Pipeline run

a0829e93-f822-44f6-be6e-273b87580656

Pipeline LLM cost (USD)

API 1: $0.0025 API 2: $0.0000 API 3: $0.0000 Total: $0.0025

Client output enrichment

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

SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · Engineering Leadership / Software Development Management

Lead front-end and back-end teams, set project requirements/timelines, track system reliability and security compliance, manage engineering budget, hire/train engineers, and coordinate integrations with external stakeholders.

"Oversee front-end and back-end development teams and their projects"

Tech stack maturity

Mainstream Modern

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

0.00 / 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 (0)

No skills extracted

Skill cluster (0 dimension groups, role-scoped)

No dimension groups computed for this JD.

Show KRA description ↓

Oversee front-end and back-end development teams and their projects Monitor reliability and performance of all internal systems to suggest improvements Ensure compliance with security regulations Manage software development projects by setting requirements, goals and timelines Prepare and manage the engineering departments budget Design strategies for future development projects based on the companys overall objectives and resources Hire engineers and coordinate their training Implement innovative technologies Coordinate with external stakeholders for new integrations and tools Review and update policies relevant to internal systems and equipment

Signals

Skill —

—

Alias engineering-manager

1.00

KRA flutter-developer

0.57

Post-classification

Centroidupdated · n=6

Alias collision log—

New-role queue—

New skills captured0

New KRA capturedyes

Captured for admin review

R&R fragment (sim 0.00) ↔ Engineering Manager pending

Status: completed Created: 2026-05-27T15:32:55.132551Z Updated: 2026-06-12T16:17:49.718916Z API 3 duration: 3421 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

Engineering Manager

CASE A

slug: engineering-manager · id: 121 · source: db

Exact alias hit on engineering-manager (1.0) — no other alias at this confidence; skill_top absent does not contradict

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

We are looking for a director of engineering to lead our engineering department and help us build great products. Youll also manage our infrastructure and ensure all internal systems operate securely and effectively.

To be successful in this role, you should be confident managing our teams while, at the same time, setting goals, budgets and timelines for various projects. We also expect you to be in charge of our integrations with external partners and oversee all software development plans from ideation to execution.

Ultimately, youll make sure we use innovative technologies that maximize our productivity and help our company grow.

Responsibilities

Oversee front-end and back-end development teams and their projects

Monitor reliability and performance of all internal systems to suggest improvements

Ensure compliance with security regulations

Manage software development projects by setting requirements, goals and timelines

Prepare and manage the engineering departments budget

Design strategies for future development projects based on the companys overall objectives and resources

Hire engineers and coordinate their training

Implement innovative technologies

Coordinate with external stakeholders for new integrations and tools

Review and update policies relevant to internal systems and equipment

This job is provided by Shine.com

Library artifacts (this run)

No artifact rows for this run.

