Pipeline run

40128334-a5ed-4e7e-a5ac-4fb49601fdc5

Pipeline LLM cost (USD)

API 1: $0.0027 API 2: $0.0000 API 3: $0.0000 Total: $0.0027

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 · End-to-end feature delivery

Build and ship web applications with a strong UI/UX focus, making sure designs are technically feasible, performance-tested, and optimized for speed/scalability. Also create reusable architecture/patterns, write specs, and mentor engineers to keep execution on track.

"Develop, deploy, support, and implement web application projects"

Tech stack maturity

Modern Cloud Native

This role is primarily a full-stack product engineering role for modern web stacks and cloud-based delivery, with AI tooling optional rather than central.

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

2.00 / 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 (1)

UI/UX

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

UI/UX

Show KRA description ↓

Develop, deploy, support, and implement web application projects Build scalable architecture, reusable patterns, and libraries for future use Conduct performance testing, review results, identify bottlenecks, and report code Proactively identify and resolve potential problems/issues including authoring of technical specifications Ensure the technical feasibility of UI/UX designs Optimize application for maximum speed and scalability Keeping up to date with industry trends and developments Motivate team members to learn the required skills and stay up to date on the execution Mentor, lead and guide a team of Software Engineers

Signals

Skill —

—

Alias full-stack-engineer

1.00

KRA frontend-engineer

0.59

Post-classification

Centroidupdated · n=109

Alias collision log—

New-role queue—

New skills captured0

New KRA captured—

Status: completed Created: 2026-05-27T13:58:00.334618Z Updated: 2026-05-27T13:58:28.717961Z API 3 duration: 4155 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

Fullstack Developer

CASE A

slug: full-stack-engineer · id: 15 · source: db

Exact alias hit on full-stack-engineer (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

Summary role description: 
Hiring for Technical Lead - Full Stack for a global InsurTech SaaS product company


Company description:
Our client is a global digital SaaS platform InsurTech company headquartered at Silicon Valley providing omnichannel customer acquisition platform, Analytics powered customer engagement, services and self-service portals and apps for agents as well as policy holders.


Role details:
Title / Designation: Technical Lead – Full StackReporting Manager: Director of Product EngineeringLocation: Hyderabad/Hybrid
Role & responsibilities:
Develop, deploy, support, and implement web application projectsBuild scalable architecture, reusable patterns, and libraries for future useConduct performance testing, review results, identify bottlenecks, and report codeProactively identify and resolve potential problems/issues including authoring of technical specificationsEnsure the technical feasibility of UI/UX designsOptimize application for maximum speed and scalabilityKeeping up to date with industry trends and developmentsMotivate team members to learn the required skills and stay up to date on the executionMentor, lead and guide a team of Software Engineers

Candidate requirements:
Overall, 6+ years of experience as Full stack developer, with minimum 1 year experience in product developmentExperience in leading a team of 3+ membersExperience in one or more ofFrontend – AngularJS/Angular/ReactJS/VueJSBackend – PHP/Java/Python/NodeJS/GolangDB – Any relational Database (like MySQL, Oracle, or Postgres)Should have experience in restful JSON web servicesShould be competent in CI /CD toolingExperience working with 3rd party software integrations like REST APIs, SOAP APIs, XML, JSON
Selection process:
Code pair2 Technical interviewsFinal round

Skills from this JD

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

UI/UX Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: UI/UX id=1662 · ui-ux

Aliases — catalog

UI/UX (CANONICAL)

Context tags (catalog)

A/B testing Adobe XD Figma Sketch design systems information architecture interaction design prototyping responsive design usability testing user journey user personas user research visual hierarchy wireframing

Stored enrichment (catalog DB)

Category: Domain
Sub-category: Ui Ux Design
Confidence: 0.96
Version strategy: NOT_APPLICABLE

Maturity reasoning: UI/UX appears in a large share of product/design job descriptions across industries and is a standard hiring requirement, with strong demand on major job boards and design-tool ecosystems.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 37
Sub-category id: 1255
Extractable: True
Also category: False

Dimensions (API 2 worklist)

React Frontend Development Catalog dimension db id 96

Library dimension (catalog)

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill	Tag	Dimension	Skill↔dim	Role↔dim	Outcome	Notes
UI/UX	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

No artifact rows for this run.

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

RoleTechnical Lead – Full Stack

CompanyOur client

ExperienceOverall, 6+ years of experience as Full stack developer

DomainInsurance

Location Hyderabad, India (hybrid)

