Pipeline run
b1acafe1-fd33-4474-bef5-aae4fae8a7e2
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
- Define vision strategy and roadmap for products and solutions with the best-in-class platform capabilities and customer experience. - Manage all aspects of the product lifecycle management including…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Product Manager
CASE Aslug: product-manager · id: 115 · source: db
Exact alias hit on product-manager (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.
Job description
Company Description ClarityTTS is a global Travel SaaS provider offering innovative Travel Technology Solutions to airlines, GSAs, OTAs, TMCs, and travel agencies. As a pioneer in creating tech solutions for the travel industry, ClarityTTS aims to enhance business excellence through automation. With a global presence in five countries, including offices in Toronto, the US, the UK, India, and Sri Lanka, ClarityTTS is a preferred technology and distribution partner for major airlines and travel services. Roles & Responsibilities: - Define vision strategy and roadmap for products and solutions with the best-in-class platform capabilities and customer experience. - Manage all aspects of the product lifecycle management including product strategy development, customer/ needs, and requirements definition with high-level tech design/ platform capabilities, delivery, and support. - Develops and champions a product strategy, and roadmap for one or more platform product areas in support of the organization needs and future vision. - Managing the strategic roadmap and development plan that enables to deliver world-class customer experience. - Develops technical product specifications for the architecture of underlying platform components. - Setting the vision for the sequence and delivery of meaningful launch milestones that benefit their customers and the business in a measurable way. - Ensuring the understanding and communication of requirements throughout project - Removal of impediments and ensuring that the right product capability is delivered. - Provide regular reporting and analysis to senior management via several forums and dashboards. Candidate requirements: - Engineering degree in computer science or equivalent discipline highly desired - At least 10 years of relevant experience, in which minimum 10- 15 years of experience should be as a technical, operation & service management or similar profile in technical delivery environments (Preferably from the Travel industry) - Articulating a complex product strategy driven by customer and business value - Experience and understanding of agile techniques to deliver best in class enterprise software & services. - Proven record of accomplishment managing requirements and strategy for platform and API components as well as user facing products. - Experience in Full stack (PHP OR Mean Stack OR Mern Stack) - Articulating and understanding design choices surrounding software architectures in general - Working effectively with and leading multi-disciplinary teams and understanding how to contribute to all phases of the software development lifecycle. - Experience of communicating effectively at CXO level. - Ability to negotiate based on calculated decisions and alternative / interim solutions for customer requirements. - Ability to work autonomously in a highly demanding and often ambiguous environment, with strong attention to detail and exceptional organizational skills. - Proven ability to manage multiple, competing priorities simultaneously and ability to work in a fast -paced environment. - Troubleshoot issues and determine root cause - AWS exposure is good to have - Should be good in analysing, understanding and documenting the business processes
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- dashboards (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Dashboarding
- Confidence
- 0.80
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Dashboarding is a common requirement in BI/observability JDs and is supported by major vendors like Grafana, Power BI, and Tableau, indicating broad market adoption rather than a niche toolset.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 3485
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Backend Observability, Logging, and Diagnostics Catalog dimension db id 388
Library dimension (catalog)
Roles linked in library: Kotlin Backend Developer, Scala Backend Developer
-
Observability and Incident Response Catalog dimension db id 10
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Backend Observability, Logging, and Diagnostics
backend-observability-logging-and-diagnostics
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Observability and Incident Response
observability-and-incident-response
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| Dashboards | in_db |
Backend Observability, Logging, and Diagnostics
backend-observability-logging-and-diagnostics
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dashboards | in_db |
Observability and Incident Response
observability-and-incident-response
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Platform | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Product Lifecycle Management | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Product Strategy | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Roadmap | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Requirements Definition | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Technical Product Specifications | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "ClarityTTS is a global Travel",
"last_5_words": "and distribution partner for major"
},
"text": "ClarityTTS is a global Travel SaaS provider offering innovative Travel Technology Solutions to airlines, GSAs, OTAs, TMCs, and travel agencies. As a pioneer in creating tech solutions for the travel industry, ClarityTTS aims to enhance business excellence through automation. With a global presence in five countries, including offices in Toronto, the US, the UK, India, and Sri Lanka, ClarityTTS is a preferred technology and distribution partner for major airlines and travel services.",
"word_count": 64
},
"archetype_override_applied": true,
"archetype_override_reason": "tech-adjacent title + tech-context body",
"certifications": [],
"company_name": "ClarityTTS",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Travel Technology Solutions",
