← Back to history

Pipeline run

b1acafe1-fd33-4474-bef5-aae4fae8a7e2

Pipeline LLM cost (USD)
API 1: $0.0033 API 2: $0.0003 API 3: $0.0000 Total: $0.0035

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Product Strategy & Roadmap
Own platform product strategy and roadmap, turning customer and business needs into requirements, technical specs, launch milestones, and delivery plans. Also remove blockers and report progress/analysis to senior management.
""Develops and champions a product strategy, and roadmap for one or more platform product areas""
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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):
Evidence — skills matched in JD (7)
Platform Product Lifecycle Management Product Strategy Roadmap Requirements Definition Technical Product Specifications Dashboards
Skill cluster (2 dimension groups, role-scoped)
Observability and Incident Response
Dashboards
Cross-cutting / unaligned
Platform Product Lifecycle Management Product Strategy Roadmap Requirements Definition Technical Product Specifications
Show KRA description ↓
- 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.

Signals

Skill
Alias product-manager
1.00
KRA full-stack-engineer
0.54

Post-classification

Centroidupdated · n=1
Alias collision log
New-role queue
New skills captured6
New KRA capturedyes

Captured for admin review

Platform primary Product Manager pending
Product Lifecycle Management primary Product Manager pending
Product Strategy primary Product Manager pending
Roadmap primary Product Manager pending
Requirements Definition primary Product Manager pending
Technical Product Specifications primary Product Manager pending
R&R fragment (sim 0.00) Product Manager pending

- 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…

Status: completed Created: 2026-05-27T14:33:04.561164Z Updated: 2026-06-12T17:35:18.214417Z API 3 duration: 12311 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

Product Manager

CASE A

slug: 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.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

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.

Platform 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Product Lifecycle Management 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Product Strategy 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Roadmap 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Requirements Definition 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
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Technical Product Specifications 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
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Dashboards Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: dashboards id=2455 · dashboards

Aliases — catalog

  • dashboards (CANONICAL) primary

Context tags (catalog)

BI tools Grafana KPI KPI tracking Looker Power BI Tableau UX design alerting analytics custom widgets dashboard design data aggregation data insights data sources data storytelling data visualization interactive dashboards metrics performance metrics performance tracking real-time analytics real-time monitoring reporting user interface

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
RoleProduct Manager
CompanyClarityTTS
ExperienceAt 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
DomainIT Services & Consulting
Location Toronto, Canada
JD type pass
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.

Loading…