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Pipeline run

a1ce5539-185a-44a3-8fbd-ab10d7fd2eec

Pipeline LLM cost (USD)
API 1: $0.0056 API 2: $0.0002 API 3: $0.0000 Total: $0.0058

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work
no_db_connection
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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 (5)
LinkedIn LinkedIn Sales Navigator Campaign Manager Google Analytics Microsoft Office
Skill cluster (0 dimension groups, role-scoped)
No dimension groups computed for this JD.
Show KRA description ↓
This is a full-time on-site role for a LinkedIn Lead Generation specialist. As part of the marketing team, you will be responsible for driving lead generation campaigns on LinkedIn to scale business growth. This includes identifying target audiences, researching and reaching out to leads, managing and monitoring campaigns, analyzing campaign performance, and constantly optimizing campaigns to improve results. • Bachelor's degree or higher in Marketing, Advertising, Business Administration or related field • Proven experience in running successful LinkedIn lead generation campaigns • Experience using LinkedIn Sales Navigator, Campaign Manager, advertising solutions, and analytics tools • Excellent knowledge of marketing techniques, campaign optimization, and lead generation methodologies • Strong analytical skills and ability to interpret large amounts of data to optimize campaigns • Strong written and verbal communication skills, with experience in crafting compelling messages for LinkedIn campaigns • Ability to work collaboratively in cross-functional teams and manage multiple projects simultaneously • Proficiency in Microsoft Office and Google Analytics

Signals

Skill
Alias
KRA flutter-developer
0.42
Status: completed Created: 2026-05-27T15:52:44.098733Z Updated: 2026-06-12T15:48:15.309734Z API 3 duration: 4906 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

LinkedIn Lead Generation specialist

CASE NEW

slug: linkedin-lead-generation-specialist · id: — · source: llm

No catalog signal for 'LinkedIn Lead Generation specialist': KRA top=0.42 (<0.45), skill top=0.00 (<0.20). Finalizing as new role; v3 enriches in background.

Resolution: human_review_required — role not in DB; role↔dimension links may be deferred.

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

Job description

Company Description
ITIO INNOVEX PVT. LTD. is a custom web and mobile app development company with a team of domestic and international skilled developers who have broad knowledge in a wide range of technologies and frameworks for web and app designing and development. They offer services such as web designing through several designing aspects like Photoshop, HTML, CSS, Bootstrap, Angular, Web development, E-commerce web development, Android app development, iOS app development, Xamarin development, Hybrid app development, digital marketing to enhance brand identity, and much more. The organization also believes in developing tailored software by understanding the needs of clients business. ITIO Innovex has established offices around the world, including Ghaziabad, Tampa, Florida, Indore, and Haryana.

Role Description
This is a full-time on-site role for a LinkedIn Lead Generation specialist. As part of the marketing team, you will be responsible for driving lead generation campaigns on LinkedIn to scale business growth. This includes identifying target audiences, researching and reaching out to leads, managing and monitoring campaigns, analyzing campaign performance, and constantly optimizing campaigns to improve results.

Qualifications
• Bachelor's degree or higher in Marketing, Advertising, Business Administration or related field
• Proven experience in running successful LinkedIn lead generation campaigns
• Experience using LinkedIn Sales Navigator, Campaign Manager, advertising solutions, and analytics tools
• Excellent knowledge of marketing techniques, campaign optimization, and lead generation methodologies
• Strong analytical skills and ability to interpret large amounts of data to optimize campaigns
• Strong written and verbal communication skills, with experience in crafting compelling messages for LinkedIn campaigns
• Ability to work collaboratively in cross-functional teams and manage multiple projects simultaneously
• Proficiency in Microsoft Office and Google Analytics