"SaaS"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or equivalent)",
"raw": "Engineering degree in computer science or equivalent discipline highly desired",
"requirement": "preferred"
}
],
"experience": {
"max": 15,
"min": 10,
"raw": "At least 10 years of relevant experience, in which minimum 10-15 years of experience should be as a technical, operation \u0026 service management or similar profile in technical delivery environments"
},
"job_locations": [
{
"aliases": [
"Toronto, ON"
],
"city": "Toronto",
"country": "Canada",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": null,
"country": "United States",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": null,
"country": "United Kingdom",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": null,
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": null,
"country": "Sri Lanka",
"state": null,
"work_mode": null
}
],
"role": "Product Manager",
"role_aliases": [
"Product Owner",
"Product Lead",
"Product Strategist"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Define vision strategy and roadmap",
"last_5_words": "and analysis to senior management"
},
"text": "- Define vision strategy and roadmap for products and solutions with the best-in-class platform capabilities and customer experience.\n- Manage all aspects of the product lifecycle management including product strategy development, customer/ needs, and requirements definition with high-level tech design/ platform capabilities, delivery, and support.\n- Develops and champions a product strategy, and roadmap for one or more platform product areas in support of the organization needs and future vision.\n- Managing the strategic roadmap and development plan that enables to deliver world-class customer experience.\n- Develops technical product specifications for the architecture of underlying platform components.\n- Setting the vision for the sequence and delivery of meaningful launch milestones that benefit their customers and the business in a measurable way.\n- Ensuring the understanding and communication of requirements throughout project.\n- Removal of impediments and ensuring that the right product capability is delivered.\n- Provide regular reporting and analysis to senior management via several forums and dashboards.",
"word_count": 174
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Platform"
},
{
"is_primary": true,
"skill_name": "Product Lifecycle Management"
},
{
"is_primary": true,
"skill_name": "Product Strategy"
},
{
"is_primary": true,
"skill_name": "Roadmap"
},
{
"is_primary": true,
"skill_name": "Requirements Definition"
},
{
"is_primary": true,
"skill_name": "Technical Product Specifications"
},
{
"is_primary": false,
"skill_name": "Dashboards"
}
],
"jd_role": {
"display_name": "Product Manager",
"rationale": null,
"role_aliases": [
"Product Owner",
"Product Lead",
"Product Strategist"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "ClarityTTS is a global Travel",
"last_5_words": "and distribution partner for major"
},
"text": "ClarityTTS is a global Travel SaaS provider offering innovative Travel Technology Solutions to airlines, GSAs, OTAs, TMCs, and travel agencies. As a pioneer in creating tech solutions for the travel industry, ClarityTTS aims to enhance business excellence through automation. With a global presence in five countries, including offices in Toronto, the US, the UK, India, and Sri Lanka, ClarityTTS is a preferred technology and distribution partner for major airlines and travel services.",
"word_count": 64
},
"archetype_override_applied": true,
"archetype_override_reason": "tech-adjacent title + tech-context body",
"certifications": [],
"company_name": "ClarityTTS",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Travel Technology Solutions",
"SaaS"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or equivalent)",
"raw": "Engineering degree in computer science or equivalent discipline highly desired",
"requirement": "preferred"
}
],
"experience": {
"max": 15,
"min": 10,
"raw": "At least 10 years of relevant experience, in which minimum 10-15 years of experience should be as a technical, operation \u0026 service management or similar profile in technical delivery environments"
},
"job_locations": [
{
"aliases": [
"Toronto, ON"
],
"city": "Toronto",
"country": "Canada",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": null,
"country": "United States",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": null,
"country": "United Kingdom",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": null,
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": null,
"country": "Sri Lanka",
"state": null,
"work_mode": null
}
],
"role": "Product Manager",
"role_aliases": [
"Product Owner",
"Product Lead",
"Product Strategist"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Define vision strategy and roadmap",
"last_5_words": "and analysis to senior management"
},
"text": "- Define vision strategy and roadmap for products and solutions with the best-in-class platform capabilities and customer experience.\n- Manage all aspects of the product lifecycle management including product strategy development, customer/ needs, and requirements definition with high-level tech design/ platform capabilities, delivery, and support.\n- Develops and champions a product strategy, and roadmap for one or more platform product areas in support of the organization needs and future vision.\n- Managing the strategic roadmap and development plan that enables to deliver world-class customer experience.\n- Develops technical product specifications for the architecture of underlying platform components.\n- Setting the vision for the sequence and delivery of meaningful launch milestones that benefit their customers and the business in a measurable way.\n- Ensuring the understanding and communication of requirements throughout project.\n- Removal of impediments and ensuring that the right product capability is delivered.\n- Provide regular reporting and analysis to senior management via several forums and dashboards.",
"word_count": 174
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "b1acafe1-fd33-4474-bef5-aae4fae8a7e2",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Product Manager",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 115,
"score": 1.0,
"slug": "product-manager",
"total_count": null
}
],
"kra_match_roles": [
{
