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Pipeline run

6f99f496-1629-449a-b30d-015febaa8d92

Pipeline LLM cost (USD)
API 1: $0.0060 API 2: $0.0000 API 3: $0.0000 Total: $0.0060

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)
0.20 / 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): Replicate
Models / concepts (×3):
Evidence — skills matched in JD (20)
Manual Testing Automated Testing Functional Testing Regression Testing Usability Testing Cross-Browser Testing Compatibility Testing Security Testing Performance Testing UX Responsive Design Accessibility Web Applications Websites Test Planning Test Cases Acceptance Criteria Defect Tracking Test Reporting Quality Metrics
Skill cluster (0 dimension groups, role-scoped)
No dimension groups computed for this JD.
Show KRA description ↓
• Test planning and strategy: • Collaborate with the development team to understand project requirements and create comprehensive test plans. • Define test scenarios, test cases, and acceptance criteria based on functional and non-functional requirements. • Manual and automated testing: • Perform manual testing of web applications and websites across different browsers and devices. • Conduct different types of testing, including: Functional testing, regression testing, usability testing, cross-browser testing, compatibility testing, security testing and performance testing. • Bug identification and reporting: • Identify, document, and track defects in the system • Reproduce issues and provide clear, concise steps to replicate bugs. • Work with developers to troubleshoot, resolve, and retest defects. • Usability and User Experience (UX) Evaluation • Evaluate the usability of websites and applications from the perspective of end users. • Provide feedback to improve the overall user experience, ensuring interfaces are intuitive, responsive, and accessible. • Cross-platform and device testing: • Test web applications on different platforms, devices (mobile, desktop, tablet), and browsers. • Ensure consistent UI/UX behavior across different screen sizes, resolutions, and orientations. • Performance testing: • Test the performance, speed, and scalability of the web applications using performance testing tools. • Identify performance bottlenecks and work with developers to optimize load times and responsiveness. • Test reporting and documentation: • Create detailed test reports that include test results, defect statuses, and quality metrics. • Communicate testing progress, risks, and issues to stakeholders, including developers and project managers. • Continuous improvement: • Stay up-to-date with the latest trends and best practices in web testing. • Continuously suggest improvements to testing processes, tools, and frameworks.

Signals

Skill frontend-engineer
0.10
Alias manual-test-engineer
1.00
KRA pega-developer
0.59

Post-classification

Centroid
Alias collision log
New-role queue#55
New skills captured0
New KRA captured
Status: extract_from_jd_done Created: 2026-05-22T00:39:05.608317Z Updated: 2026-05-22T00:39:06.176574Z
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

Job Title: Web Tester in Kolkata

Key Responsibilities

• Test planning and strategy:
• Collaborate with the development team to understand project requirements and create comprehensive test plans.
• Define test scenarios, test cases, and acceptance criteria based on functional and non-functional requirements.
• Manual and automated testing:
• Perform manual testing of web applications and websites across different browsers and devices.
• Conduct different types of testing, including: Functional testing, regression testing, usability testing, cross-browser testing, compatibility testing, security testing and performance testing.
• Bug identification and reporting:
• Identify, document, and track defects in the system
• Reproduce issues and provide clear, concise steps to replicate bugs.
• Work with developers to troubleshoot, resolve, and retest defects.
• Usability and User Experience (UX) Evaluation
• Evaluate the usability of websites and applications from the perspective of end users.
• Provide feedback to improve the overall user experience, ensuring interfaces are intuitive, responsive, and accessible.
• Cross-platform and device testing:
• Test web applications on different platforms, devices (mobile, desktop, tablet), and browsers.
• Ensure consistent UI/UX behavior across different screen sizes, resolutions, and orientations.
• Performance testing:
• Test the performance, speed, and scalability of the web applications using performance testing tools.
• Identify performance bottlenecks and work with developers to optimize load times and responsiveness.
• Test reporting and documentation:
• Create detailed test reports that include test results, defect statuses, and quality metrics.
• Communicate testing progress, risks, and issues to stakeholders, including developers and project managers.
• Continuous improvement:
• Stay up-to-date with the latest trends and best practices in web testing.
• Continuously suggest improvements to testing processes, tools, and frameworks.