Skills from this JD

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

LinkedIn 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
Social Media Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
LinkedIn Sales Navigator 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
Sales Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Campaign Manager 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
Marketing Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Google Analytics 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
Analytics Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Microsoft Office Secondary 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
Productivity Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed LinkedIn | type=Social Media Platforms subtype=general nature=PLATFORM lifespan=EVERGREEN
canonical_skill_proposed LinkedIn Sales Navigator | type=Sales Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Campaign Manager | type=Marketing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Google Analytics | type=Analytics Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Microsoft Office | type=Productivity Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleLinkedIn Lead Generation specialist
CompanyITIO INNOVEX PVT. LTD.
DomainIT Services & Consulting
Location Ghaziabad, India (onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "ITIO INNOVEX PVT. LTD. is",
      "last_5_words": "Tampa, Florida, Indore, and Haryana."
    },
    "text": "ITIO INNOVEX PVT. LTD. is a custom web and mobile app development company with a team of domestic and international skilled developers who have broad knowledge in a wide range of technologies and frameworks for web and app designing and development. They offer services such as web designing through several designing aspects like Photoshop, HTML, CSS, Bootstrap, Angular, Web development, E-commerce web development, Android app development, iOS app development, Xamarin development, Hybrid app development, digital marketing to enhance brand identity, and much more. The organization also believes in developing tailored software by understanding the needs of clients business. ITIO Innovex has established offices around the world, including Ghaziabad, Tampa, Florida, Indore, and Haryana.",
    "word_count": 116
  },
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "Monitoring",
    "Analytics",
    "iOS",
    "Android",
    "Role",
    "Bootstrap",
    "Angular",
    "Navigator",
    "HTML",
    "CSS"
  ],
  "certifications": [],
  "company_name": "ITIO INNOVEX PVT. LTD.",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC/BA - Marketing / Advertising / Business Administration (or related)",
      "raw": "Bachelor\u0027s degree or higher in Marketing, Advertising, Business Administration or related field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [
    {
      "aliases": [
        "Ghaziyabad"
      ],
      "city": "Ghaziabad",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    },
    {
      "aliases": [],
      "city": "Tampa",
      "country": "USA",
      "state": "Florida",
      "work_mode": "onsite"
    },
    {
      "aliases": [],
      "city": "Indore",
      "country": "India",
      "state": "Madhya Pradesh",
      "work_mode": "onsite"
    },
    {
      "aliases": [],
      "city": "Haryana",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "LinkedIn Lead Generation specialist",
  "role_aliases": [
    "Lead Generation Specialist",
    "Marketing Specialist"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Role Description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "This is a full-time on-site",
        "last_5_words": "to improve results."
      },
      "text": "This is a full-time on-site role for a LinkedIn Lead Generation specialist. As part of the marketing team, you will be responsible for driving lead generation campaigns on LinkedIn to scale business growth. This includes identifying target audiences, researching and reaching out to leads, managing and monitoring campaigns, analyzing campaign performance, and constantly optimizing campaigns to improve results.",
      "word_count": 54
    },
    {
      "bullet_count": 8,
      "heading": "Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Bachelor\u0027s degree or higher",
        "last_5_words": "Office and Google Analytics"
      },
      "text": "\u2022 Bachelor\u0027s degree or higher in Marketing, Advertising, Business Administration or related field\n\u2022 Proven experience in running successful LinkedIn lead generation campaigns\n\u2022 Experience using LinkedIn Sales Navigator, Campaign Manager, advertising solutions, and analytics tools\n\u2022 Excellent knowledge of marketing techniques, campaign optimization, and lead generation methodologies\n\u2022 Strong analytical skills and ability to interpret large amounts of data to optimize campaigns\n\u2022 Strong written and verbal communication skills, with experience in crafting compelling messages for LinkedIn campaigns\n\u2022 Ability to work collaboratively in cross-functional teams and manage multiple projects simultaneously\n\u2022 Proficiency in Microsoft Office and Google Analytics",
      "word_count": 92
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "LinkedIn"
    },
    {
      "is_primary": true,
      "skill_name": "LinkedIn Sales Navigator"
    },
    {
      "is_primary": true,
      "skill_name": "Campaign Manager"
    },
    {
      "is_primary": true,
      "skill_name": "Google Analytics"
    },
    {
      "is_primary": false,
      "skill_name": "Microsoft Office"
    }
  ],
  "jd_role": {
    "display_name": "LinkedIn Lead Generation specialist",
    "rationale": null,
    "role_aliases": [
      "Lead Generation Specialist",
      "Marketing Specialist"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "ITIO INNOVEX PVT. LTD. is",
        "last_5_words": "Tampa, Florida, Indore, and Haryana."
      },