"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": "Manage all aspects of the product lifecycle management including product strategy development, customer/ needs, and requirements definition with high-level tech design/ platform capabilities, delivery, and support.",
"similarity": 0.5626
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Develops technical product specifications for the architecture of underlying platform components.",
"similarity": 0.5416
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Develops and champions a product strategy, and roadmap for one or more platform product areas in support of the organization needs and future vision.",
"similarity": 0.5091
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5378,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Manage all aspects of the product lifecycle management including product strategy development, customer/ needs, and requirements definition with high-level tech design/ platform capabilities, delivery, and support.",
"similarity": 0.537
},
{
"kra_text": "translate product and design requirements",
"sentence": "Ensuring the understanding and communication of requirements throughout project.",
"similarity": 0.5288
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Develops technical product specifications for the architecture of underlying platform components.",
"similarity": 0.4807
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5155,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "ML Engineer",
"kra_matches": [
{
"kra_text": "Translates product requirements into machine learning system specifications including feature definitions, model architecture choices, and success metric definitions.",
"sentence": "Develops technical product specifications for the architecture of underlying platform components.",
"similarity": 0.5807
},
{
"kra_text": "Translates product requirements into machine learning system specifications including feature definitions, model architecture choices, and success metric definitions.",
"sentence": "Manage all aspects of the product lifecycle management including product strategy development, customer/ needs, and requirements definition with high-level tech design/ platform capabilities, delivery, and support.",
"similarity": 0.5012
},
{
"kra_text": "Monitors production model behavior for data drift, concept drift, and prediction performance degradation using monitoring dashboards and alerting.",
"sentence": "Provide regular reporting and analysis to senior management via several forums and dashboards.",
"similarity": 0.4617
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 3,
"score": 0.5145,
"slug": "ml-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Develops technical product specifications for the architecture of underlying platform components.",
"similarity": 0.5286
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Manage all aspects of the product lifecycle management including product strategy development, customer/ needs, and requirements definition with high-level tech design/ platform capabilities, delivery, and support.",
"similarity": 0.5181
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Develops and champions a product strategy, and roadmap for one or more platform product areas in support of the organization needs and future vision.",
"similarity": 0.4743
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.507,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": [
{
"kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
"sentence": "Develops technical product specifications for the architecture of underlying platform components.",
"similarity": 0.5383
},
{
"kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
"sentence": "Manage all aspects of the product lifecycle management including product strategy development, customer/ needs, and requirements definition with high-level tech design/ platform capabilities, delivery, and support.",
"similarity": 0.4539
},
{
"kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
"sentence": "Develops and champions a product strategy, and roadmap for one or more platform product areas in support of the organization needs and future vision.",
"similarity": 0.4531
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.4818,
"slug": "cybersecurity-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Product Manager",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 115,
"score": 1.0,
"slug": "product-manager",
"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 product-manager (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 1,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 610,
"r_and_r_preview": "- Define vision strategy and roadmap for products and solutions with the best-in-class platform capabilities and customer experience.\n- Manage all aspects of the product lifecycle management including",
"role_display_name": "Product Manager",
"role_slug": "product-manager",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 9695,
"role_display_name": "Product Manager",
"role_slug": "product-manager",
"skill_name": "Platform",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9696,
"role_display_name": "Product Manager",
"role_slug": "product-manager",
"skill_name": "Product Lifecycle Management",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9697,
"role_display_name": "Product Manager",
"role_slug": "product-manager",
"skill_name": "Product Strategy",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9698,
"role_display_name": "Product Manager",
"role_slug": "product-manager",
"skill_name": "Roadmap",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9699,
"role_display_name": "Product Manager",
"role_slug": "product-manager",
"skill_name": "Requirements Definition",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9701,
"role_display_name": "Product Manager",
"role_slug": "product-manager",
"skill_name": "Technical Product Specifications",
"status": "pending"
}
],
"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": 3760,
"existing_alias_text": "dashboards",
"input_term": "Dashboards",
"matched_canonical": {
"category_id": 2,
"display_name": "dashboards",
"id": 2455,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "dashboards",
"sub_category_id": 3485,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
},
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Product Manager",
"id": 115,
"rationale": "Exact alias hit on product-manager (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "product-manager",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Backend Observability, Logging, and Diagnostics",
