Pipeline run
ff4e0a60-fb90-43d7-a069-3058cf8d6432
Pipeline LLM cost (USD)
API 1: $0.0027
API 2: $0.0001
API 3: $0.0000
Total: $0.0029
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
Owns the full software lifecycle: gathers requirements, designs and builds solutions, leads QA/testing, reviews code, ships updates/fixes, and coordinates with product, customers, and end users on integrations and delivery.
"Support the entire application lifecycle (concept, design, test, release and support)"
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):
AI, ML, AI/ML, Artificial Intelligence
Evidence — skills matched in JD (1)
Quality Assurance
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Quality Assurance
Show KRA description ↓
Design, develop, and implement software solutions
Support the entire application lifecycle (concept, design, test, release and support)
Gather specific requirements and suggest solutions
Lead quality assurance and testing
Collaborate with Product development team to plan new features
Analyze code and communicate detailed reviews to development teams to ensure a marked improvement in applications and the timely completion of projects.
Implement integrations requested by customers
Deploy updates and fixes
Collaborate with team members to improve the company’s engineering tools, systems and procedures.
Handle Management and end user communication
Signals
Skill
—
—
Alias
full-stack-engineer
1.00
KRA
flutter-developer
0.63
Post-classification
Centroidupdated · n=677
Alias collision log—
New-role queue—
New skills captured1
New KRA captured—
Captured for admin review
Quality Assurance
primary
↔
Fullstack Developer
pending
Status:
completed
Created: 2026-05-27T16:23:23.822275Z
Updated: 2026-05-27T16:24:10.952711Z
API 3 duration: 5359 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 Aslug: 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.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped
Job description
Role – Lead Full Stack Engineer Educational Qualification:- Bachelor of Technology in Computer Science or related field Years of Experience: 8 - 12 Years Location: Bangalore Required Skills: Expertise in front end languages such as HTML, CSS and JavaScript.Expertise in User Interface frameworks such as Angular JS, React JS (Preferred).Expertise in server-side languages such as Powershell, Python, Java, .Net, NodeJS, C#Proficiency with database technology such as MySQL, Oracle and MongoDB.Experience in product development in one of the cloud platforms (Azure, AWS, Google Cloud)Good understanding of DevOps TechnologiesExposure to Test Driven DevelopmentExperience in integrating with Blockchain or AI/ML or IoT solutions will be an advantageHands on experience in writing and reviewing requirements, test plans and design documents.Exposure to Agile development MethodologiesGood understanding of OOPs Design principlesExposure to microservices application developmentGood problem-solving & analytical skillsGood Communication skills, verbal, written and listening skills Roles and Responsibilities Design, develop, and implement software solutionsSupport the entire application lifecycle (concept, design, test, release and support)Gather specific requirements and suggest solutionsLead quality assurance and testingCollaborate with Product development team to plan new featuresAnalyze code and communicate detailed reviews to development teams to ensure a marked improvement in applications and the timely completion of projects.Implement integrations requested by customersDeploy updates and fixesCollaborate with team members to improve the company’s engineering tools, systems and procedures.Handle Management and end user communication Terawe is an IT solutions and services form, based in Bellevue, WA USA, with offices in India, Australia, Canada and Ireland. We are focused on developing industry wide solutions on cloud infrastructure, productivity, data platforms and artificial intelligence across multiple verticals such as Retail, Education, Finance, Manufacturing and Healthcare, and work closely with several enterprise customers globally. https://www.terawe.com/
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Quality Assurance
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Quality Assurance | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleLead Full Stack Engineer
CompanyTerawe
Experience8 - 12 Years
DomainIT Services & Consulting
Location
Bangalore, India
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Terawe is an IT solutions",
"last_5_words": "enterprise customers globally."
},
"text": "Terawe is an IT solutions and services form, based in Bellevue, WA USA, with offices in India, Australia, Canada and Ireland. We are focused on developing industry wide solutions on cloud infrastructure, productivity, data platforms and artificial intelligence across multiple verticals such as Retail, Education, Finance, Manufacturing and Healthcare, and work closely with several enterprise customers globally.",
"word_count": 64
},
"certifications": [],
"company_name": "Terawe",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"IT Solutions",
"Technology Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelor of Technology in Computer Science or related field",
"requirement": "required"
}
],
"experience": {
"max": 12,
"min": 8,
"raw": "8 - 12 Years"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Lead Full Stack Engineer",
"role_aliases": [
"Full Stack Engineer",
"Lead Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Roles and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design, develop, and implement",
"last_5_words": "and end user communication"
},
"text": "Design, develop, and implement software solutions\nSupport the entire application lifecycle (concept, design, test, release and support)\nGather specific requirements and suggest solutions\nLead quality assurance and testing\nCollaborate with Product development team to plan new features\nAnalyze code and communicate detailed reviews to development teams to ensure a marked improvement in applications and the timely completion of projects.\nImplement integrations requested by customers\nDeploy updates and fixes\nCollaborate with team members to improve the company\u2019s engineering tools, systems and procedures.\nHandle Management and end user communication",
"word_count": 98
}
],
"urls": [
{
"type": "website",
"url": "https://www.terawe.com/"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Quality Assurance"
}
],
"jd_role": {
"display_name": "Lead Full Stack Engineer",
"rationale": null,
"role_aliases": [
"Full Stack Engineer",
"Lead Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Terawe is an IT solutions",
"last_5_words": "enterprise customers globally."