      "text": "ITIO INNOVEX PVT. LTD. is a custom web and mobile app development company with a team of domestic and international skilled developers who have broad knowledge in a wide range of technologies and frameworks for web and app designing and development. They offer services such as web designing through several designing aspects like Photoshop, HTML, CSS, Bootstrap, Angular, Web development, E-commerce web development, Android app development, iOS app development, Xamarin development, Hybrid app development, digital marketing to enhance brand identity, and much more. The organization also believes in developing tailored software by understanding the needs of clients business. ITIO Innovex has established offices around the world, including Ghaziabad, Tampa, Florida, Indore, and Haryana.",
      "word_count": 116
    },
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "Monitoring",
      "Analytics",
      "iOS",
      "Android",
      "Role",
      "Bootstrap",
      "Angular",
      "Navigator",
      "HTML",
      "CSS"
    ],
    "certifications": [],
    "company_name": "ITIO INNOVEX PVT. LTD.",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC/BA - Marketing / Advertising / Business Administration (or related)",
        "raw": "Bachelor\u0027s degree or higher in Marketing, Advertising, Business Administration or related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [
      {
        "aliases": [
          "Ghaziyabad"
        ],
        "city": "Ghaziabad",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      },
      {
        "aliases": [],
        "city": "Tampa",
        "country": "USA",
        "state": "Florida",
        "work_mode": "onsite"
      },
      {
        "aliases": [],
        "city": "Indore",
        "country": "India",
        "state": "Madhya Pradesh",
        "work_mode": "onsite"
      },
      {
        "aliases": [],
        "city": "Haryana",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      }
    ],
    "role": "LinkedIn Lead Generation specialist",
    "role_aliases": [
      "Lead Generation Specialist",
      "Marketing Specialist"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Role Description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "This is a full-time on-site",
          "last_5_words": "to improve results."
        },
        "text": "This is a full-time on-site role for a LinkedIn Lead Generation specialist. As part of the marketing team, you will be responsible for driving lead generation campaigns on LinkedIn to scale business growth. This includes identifying target audiences, researching and reaching out to leads, managing and monitoring campaigns, analyzing campaign performance, and constantly optimizing campaigns to improve results.",
        "word_count": 54
      },
      {
        "bullet_count": 8,
        "heading": "Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Bachelor\u0027s degree or higher",
          "last_5_words": "Office and Google Analytics"
        },
        "text": "\u2022 Bachelor\u0027s degree or higher in Marketing, Advertising, Business Administration or related field\n\u2022 Proven experience in running successful LinkedIn lead generation campaigns\n\u2022 Experience using LinkedIn Sales Navigator, Campaign Manager, advertising solutions, and analytics tools\n\u2022 Excellent knowledge of marketing techniques, campaign optimization, and lead generation methodologies\n\u2022 Strong analytical skills and ability to interpret large amounts of data to optimize campaigns\n\u2022 Strong written and verbal communication skills, with experience in crafting compelling messages for LinkedIn campaigns\n\u2022 Ability to work collaboratively in cross-functional teams and manage multiple projects simultaneously\n\u2022 Proficiency in Microsoft Office and Google Analytics",
        "word_count": 92
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "a1ce5539-185a-44a3-8fbd-ab10d7fd2eec",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Ability to work collaboratively in cross-functional teams and manage multiple projects simultaneously",
            "similarity": 0.5289
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "This includes identifying target audiences, researching and reaching out to leads, managing and monitoring campaigns, analyzing campaign performance, and constantly optimizing campaigns to improve results.",
            "similarity": 0.3799
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Strong analytical skills and ability to interpret large amounts of data to optimize campaigns",
            "similarity": 0.3638
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4242,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "Strong analytical skills and ability to interpret large amounts of data to optimize campaigns",
            "similarity": 0.4619
          },
          {
            "kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
            "sentence": "Experience using LinkedIn Sales Navigator, Campaign Manager, advertising solutions, and analytics tools",
            "similarity": 0.3773
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "This includes identifying target audiences, researching and reaching out to leads, managing and monitoring campaigns, analyzing campaign performance, and constantly optimizing campaigns to improve results.",
            "similarity": 0.3681
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.4024,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Ability to work collaboratively in cross-functional teams and manage multiple projects simultaneously",
            "similarity": 0.4286
          },
          {
            "kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
            "sentence": "Strong analytical skills and ability to interpret large amounts of data to optimize campaigns",
            "similarity": 0.3616
          },
          {
            "kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
            "sentence": "This includes identifying target audiences, researching and reaching out to leads, managing and monitoring campaigns, analyzing campaign performance, and constantly optimizing campaigns to improve results.",
