Pipeline run

9c488eab-d33e-4787-a22b-e71dbe1b326b

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

Nature of work · UI layout and styling

Revise and optimize web content, own design tasks across the web development lifecycle, and work with cross-functional teams and developers to improve platform user experience and integrate technologies.

""Own various design tasks involved in the web development life cycle from start to finish""

Tech stack maturity

Modern Cloud Native

Web development roles today typically target modern browser apps and integrate with cloud-hosted services, even when AI is not a core part of the work.

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

1.50 / 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 ↓

Revise, edit, proofread & optimize web content Work with cross-functionally to enhance overall user experience of our platforms Own various design tasks involved in the web development life cycle from start to finish Collaborate with other developers to integrate the application with respective technologies

Signals

Skill —

—

Alias backend-engineer

1.00

KRA flutter-developer

0.57

Status: completed Created: 2026-05-27T14:00:19.248456Z Updated: 2026-05-27T14:00:37.796865Z API 3 duration: 3811 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

Web Developer

CASE A

slug: web-developer · id: 25 · source: db

Multi-alias tie (5 roles at 1.0) resolved by TIER_B_TITLE: Web Developer

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

Canopas Software is looking for an enthusiastic, energetic, young-minded web/mobile application developer who takes pride in the work they do. The ideal candidate is a creative problem solver who will work in coordination with cross-functional teams to design, develop, and maintain our next generation websites and web tools. You must be comfortable working as part of a team while taking the initiative to take lead on new innovations and projects.    Responsibilities Revise, edit, proofread & optimize web content Work with cross-functionally to enhance overall user experience of our platforms Own various design tasks involved in the web development life cycle from start to finish Collaborate with other developers to integrate the application with respective technologies Qualifications & Experience Education - B.E/ B.Tech/BCA/MCA/MSc IT degree in Computer Science, Engineering or a related subject Experience - 0-1 Year Benefits Great Company Culture  - A relaxed, friendly, and positive company culture with a dynamic young team Work-Life Balance  - Genuine work/life balance served at Canopas A Well Earned Rest  - You will get 11 paid public holidays as well as 12 paid leaves. So, a total of 23 HOLIDAYS Stipend In Training  - You will get a stipend during your initial three months of training. Flexible working hours  - Reaching late at the office would never be an issue for you. Exceptional Support Network  - You will get support from your colleague or team leader to achieve your career goals.

Library artifacts (this run)

No artifact rows for this run.

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

Roleweb/mobile application developer

CompanyCanopas Software

Experience0-1 Year

DomainIT Services & Consulting

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "Canopas Software",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BCA/MCA/MSc - Computer Science / Engineering / IT",
      "raw": "B.E/ B.Tech/BCA/MCA/MSc IT degree in Computer Science, Engineering or a related subject",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 1,
    "min": 0,
    "raw": "0-1 Year"
  },
  "job_locations": [],
  "role": "web/mobile application developer",
  "role_aliases": [
    "Web Developer",
    "Mobile Developer",
    "Application Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 4,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Revise, edit, proofread \u0026 optimize",
        "last_5_words": "with respective technologies"
      },
      "text": "Revise, edit, proofread \u0026 optimize web content\nWork with cross-functionally to enhance overall user experience of our platforms\nOwn various design tasks involved in the web development life cycle from start to finish\nCollaborate with other developers to integrate the application with respective technologies",
      "word_count": 47
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [],
  "jd_role": {
    "display_name": "web/mobile application developer",
    "rationale": null,
    "role_aliases": [
      "Web Developer",
      "Mobile Developer",
      "Application Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "Canopas Software",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BCA/MCA/MSc - Computer Science / Engineering / IT",
        "raw": "B.E/ B.Tech/BCA/MCA/MSc IT degree in Computer Science, Engineering or a related subject",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 1,
      "min": 0,
      "raw": "0-1 Year"
    },
    "job_locations": [],
    "role": "web/mobile application developer",
    "role_aliases": [
      "Web Developer",
      "Mobile Developer",
      "Application Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 4,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Revise, edit, proofread \u0026 optimize",
          "last_5_words": "with respective technologies"
        },
        "text": "Revise, edit, proofread \u0026 optimize web content\nWork with cross-functionally to enhance overall user experience of our platforms\nOwn various design tasks involved in the web development life cycle from start to finish\nCollaborate with other developers to integrate the application with respective technologies",
        "word_count": 47
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "9c488eab-d33e-4787-a22b-e71dbe1b326b",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 1.0,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 1.0,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 1.0,
        "slug": "web-developer",
        "total_count": null
      },
      {
        "display_name": "Native Mobile Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 75,
        "score": 1.0,
        "slug": "native-mobile-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work with cross-functionally to enhance overall user experience of our platforms",
            "similarity": 0.6161
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with other developers to integrate the application with respective technologies",
            "similarity": 0.6039
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Own various design tasks involved in the web development life cycle from start to finish",
            "similarity": 0.5039
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5746,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with other developers to integrate the application with respective technologies",
            "similarity": 0.4989
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Work with cross-functionally to enhance overall user experience of our platforms",
            "similarity": 0.4985
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Own various design tasks involved in the web development life cycle from start to finish",
            "similarity": 0.463
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.4868,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work with cross-functionally to enhance overall user experience of our platforms",
            "similarity": 0.5448
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Own various design tasks involved in the web development life cycle from start to finish",
            "similarity": 0.4732
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate with other developers to integrate the application with respective technologies",
            "similarity": 0.4392
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4858,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "external system integration implementation",
            "sentence": "Collaborate with other developers to integrate the application with respective technologies",
            "similarity": 0.524
          },
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Work with cross-functionally to enhance overall user experience of our platforms",
            "similarity": 0.475
          },
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Own various design tasks involved in the web development life cycle from start to finish",
            "similarity": 0.4547
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.4846,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Collaborate with other developers to integrate the application with respective technologies",
            "similarity": 0.6026
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Work with cross-functionally to enhance overall user experience of our platforms",
            "similarity": 0.4665
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Own various design tasks involved in the web development life cycle from start to finish",
            "similarity": 0.3753
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4815,
        "slug": "devops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "A",
    "chosen_role": {
      "display_name": "Web Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 25,
      "score": 1.0,
      "slug": "web-developer",
      "total_count": null
    },
    "confidence": 0.95,
    "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": "Multi-alias tie (5 roles at 1.0) resolved by TIER_B_TITLE: Web Developer",
    "sub_role": null
  },
  "stage5_updates": null
}

API 2 — extract-details

{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Web Developer",
    "id": 25,
    "rationale": "Multi-alias tie (5 roles at 1.0) resolved by TIER_B_TITLE: Web Developer",
    "role_archetype": null,
    "slug": "web-developer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [],
  "input_llm_skills": [],
  "new_aliases_persisted": 0,
  "run_id": "9c488eab-d33e-4787-a22b-e71dbe1b326b",
  "skills_detail": [],
  "unmatched_skills": []
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Web Developer",
    "id": 25,
    "rationale": "Multi-alias tie (5 roles at 1.0) resolved by TIER_B_TITLE: Web Developer",
    "role_archetype": null,
    "slug": "web-developer",
    "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": "9c488eab-d33e-4787-a22b-e71dbe1b326b"
}

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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