About Company: Brandwizz is a digital marketing agency operating from Kolkata, & Hyderabad in India. We assist our clients in developing smart and interactive communications and applications across print, web, and digital media. We provide a complete suite of services from web designing, UI development, social media marketing, digital advertising, mobile & e-commerce applications, product communications, packaging design, identity design, interactive and audio-visual media. Our strength lies in our experience and comprehensive capabilities across several industries and businesses in India and around the globe.

Skills from this JD

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

Manual Testing Primary No API 2 row (run stopped after API 1 or history missing)
Automated Testing Primary No API 2 row (run stopped after API 1 or history missing)
Functional Testing Primary No API 2 row (run stopped after API 1 or history missing)
Regression Testing Primary No API 2 row (run stopped after API 1 or history missing)
Usability Testing Primary No API 2 row (run stopped after API 1 or history missing)
Cross-Browser Testing Primary No API 2 row (run stopped after API 1 or history missing)
Compatibility Testing Primary No API 2 row (run stopped after API 1 or history missing)
Security Testing Primary No API 2 row (run stopped after API 1 or history missing)
Performance Testing Primary No API 2 row (run stopped after API 1 or history missing)
UX Primary No API 2 row (run stopped after API 1 or history missing)
Responsive Design Primary No API 2 row (run stopped after API 1 or history missing)
Accessibility Primary No API 2 row (run stopped after API 1 or history missing)
Web Applications Primary No API 2 row (run stopped after API 1 or history missing)
Websites Primary No API 2 row (run stopped after API 1 or history missing)
Test Planning Primary No API 2 row (run stopped after API 1 or history missing)
Test Cases Primary No API 2 row (run stopped after API 1 or history missing)
Acceptance Criteria Primary No API 2 row (run stopped after API 1 or history missing)
Defect Tracking Primary No API 2 row (run stopped after API 1 or history missing)
Test Reporting Primary No API 2 row (run stopped after API 1 or history missing)
Quality Metrics Primary 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
RoleWeb Tester
CompanyBrandwizz
DomainIT Services & Consulting
Location Kolkata, India
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Brandwizz is a digital marketing",
      "last_5_words": "and businesses in India and around"
    },
    "text": "Brandwizz is a digital marketing agency operating from Kolkata, \u0026 Hyderabad in India. We assist our clients in developing smart and interactive communications and applications across print, web, and digital media. We provide a complete suite of services from web designing, UI development, social media marketing, digital advertising, mobile \u0026 e-commerce applications, product communications, packaging design, identity design, interactive and audio-visual media. Our strength lies in our experience and comprehensive capabilities across several industries and businesses in India and around the globe.",
    "word_count": 84
  },
  "certifications": [],
  "company_name": "Brandwizz",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [
    {
      "aliases": [
        "Calcutta"
      ],
      "city": "Kolkata",
      "country": "India",
      "state": null,
      "work_mode": null
    }
  ],
  "role": "Web Tester",
  "role_aliases": [
    "Quality Assurance Tester",
    "Software Tester",
    "Web QA"
  ],
  "role_archetype": "QA",
  "roles_and_responsibilities": [
    {
      "bullet_count": 20,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Test planning and strategy:",
        "last_5_words": "tools, and frameworks."
      },
      "text": "\u2022 Test planning and strategy:\n\u2022 Collaborate with the development team to understand project requirements and create comprehensive test plans.\n\u2022 Define test scenarios, test cases, and acceptance criteria based on functional and non-functional requirements.\n\u2022 Manual and automated testing:\n\u2022 Perform manual testing of web applications and websites across different browsers and devices.\n\u2022 Conduct different types of testing, including: Functional testing, regression testing, usability testing, cross-browser testing, compatibility testing, security testing and performance testing.\n\u2022 Bug identification and reporting:\n\u2022 Identify, document, and track defects in the system\n\u2022 Reproduce issues and provide clear, concise steps to replicate bugs.\n\u2022 Work with developers to troubleshoot, resolve, and retest defects.\n\u2022 Usability and User Experience (UX) Evaluation\n\u2022 Evaluate the usability of websites and applications from the perspective of end users.\n\u2022 Provide feedback to improve the overall user experience, ensuring interfaces are intuitive, responsive, and accessible.\n\u2022 Cross-platform and device testing:\n\u2022 Test web applications on different platforms, devices (mobile, desktop, tablet), and browsers.\n\u2022 Ensure consistent UI/UX behavior across different screen sizes, resolutions, and orientations.\n\u2022 Performance testing:\n\u2022 Test the performance, speed, and scalability of the web applications using performance testing tools.\n\u2022 Identify performance bottlenecks and work with developers to optimize load times and responsiveness.\n\u2022 Test reporting and documentation:\n\u2022 Create detailed test reports that include test results, defect statuses, and quality metrics.\n\u2022 Communicate testing progress, risks, and issues to stakeholders, including developers and project managers.\n\u2022 Continuous improvement:\n\u2022 Stay up-to-date with the latest trends and best practices in web testing.\n\u2022 Continuously suggest improvements to testing processes, tools, and frameworks.",
