — gpt-4.1-nano click to toggle

RoleSoftware Engineer

ExperienceMinimum 1 years of relevant experience in Software Development.

DomainOther

Location Mumbai, India

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": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "A bachelor\u0027s degree in computer science or related technology field is preferred.",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": null,
    "min": 1,
    "raw": "Minimum 1 years of relevant experience in Software Development."
  },
  "job_locations": [
    {
      "aliases": [
        "Bombay"
      ],
      "city": "Mumbai",
      "country": "India",
      "state": null,
      "work_mode": null
    }
  ],
  "role": "Software Engineer",
  "role_aliases": [
    "Software Developer",
    "SWE",
    "Software Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Roles \u0026 Responsbilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Develop, test and integrate code",
        "last_5_words": "next version of an existing product."
      },
      "text": "Develop, test and integrate code for new or existing software while following source code revision control.\nTroubleshoot software reliability and performance issues.\nReview requirements, specifications and designs, developing and implementing tests for product quality and performance assurance.\nProfessionally maintain all software and create updates regularly to address customer and company concerns.\nEnsure software security by developing programs to actively monitor the sharing of private information.\nDrive idea generation for new software products or for the next version of an existing product.",
      "word_count": 66
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Software"
    }
  ],
  "jd_role": {
    "display_name": "Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Developer",
      "SWE",
      "Software Engineer"
    ],
    "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": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "A bachelor\u0027s degree in computer science or related technology field is preferred.",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": null,
      "min": 1,
      "raw": "Minimum 1 years of relevant experience in Software Development."
    },
    "job_locations": [
      {
        "aliases": [
          "Bombay"
        ],
        "city": "Mumbai",
        "country": "India",
        "state": null,
        "work_mode": null
      }
    ],
    "role": "Software Engineer",
    "role_aliases": [
      "Software Developer",
      "SWE",
      "Software Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Roles \u0026 Responsbilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Develop, test and integrate code",
          "last_5_words": "next version of an existing product."
        },
        "text": "Develop, test and integrate code for new or existing software while following source code revision control.\nTroubleshoot software reliability and performance issues.\nReview requirements, specifications and designs, developing and implementing tests for product quality and performance assurance.\nProfessionally maintain all software and create updates regularly to address customer and company concerns.\nEnsure software security by developing programs to actively monitor the sharing of private information.\nDrive idea generation for new software products or for the next version of an existing product.",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "fc95eb31-58fa-4b33-96f4-31b2334f456d",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and testing support",
            "sentence": "Develop, test and integrate code for new or existing software while following source code revision control.",
            "similarity": 0.5541
          },
          {
            "kra_text": "performance tuning and resource efficiency",
            "sentence": "Troubleshoot software reliability and performance issues.",
            "similarity": 0.4953
          },
          {
            "kra_text": "code review and testing support",
            "sentence": "Review requirements, specifications and designs, developing and implementing tests for product quality and performance assurance.",
            "similarity": 0.4733
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.5075,
        "slug": "go-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Troubleshoot software reliability and performance issues.",
            "similarity": 0.6709
          },
          {
            "kra_text": "defect investigation and fixes",
            "sentence": "Review requirements, specifications and designs, developing and implementing tests for product quality and performance assurance.",
            "similarity": 0.4593
          },
          {
            "kra_text": "defect investigation and fixes",
            "sentence": "Develop, test and integrate code for new or existing software while following source code revision control.",
            "similarity": 0.3854
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 87,
        "score": 0.5052,
        "slug": "scala-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Kotlin Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Troubleshoot software reliability and performance issues.",
            "similarity": 0.6709
          },
          {
            "kra_text": "backend refactoring and maintenance",
            "sentence": "Develop, test and integrate code for new or existing software while following source code revision control.",
            "similarity": 0.4352
          },
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Review requirements, specifications and designs, developing and implementing tests for product quality and performance assurance.",
            "similarity": 0.4081
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 84,
        "score": 0.5047,
        "slug": "kotlin-server-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "backend performance tuning",
            "sentence": "Troubleshoot software reliability and performance issues.",
            "similarity": 0.5545
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Develop, test and integrate code for new or existing software while following source code revision control.",
            "similarity": 0.5223
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Review requirements, specifications and designs, developing and implementing tests for product quality and performance assurance.",
            "similarity": 0.4307
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.5025,
        "slug": "java-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "Troubleshoot software reliability and performance issues.",
            "similarity": 0.551
          },
          {
            "kra_text": "update and patch application",
            "sentence": "Professionally maintain all software and create updates regularly to address customer and company concerns.",
            "similarity": 0.4984
          },
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "Review requirements, specifications and designs, developing and implementing tests for product quality and performance assurance.",
            "similarity": 0.4489
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 228,
        "score": 0.4995,
        "slug": "drupal-dev",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 0.86,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.86,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Software Development",
      "Quality Assurance",
      "Reliability Engineering",
      "Performance Troubleshooting",
      "Software Maintenance",
      "Security Monitoring",
      "Product Ideation"
    ],
    "matched_kras": [
      "Develop, test and integrate code",
      "Troubleshoot software reliability and performance issues",
      "Review requirements, specifications and designs",
      "Develop and implement tests",
      "Maintain all software and create updates regularly",
      "Ensure software security",
      "Drive idea generation for new software products"
    ],
    "matched_skills": [
      "source code revision control",
      "testing",
      "software reliability",
      "performance issues",
      "requirements",
      "specifications",
      "designs",
      "software security"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The responsibilities describe general software development with troubleshooting, testing, maintenance, and security concerns, which best fits a backend/software engineer among the available roles.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1352,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1426,
      "r_and_r_preview": "Develop, test and integrate code for new or existing software while following source code revision control.\nTroubleshoot software reliability and performance issues.\nReview requirements, specification",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 19316,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Software",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The responsibilities describe general software development with troubleshooting, testing, maintenance, and security concerns, which best fits a backend/software engineer among the available roles.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Software"
  ],
  "input_llm_skills": [
    "Software"
  ],
  "new_aliases_persisted": 0,
  "run_id": "fc95eb31-58fa-4b33-96f4-31b2334f456d",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Software",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "software",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Software"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The responsibilities describe general software development with troubleshooting, testing, maintenance, and security concerns, which best fits a backend/software engineer among the available roles.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Software",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "fc95eb31-58fa-4b33-96f4-31b2334f456d"
}