Pipeline run
ece12c81-d772-47a0-a1be-6e301e6d6334
Pipeline LLM cost (USD)
API 1: $0.0065
API 2: $0.0000
API 3: $0.0000
Total: $0.0065
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
—
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 (18)
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
Browsers
Mobile Testing
Desktop Testing
Tablet Testing
Skill cluster (0 dimension groups, role-scoped)
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
0.11
Alias
—
—
KRA
pega-developer
0.59
Post-classification
Centroid—
Alias collision log—
New-role queue#54
New skills captured0
New KRA captured—
Status:
extract_from_jd_done
Created: 2026-05-22T00:29:16.554479Z
Updated: 2026-05-22T00:29:17.135703Z
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)
Browsers
Primary
No API 2 row (run stopped after API 1 or history missing)
Mobile Testing
Primary
No API 2 row (run stopped after API 1 or history missing)
Desktop Testing
Primary
No API 2 row (run stopped after API 1 or history missing)
Tablet Testing
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 around the globe."
},
"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",
"QA Engineer",
"Software Tester"
],
"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": "Browsers"
},
{
"is_primary": true,
"skill_name": "Mobile Testing"
},
{
"is_primary": true,
"skill_name": "Desktop Testing"
},
{
"is_primary": true,
"skill_name": "Tablet Testing"
}
],
"jd_role": {
"display_name": "Web Tester",
"rationale": null,
"role_aliases": [
"Quality Assurance Tester",
"QA Engineer",
"Software Tester"
],
"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 around the globe."
},
"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",
"QA Engineer",
"Software Tester"
],
"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": "ece12c81-d772-47a0-a1be-6e301e6d6334",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"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": 0.5956
},
{
"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": 0.4611
}
],
"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": 0.6478
},
{
"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": 0.1111,
"slug": "frontend-engineer",
"total_count": 18
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "F",
"chosen_role": null,
"confidence": 0.55,
"is_new_role": false,
"llm2_fired": true,
"llm2_reasoning": "The responsibilities emphasize web application testing, cross-browser/device checks, and performance/usability evaluation, which align more closely with a Frontend Developer\u2019s typical QA and compatibility tasks than a Pega Developer\u2019s BPM focus.",
"new_role_display_name": null,
"new_role_slug": null,
"queued": true,
"reasoning": "LLM2 unsure (confidence 0.55 \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": 54,
"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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