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Our client is a global",
      "last_5_words": "as well as policy holders."
    },
    "text": "Our client is a global digital SaaS platform InsurTech company headquartered at Silicon Valley providing omnichannel customer acquisition platform, Analytics powered customer engagement, services and self-service portals and apps for agents as well as policy holders.",
    "word_count": 42
  },
  "certifications": [],
  "company_name": "Our client",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "InsurTech"
      ],
      "domain": "Insurance"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 6,
    "raw": "Overall, 6+ years of experience as Full stack developer"
  },
  "job_locations": [
    {
      "aliases": [
        "Hyderabad, AP"
      ],
      "city": "Hyderabad",
      "country": "India",
      "state": null,
      "work_mode": "hybrid"
    }
  ],
  "role": "Technical Lead \u2013 Full Stack",
  "role_aliases": [
    "Full Stack Technical Lead",
    "Technical Lead",
    "Full Stack Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 9,
      "heading": "Role \u0026 responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Develop, deploy, support, and implement",
        "last_5_words": "lead and guide a team of Software Engineers"
      },
      "text": "Develop, deploy, support, and implement web application projects\nBuild scalable architecture, reusable patterns, and libraries for future use\nConduct performance testing, review results, identify bottlenecks, and report code\nProactively identify and resolve potential problems/issues including authoring of technical specifications\nEnsure the technical feasibility of UI/UX designs\nOptimize application for maximum speed and scalability\nKeeping up to date with industry trends and developments\nMotivate team members to learn the required skills and stay up to date on the execution\nMentor, lead and guide a team of Software Engineers",
      "word_count": 98
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "UI/UX"
    }
  ],
  "jd_role": {
    "display_name": "Technical Lead \u2013 Full Stack",
    "rationale": null,
    "role_aliases": [
      "Full Stack Technical Lead",
      "Technical Lead",
      "Full Stack Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Our client is a global",
        "last_5_words": "as well as policy holders."
      },
      "text": "Our client is a global digital SaaS platform InsurTech company headquartered at Silicon Valley providing omnichannel customer acquisition platform, Analytics powered customer engagement, services and self-service portals and apps for agents as well as policy holders.",
      "word_count": 42
    },
    "certifications": [],
    "company_name": "Our client",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "InsurTech"
        ],
        "domain": "Insurance"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 6,
      "raw": "Overall, 6+ years of experience as Full stack developer"
    },
    "job_locations": [
      {
        "aliases": [
          "Hyderabad, AP"
        ],
        "city": "Hyderabad",
        "country": "India",
        "state": null,
        "work_mode": "hybrid"
      }
    ],
    "role": "Technical Lead \u2013 Full Stack",
    "role_aliases": [
      "Full Stack Technical Lead",
      "Technical Lead",
      "Full Stack Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 9,
        "heading": "Role \u0026 responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Develop, deploy, support, and implement",
          "last_5_words": "lead and guide a team of Software Engineers"
        },
        "text": "Develop, deploy, support, and implement web application projects\nBuild scalable architecture, reusable patterns, and libraries for future use\nConduct performance testing, review results, identify bottlenecks, and report code\nProactively identify and resolve potential problems/issues including authoring of technical specifications\nEnsure the technical feasibility of UI/UX designs\nOptimize application for maximum speed and scalability\nKeeping up to date with industry trends and developments\nMotivate team members to learn the required skills and stay up to date on the execution\nMentor, lead and guide a team of Software Engineers",
        "word_count": 98
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "40128334-a5ed-4e7e-a5ac-4fb49601fdc5",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 1.0,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
            "sentence": "Build scalable architecture, reusable patterns, and libraries for future use",
            "similarity": 0.6228
          },
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
            "sentence": "Optimize application for maximum speed and scalability",
            "similarity": 0.5848
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Ensure the technical feasibility of UI/UX designs",
            "similarity": 0.5754
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5943,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Optimize application for maximum speed and scalability",
            "similarity": 0.6116
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Build scalable architecture, reusable patterns, and libraries for future use",
            "similarity": 0.5958
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Develop, deploy, support, and implement web application projects",
            "similarity": 0.4941
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5672,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
            "sentence": "Optimize application for maximum speed and scalability",
            "similarity": 0.617
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Ensure the technical feasibility of UI/UX designs",
            "similarity": 0.5508
          },
          {
            "kra_text": "Writes application logic across the presentation layer, service layer, and data access layer of web applications following MVC or clean architecture patterns.",
            "sentence": "Develop, deploy, support, and implement web application projects",
            "similarity": 0.5067
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5582,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "backend performance tuning",
            "sentence": "Optimize application for maximum speed and scalability",
            "similarity": 0.6118
          },
          {
            "kra_text": "backend performance tuning",
            "sentence": "Conduct performance testing, review results, identify bottlenecks, and report code",
            "similarity": 0.5818
          },
          {
            "kra_text": "service endpoint development",
            "sentence": "Develop, deploy, support, and implement web application projects",
            "similarity": 0.4618
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.5518,
        "slug": "java-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Svelte Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "performance tuning",
            "sentence": "Optimize application for maximum speed and scalability",
            "similarity": 0.5819
          },
          {
            "kra_text": "performance tuning",
            "sentence": "Conduct performance testing, review results, identify bottlenecks, and report code",
            "similarity": 0.5536
          },
          {
            "kra_text": "accessibility and usability",
            "sentence": "Ensure the technical feasibility of UI/UX designs",
            "similarity": 0.5098
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 92,
        "score": 0.5484,
        "slug": "svelte-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 1.0,
      "slug": "full-stack-engineer",
      "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 full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 109,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "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": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2632,
      "existing_alias_text": "UI/UX",
      "input_term": "UI/UX",
      "matched_canonical": {
        "category_id": 37,
        "display_name": "UI/UX",
        "id": 1662,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "ui-ux",
        "sub_category_id": 1255,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "UI/UX",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "UI/UX"
  ],
  "input_llm_skills": [
    "UI/UX"
  ],
  "new_aliases_persisted": 0,
  "run_id": "40128334-a5ed-4e7e-a5ac-4fb49601fdc5",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "UI/UX",
          "alias_type": "CANONICAL",
          "id": 2632,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 37,
        "display_name": "UI/UX",
        "id": 1662,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "ui-ux",
        "sub_category_id": 1255,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "UI/UX",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "UI/UX",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": []
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "UI/UX",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "UI/UX",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 1662,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "40128334-a5ed-4e7e-a5ac-4fb49601fdc5"
}

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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