            "similarity": 0.3498
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.38,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "Ability to work collaboratively in cross-functional teams and manage multiple projects simultaneously",
            "similarity": 0.4413
          },
          {
            "kra_text": "support hiring and onboarding",
            "sentence": "Experience using LinkedIn Sales Navigator, Campaign Manager, advertising solutions, and analytics tools",
            "similarity": 0.355
          },
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "As part of the marketing team, you will be responsible for driving lead generation campaigns on LinkedIn to scale business growth.",
            "similarity": 0.3344
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.3769,
        "slug": "engineering-manager",
        "total_count": null
      },
      {
        "display_name": "Sitecore Dev",
        "kra_matches": [
          {
            "kra_text": "personalization and targeting logic",
            "sentence": "Strong analytical skills and ability to interpret large amounts of data to optimize campaigns",
            "similarity": 0.376
          },
          {
            "kra_text": "personalization and targeting logic",
            "sentence": "Excellent knowledge of marketing techniques, campaign optimization, and lead generation methodologies",
            "similarity": 0.3598
          },
          {
            "kra_text": "personalization and targeting logic",
            "sentence": "This includes identifying target audiences, researching and reaching out to leads, managing and monitoring campaigns, analyzing campaign performance, and constantly optimizing campaigns to improve results.",
            "similarity": 0.3576
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 233,
        "score": 0.3645,
        "slug": "sitecore-dev",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "NEW",
    "chosen_role": {
      "display_name": "LinkedIn Lead Generation specialist",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": null,
      "score": 0.0,
      "slug": "linkedin-lead-generation-specialist",
      "total_count": null
    },
    "confidence": 0.0,
    "is_new_role": true,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": "LinkedIn Lead Generation specialist",
    "new_role_slug": "linkedin-lead-generation-specialist",
    "queued": false,
    "reasoning": "No catalog signal for \u0027LinkedIn Lead Generation specialist\u0027: KRA top=0.42 (\u003c0.45), skill top=0.00 (\u003c0.20). Finalizing as new role; v3 enriches in background.",
    "sub_role": null
  },
  "stage5_updates": null
}
API 2 — extract-details
{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "LinkedIn Lead Generation specialist",
    "id": null,
    "rationale": "No catalog signal for \u0027LinkedIn Lead Generation specialist\u0027: KRA top=0.42 (\u003c0.45), skill top=0.00 (\u003c0.20). Finalizing as new role; v3 enriches in background.",
    "role_archetype": "Engineering",
    "slug": "linkedin-lead-generation-specialist",
    "source": "llm"
  },
  "dimensions": [],
  "input_final_skills": [
    "LinkedIn",
    "LinkedIn Sales Navigator",
    "Campaign Manager",
    "Google Analytics",
    "Microsoft Office"
  ],
  "input_llm_skills": [
    "LinkedIn",
    "LinkedIn Sales Navigator",
    "Campaign Manager",
    "Google Analytics",
    "Microsoft Office"
  ],
  "new_aliases_persisted": 0,
  "run_id": "a1ce5539-185a-44a3-8fbd-ab10d7fd2eec",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "LinkedIn",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Social Media Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "linkedin",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "LinkedIn Sales Navigator",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Sales Tools",
          "skill_nature": "TOOL",
          "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": "linkedin-sales-navigator",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Campaign Manager",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Marketing Tools",
          "skill_nature": "TOOL",
          "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": "campaign-manager",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Google Analytics",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Analytics Tools",
          "skill_nature": "TOOL",
          "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": "google-analytics",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Microsoft Office",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Productivity Tools",
          "skill_nature": "TOOL",
          "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": "microsoft-office",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "LinkedIn",
    "LinkedIn Sales Navigator",
    "Campaign Manager",
    "Google Analytics",
    "Microsoft Office"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "LinkedIn Lead Generation specialist",
    "id": null,
    "rationale": "No catalog signal for \u0027LinkedIn Lead Generation specialist\u0027: KRA top=0.42 (\u003c0.45), skill top=0.00 (\u003c0.20). Finalizing as new role; v3 enriches in background.",
    "role_archetype": "Engineering",
    "slug": "linkedin-lead-generation-specialist",
    "source": "llm"
  },
  "chosen_role_resolution": "human_review_required",
  "final_input_skills": [
    {
      "skill": "LinkedIn",
      "tag": "new"
    },
    {
      "skill": "LinkedIn Sales Navigator",
      "tag": "new"
    },
    {
      "skill": "Campaign Manager",
      "tag": "new"
    },
    {
      "skill": "Google Analytics",
      "tag": "new"
    },
    {
      "skill": "Microsoft Office",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "a1ce5539-185a-44a3-8fbd-ab10d7fd2eec"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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