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

RoleDirector of Engineering

DomainOther

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "Make",
    "Role",
    "policies",
    "goals"
  ],
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [],
  "experience": null,
  "job_locations": [],
  "role": "Director of Engineering",
  "role_aliases": [
    "Engineering Director",
    "Director of Technology",
    "Head of Engineering"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 9,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Oversee front-end and back-end",
        "last_5_words": "relevant to internal systems and equipment"
      },
      "text": "Oversee front-end and back-end development teams and their projects\nMonitor reliability and performance of all internal systems to suggest improvements\nEnsure compliance with security regulations\nManage software development projects by setting requirements, goals and timelines\nPrepare and manage the engineering departments budget\nDesign strategies for future development projects based on the companys overall objectives and resources\nHire engineers and coordinate their training\nImplement innovative technologies\nCoordinate with external stakeholders for new integrations and tools\nReview and update policies relevant to internal systems and equipment",
      "word_count": 98
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [],
  "jd_role": {
    "display_name": "Director of Engineering",
    "rationale": null,
    "role_aliases": [
      "Engineering Director",
      "Director of Technology",
      "Head of Engineering"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "Make",
      "Role",
      "policies",
      "goals"
    ],
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [],
    "experience": null,
    "job_locations": [],
    "role": "Director of Engineering",
    "role_aliases": [
      "Engineering Director",
      "Director of Technology",
      "Head of Engineering"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 9,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Oversee front-end and back-end",
          "last_5_words": "relevant to internal systems and equipment"
        },
        "text": "Oversee front-end and back-end development teams and their projects\nMonitor reliability and performance of all internal systems to suggest improvements\nEnsure compliance with security regulations\nManage software development projects by setting requirements, goals and timelines\nPrepare and manage the engineering departments budget\nDesign strategies for future development projects based on the companys overall objectives and resources\nHire engineers and coordinate their training\nImplement innovative technologies\nCoordinate with external stakeholders for new integrations and tools\nReview and update policies relevant to internal systems and equipment",
        "word_count": 98
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "a0829e93-f822-44f6-be6e-273b87580656",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 1.0,
        "slug": "engineering-manager",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Oversee front-end and back-end development teams and their projects",
            "similarity": 0.625
          },
          {
            "kra_text": "integrate external APIs and data sources",
            "sentence": "Coordinate with external stakeholders for new integrations and tools",
            "similarity": 0.5986
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Monitor reliability and performance of all internal systems to suggest improvements",
            "similarity": 0.4787
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5675,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "PHP Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Monitor reliability and performance of all internal systems to suggest improvements",
            "similarity": 0.6359
          },
          {
            "kra_text": "external system integration",
            "sentence": "Coordinate with external stakeholders for new integrations and tools",
            "similarity": 0.5538
          },
          {
            "kra_text": "validation and authorization safeguards",
            "sentence": "Ensure compliance with security regulations",
            "similarity": 0.4795
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 86,
        "score": 0.5564,
        "slug": "php-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Kotlin Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Monitor reliability and performance of all internal systems to suggest improvements",
            "similarity": 0.6359
          },
          {
            "kra_text": "internal and external system integration",
            "sentence": "Coordinate with external stakeholders for new integrations and tools",
            "similarity": 0.5591
          },
          {
            "kra_text": "internal and external system integration",
            "sentence": "Review and update policies relevant to internal systems and equipment",
            "similarity": 0.4579
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 84,
        "score": 0.551,
        "slug": "kotlin-server-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Monitor reliability and performance of all internal systems to suggest improvements",
            "similarity": 0.6359
          },
          {
            "kra_text": "internal and external system integration",
            "sentence": "Coordinate with external stakeholders for new integrations and tools",
            "similarity": 0.5591
          },
          {
            "kra_text": "internal and external system integration",
            "sentence": "Review and update policies relevant to internal systems and equipment",
            "similarity": 0.4579
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 87,
        "score": 0.551,
        "slug": "scala-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Ensure compliance with security regulations",
            "similarity": 0.619
          },
          {
            "kra_text": "Reviews and enforces access control policies, privilege escalation procedures, role-based access control, and identity governance workflows.",
            "sentence": "Review and update policies relevant to internal systems and equipment",
            "similarity": 0.5441
          },
          {
            "kra_text": "Hardens system and service configurations, applies security baselines, removes unnecessary services, and reduces attack surface across infrastructure.",
            "sentence": "Monitor reliability and performance of all internal systems to suggest improvements",
            "similarity": 0.4458
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.5363,
        "slug": "cybersecurity-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Engineering Manager",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 121,
      "score": 1.0,
      "slug": "engineering-manager",
      "total_count": null
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on engineering-manager (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 6,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1035,
      "r_and_r_preview": "Oversee front-end and back-end development teams and their projects\nMonitor reliability and performance of all internal systems to suggest improvements\nEnsure compliance with security regulations\nMana",
      "role_display_name": "Engineering Manager",
      "role_slug": "engineering-manager",
      "status": "pending"
    },
    "new_skills_attached": [],
    "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": "Engineering Manager",
    "id": 121,
    "rationale": "Exact alias hit on engineering-manager (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "engineering-manager",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [],
  "input_llm_skills": [],
  "new_aliases_persisted": 0,
  "run_id": "a0829e93-f822-44f6-be6e-273b87580656",
  "skills_detail": [],
  "unmatched_skills": []
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Engineering Manager",
    "id": 121,
    "rationale": "Exact alias hit on engineering-manager (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "engineering-manager",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [],
  "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": "a0829e93-f822-44f6-be6e-273b87580656"
}

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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