      "word_count": 366
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Manual Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Automated Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Functional Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Regression Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Usability Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Cross-Browser Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Compatibility Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Security Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Performance Testing"
    },
    {
      "is_primary": true,
      "skill_name": "UX"
    },
    {
      "is_primary": true,
      "skill_name": "Responsive Design"
    },
    {
      "is_primary": true,
      "skill_name": "Accessibility"
    },
    {
      "is_primary": true,
      "skill_name": "Web Applications"
    },
    {
      "is_primary": true,
      "skill_name": "Websites"
    },
    {
      "is_primary": true,
      "skill_name": "Test Planning"
    },
    {
      "is_primary": true,
      "skill_name": "Test Cases"
    },
    {
      "is_primary": true,
      "skill_name": "Acceptance Criteria"
    },
    {
      "is_primary": true,
      "skill_name": "Defect Tracking"
    },
    {
      "is_primary": true,
      "skill_name": "Test Reporting"
    },
    {
      "is_primary": true,
      "skill_name": "Quality Metrics"
    }
  ],
  "jd_role": {
    "display_name": "Web Tester",
    "rationale": null,
    "role_aliases": [
      "Quality Assurance Tester",
      "Software Tester",
      "Web QA"
    ],
    "role_archetype": "QA",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Brandwizz is a digital marketing",
        "last_5_words": "and businesses in India and around"
      },
      "text": "Brandwizz is a digital marketing agency operating from Kolkata, \u0026 Hyderabad in India. We assist our clients in developing smart and interactive communications and applications across print, web, and digital media. We provide a complete suite of services from web designing, UI development, social media marketing, digital advertising, mobile \u0026 e-commerce applications, product communications, packaging design, identity design, interactive and audio-visual media. Our strength lies in our experience and comprehensive capabilities across several industries and businesses in India and around the globe.",
      "word_count": 84
    },
    "certifications": [],
    "company_name": "Brandwizz",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [
      {
        "aliases": [
          "Calcutta"
        ],
        "city": "Kolkata",
        "country": "India",
        "state": null,
        "work_mode": null
      }
    ],
    "role": "Web Tester",
    "role_aliases": [
      "Quality Assurance Tester",
      "Software Tester",
      "Web QA"
    ],
    "role_archetype": "QA",
    "roles_and_responsibilities": [
      {
        "bullet_count": 20,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Test planning and strategy:",
          "last_5_words": "tools, and frameworks."
        },
        "text": "\u2022 Test planning and strategy:\n\u2022 Collaborate with the development team to understand project requirements and create comprehensive test plans.\n\u2022 Define test scenarios, test cases, and acceptance criteria based on functional and non-functional requirements.\n\u2022 Manual and automated testing:\n\u2022 Perform manual testing of web applications and websites across different browsers and devices.\n\u2022 Conduct different types of testing, including: Functional testing, regression testing, usability testing, cross-browser testing, compatibility testing, security testing and performance testing.\n\u2022 Bug identification and reporting:\n\u2022 Identify, document, and track defects in the system\n\u2022 Reproduce issues and provide clear, concise steps to replicate bugs.\n\u2022 Work with developers to troubleshoot, resolve, and retest defects.\n\u2022 Usability and User Experience (UX) Evaluation\n\u2022 Evaluate the usability of websites and applications from the perspective of end users.\n\u2022 Provide feedback to improve the overall user experience, ensuring interfaces are intuitive, responsive, and accessible.\n\u2022 Cross-platform and device testing:\n\u2022 Test web applications on different platforms, devices (mobile, desktop, tablet), and browsers.\n\u2022 Ensure consistent UI/UX behavior across different screen sizes, resolutions, and orientations.\n\u2022 Performance testing:\n\u2022 Test the performance, speed, and scalability of the web applications using performance testing tools.\n\u2022 Identify performance bottlenecks and work with developers to optimize load times and responsiveness.\n\u2022 Test reporting and documentation:\n\u2022 Create detailed test reports that include test results, defect statuses, and quality metrics.\n\u2022 Communicate testing progress, risks, and issues to stakeholders, including developers and project managers.\n\u2022 Continuous improvement:\n\u2022 Stay up-to-date with the latest trends and best practices in web testing.\n\u2022 Continuously suggest improvements to testing processes, tools, and frameworks.",