"id": 388,
"rationale": "Instrumentation and troubleshooting practices used to understand and improve backend service behavior in production and lower environments. This includes logs, metrics, traces, alerting, dashboards, structured logging, distributed tracing, health checks, and root-cause analysis using ecosystem-specific tools such as SLF4J, Logback, Micrometer, OpenTelemetry, Prometheus, Grafana, ILogger, Serilog, and Application Insights.",
"slug": "backend-observability-logging-and-diagnostics",
"source": "db"
},
"input_skill": "Dashboards",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Incident Response",
"id": 10,
"rationale": "Instrumentation and production troubleshooting practices used to keep backend services reliable. Includes logs, metrics, traces, alerting, dashboards, and incident diagnosis.",
"slug": "observability-and-incident-response",
"source": "db"
},
"input_skill": "Dashboards",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Platform",
"Product Lifecycle Management",
"Product Strategy",
"Roadmap",
"Requirements Definition",
"Technical Product Specifications",
"Dashboards"
],
"input_llm_skills": [
"Platform",
"Product Lifecycle Management",
"Product Strategy",
"Roadmap",
"Requirements Definition",
"Technical Product Specifications",
"Dashboards"
],
"new_aliases_persisted": 0,
"run_id": "b1acafe1-fd33-4474-bef5-aae4fae8a7e2",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Platform",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Cloud Platforms",
"skill_nature": "PLATFORM",
"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": "platform",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Product Lifecycle Management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
"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": "product-lifecycle-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Product Strategy",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
"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": "product-strategy",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Roadmap",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
"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": "roadmap",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Requirements Definition",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"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": "requirements-definition",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Technical Product Specifications",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"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": "technical-product-specifications",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "dashboards",
"alias_type": "CANONICAL",
"id": 3760,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 2,
"display_name": "dashboards",
"id": 2455,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "dashboards",
"sub_category_id": 3485,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Backend Observability, Logging, and Diagnostics",
"id": 388,
"rationale": "Instrumentation and troubleshooting practices used to understand and improve backend service behavior in production and lower environments. This includes logs, metrics, traces, alerting, dashboards, structured logging, distributed tracing, health checks, and root-cause analysis using ecosystem-specific tools such as SLF4J, Logback, Micrometer, OpenTelemetry, Prometheus, Grafana, ILogger, Serilog, and Application Insights.",
"slug": "backend-observability-logging-and-diagnostics",
"source": "db"
},
"input_skill": "Dashboards",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Incident Response",
"id": 10,
"rationale": "Instrumentation and production troubleshooting practices used to keep backend services reliable. Includes logs, metrics, traces, alerting, dashboards, and incident diagnosis.",
"slug": "observability-and-incident-response",
"source": "db"
},
"input_skill": "Dashboards",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Dashboards",
"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": [
"Platform",
"Product Lifecycle Management",
"Product Strategy",
"Roadmap",
"Requirements Definition",
"Technical Product Specifications"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Product Manager",
"id": 115,
"rationale": "Exact alias hit on product-manager (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "product-manager",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Platform",
"tag": "new"
},
{
"skill": "Product Lifecycle Management",
"tag": "new"
},
{
"skill": "Product Strategy",
"tag": "new"
},
{
"skill": "Roadmap",
"tag": "new"
},
{
"skill": "Requirements Definition",
"tag": "new"
},
{
"skill": "Technical Product Specifications",
"tag": "new"
},
{
"skill": "Dashboards",
"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": 115,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Backend Observability, Logging, and Diagnostics",
"id": 388,
"rationale": "Instrumentation and troubleshooting practices used to understand and improve backend service behavior in production and lower environments. This includes logs, metrics, traces, alerting, dashboards, structured logging, distributed tracing, health checks, and root-cause analysis using ecosystem-specific tools such as SLF4J, Logback, Micrometer, OpenTelemetry, Prometheus, Grafana, ILogger, Serilog, and Application Insights.",
"slug": "backend-observability-logging-and-diagnostics",
"source": "db"
},
"dimension_id": 388,
"input_skill": "Dashboards",
"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": [
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2455,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 115,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Incident Response",
"id": 10,
"rationale": "Instrumentation and production troubleshooting practices used to keep backend services reliable. Includes logs, metrics, traces, alerting, dashboards, and incident diagnosis.",
"slug": "observability-and-incident-response",
"source": "db"
},
"dimension_id": 10,
"input_skill": "Dashboards",
"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": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2455,
"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": "b1acafe1-fd33-4474-bef5-aae4fae8a7e2"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.