},
"text": "Terawe is an IT solutions and services form, based in Bellevue, WA USA, with offices in India, Australia, Canada and Ireland. We are focused on developing industry wide solutions on cloud infrastructure, productivity, data platforms and artificial intelligence across multiple verticals such as Retail, Education, Finance, Manufacturing and Healthcare, and work closely with several enterprise customers globally.",
"word_count": 64
},
"certifications": [],
"company_name": "Terawe",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"IT Solutions",
"Technology Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelor of Technology in Computer Science or related field",
"requirement": "required"
}
],
"experience": {
"max": 12,
"min": 8,
"raw": "8 - 12 Years"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Lead Full Stack Engineer",
"role_aliases": [
"Full Stack Engineer",
"Lead Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Roles and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design, develop, and implement",
"last_5_words": "and end user communication"
},
"text": "Design, develop, and implement software solutions\nSupport the entire application lifecycle (concept, design, test, release and support)\nGather specific requirements and suggest solutions\nLead quality assurance and testing\nCollaborate with Product development team to plan new features\nAnalyze code and communicate detailed reviews to development teams to ensure a marked improvement in applications and the timely completion of projects.\nImplement integrations requested by customers\nDeploy updates and fixes\nCollaborate with team members to improve the company\u2019s engineering tools, systems and procedures.\nHandle Management and end user communication",
"word_count": 98
}
],
"urls": [
{
"type": "website",
"url": "https://www.terawe.com/"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "ff4e0a60-fb90-43d7-a069-3058cf8d6432",
"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": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with Product development team to plan new features",
"similarity": 0.7056
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with team members to improve the company\u2019s engineering tools, systems and procedures.",
"similarity": 0.6123
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Design, develop, and implement software solutions",
"similarity": 0.5587
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.6255,
"slug": "flutter-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": "Collaborate with Product development team to plan new features",
"similarity": 0.6316
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Analyze code and communicate detailed reviews to development teams to ensure a marked improvement in applications and the timely completion of projects.",
"similarity": 0.5296
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Design, develop, and implement software solutions",
"similarity": 0.5224
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5612,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "integrate backend APIs",
"sentence": "Implement integrations requested by customers",
"similarity": 0.575
},
{
"kra_text": "maintain code quality",
"sentence": "Analyze code and communicate detailed reviews to development teams to ensure a marked improvement in applications and the timely completion of projects.",
"similarity": 0.5423
},
{
"kra_text": "handle permissions and device behaviors",
"sentence": "Handle Management and end user communication",
"similarity": 0.5372
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5515,
"slug": "react-native-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 team members to improve the company\u2019s engineering tools, systems and procedures.",
"similarity": 0.6056
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Analyze code and communicate detailed reviews to development teams to ensure a marked improvement in applications and the timely completion of projects.",
"similarity": 0.5584
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Collaborate with Product development team to plan new features",
"similarity": 0.4836
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5492,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with Product development team to plan new features",
"similarity": 0.5802
},
{
"kra_text": "code review and refactoring",
"sentence": "Analyze code and communicate detailed reviews to development teams to ensure a marked improvement in applications and the timely completion of projects.",
"similarity": 0.547
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with team members to improve the company\u2019s engineering tools, systems and procedures.",
"similarity": 0.5034
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5435,
"slug": "angular-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": 677,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 19753,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Quality Assurance",
"status": "pending"
}
],
"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": "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": [],
"input_final_skills": [
"Quality Assurance"
],
"input_llm_skills": [
"Quality Assurance"
],
"new_aliases_persisted": 0,
"run_id": "ff4e0a60-fb90-43d7-a069-3058cf8d6432",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Quality Assurance",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "quality-assurance",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Quality Assurance"
]
}
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": "Quality Assurance",
"tag": "new"
}
],
"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": "ff4e0a60-fb90-43d7-a069-3058cf8d6432"
}