        "word_count": 366
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "6f99f496-1629-449a-b30d-015febaa8d92",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Manual Test Engineer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 65,
        "score": 1.0,
        "slug": "manual-test-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "defect troubleshooting and resolution",
            "sentence": "Identify, document, and track defects in the system",
            "similarity": 0.5957
          },
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Provide feedback to improve the overall user experience, ensuring interfaces are intuitive, responsive, and accessible.",
            "similarity": 0.5854
          },
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Usability and User Experience (UX) Evaluation",
            "similarity": 0.5817
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.5876,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
            "sentence": "Identify performance bottlenecks and work with developers to optimize load times and responsiveness.",
            "similarity": 0.5936
          },
          {
            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
            "sentence": "Ensure consistent UI/UX behavior across different screen sizes, resolutions, and orientations.",
            "similarity": 0.5859
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Provide feedback to improve the overall user experience, ensuring interfaces are intuitive, responsive, and accessible.",
            "similarity": 0.5678
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5824,
        "slug": "frontend-engineer",
        "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": "Identify performance bottlenecks and work with developers to optimize load times and responsiveness.",
            "similarity": 0.6212
          },
          {
            "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 the development team to understand project requirements and create comprehensive test plans.",
            "similarity": 0.5308
          },
          {
            "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 developers to troubleshoot, resolve, and retest defects.",
            "similarity": 0.523
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5583,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
            "sentence": "Identify performance bottlenecks and work with developers to optimize load times and responsiveness.",
            "similarity": 0.6366
          },
          {
            "kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
            "sentence": "Work with developers to troubleshoot, resolve, and retest defects.",
            "similarity": 0.5494
          },
          {
            "kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
            "sentence": "Identify, document, and track defects in the system",
            "similarity": 0.461
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.549,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": [
          {
            "kra_text": "Adapts shared UI codebase to handle platform-specific constraints including different navigation paradigms, gesture behaviors, and OS-level UI patterns.",
            "sentence": "Ensure consistent UI/UX behavior across different screen sizes, resolutions, and orientations.",
            "similarity": 0.6477
          },
          {
            "kra_text": "Debugs cross-platform mobile issues including native module bridge failures, platform-specific rendering differences, and build configuration conflicts.",
            "sentence": "Test web applications on different platforms, devices (mobile, desktop, tablet), and browsers.",
            "similarity": 0.5245
          },
          {
            "kra_text": "Optimizes React Native or Flutter app startup time, list rendering performance, image caching, and memory consumption.",
            "sentence": "Identify performance bottlenecks and work with developers to optimize load times and responsiveness.",
            "similarity": 0.4582
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 11,
        "score": 0.5435,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "cross-browser testing",
          "responsive design"
        ],
        "role_id": 7,
        "score": 0.1,
        "slug": "frontend-engineer",
        "total_count": 20
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "F",
    "chosen_role": null,
    "confidence": 0.6,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The responsibilities focus heavily on web application testing, cross-browser/device QA, and user-experience evaluation which aligns more closely with a Frontend Engineer\u2019s expertise than a Pega Developer\u2019s.",
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": true,
    "reasoning": "LLM2 unsure (confidence 0.60 \u003c 0.7); queueing"
  },
  "stage5_updates": {
    "centroid_n_after": null,
    "centroid_updated": false,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [],
    "queue_entry_id": 55,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": 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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