Pipeline run

d2f8f067-6186-4353-a97f-0cf9944abeac

Pipeline LLM cost (USD)

API 1: $0.0028 API 2: $0.0002 API 3: $0.0000 Total: $0.0030

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · Scientific Research / Informatics

Work with team members and research clients to move scientific projects forward, while using informatics to solve research problems by documenting work, developing insights, and implementing solutions.

"To computationally solve scientific research & informatics problems through, documentation, developing insights and implementations."

Tech stack maturity

Mainstream Modern

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

0.20 / 5

· Title match

✓ Has AI skill

· AI skill (primary)

· AI skill (secondary)

· On AI team

· Builds AI products

vocab breakdown (legacy)

Assistants (×1): —

Frameworks (×2): —

Models / concepts (×3): AI

Evidence — skills matched in JD (3)

Scientific Research Informatics Documentation

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Scientific Research Informatics Documentation

Show KRA description ↓

To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research & informatics problems through, documentation, developing insights and implementations. You will be trained on the skills required to excel in the workplace as a part of our continuous learning programs.

Signals

Skill —

—

Alias data-scientist

1.00

KRA engineering-manager

0.35

Post-classification

Centroidupdated · n=9

Alias collision log—

New-role queue—

New skills captured3

New KRA capturedyes

Captured for admin review

Scientific Research primary ↔ Data Scientist pending

Informatics primary ↔ Data Scientist pending

Documentation ↔ Data Scientist pending

R&R fragment (sim 0.00) ↔ Data Scientist pending

Status: completed Created: 2026-05-27T15:48:33.962032Z Updated: 2026-06-12T15:55:48.867529Z API 3 duration: 3718 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

Data Scientist

CASE A

slug: data-scientist · id: 49 · source: db

Exact alias hit on data-scientist (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.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Job Description

Aristocrat IT Solutions Pvt Ltd is a futuristic Research oriented – AI & Deep Tech informatics IT Company, specializing in providing solutions in knowledge, Research informatics, intelligence and software development.

We are on a mission to help diversified Research industries and Researchers worldwide to provide Informatics and Technology Entrepreneurial solutions, data science analytics and computational insights.

We invite you to join the team of Aristocrat to have a new journey into the evolving future. This could be start of your new life to Evolve and contribute.

We are a global hybrid workforce enabled, friendly cultured, IT Organization.

Come let’s evolve the world.

Come Together to a journey to enrich your nobility.

WHAT CAN YOU EXPECT FROM ARISTOCRAT?
A high quality knowledge friendly environment with great colleagues who can coach you and support in your work success. Enhanced quality of life through continuous learning and fulfillment. Opportunity to grow, express creativity, coach others and evolve in your roles and responsibilities as days moves on.
Role Responsibilities /Job Description
To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research & informatics problems through, documentation, developing insights and implementations. You will be trained on the skills required to excel in the workplace as a part of our continuous learning programs.
Qualification
PhD / Master / Bachlors ONLY apply. (All subject/domains) People with extreme flair for personal development and achieving organizational goals can apply. Willingness for excellence is much expected. If you feel you can uplift and contribute through long term association with Aristocrat, all required skills will be extensively trained.
Compensation

Salary is not a constraint for the Right Candidate.

Age : 25 to 40

Interview Process: Apply now and Send your CV to

HR- Director

HR@AristocratITsolutions.com

(Mention the Position You are Applying)

Head Office address: (Direct walkin: Monday - Saturday 2pm-5pm)

Aristocrat IT Solutions Pvt Ltd.

A futuristic – Deep Tech informatics company

2A, No: 4, Sri Durga Enclave,

Natesan Avenue,

OMR, Karapakkam, adjacent to Arvind theatre,

Chennai – 97.

Requirements
Good working Laptop. Extremely good workstation.(if work is sought from home) High Speed internet. Webcam.(HD/4K).
Benefits
Extreme Learning and training environment. Continuous growth every 3 months financially & in Responsibilities. Compensation based on contribution value.
Requirements
Good working Laptop. Extremely good workstation.(if work is sought from home) High Speed internet. Webcam.(HD/4K).

Skills from this JD

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

Scientific Research Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Soft Skills
Sub-category: general
Skill nature: PRACTICE
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Informatics 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

Documentation 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: Soft Skills
Sub-category: general
Skill nature: PRACTICE
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Scientific Research \| type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed	Informatics \| type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed	Documentation \| type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR

nano JD Parser — gpt-4.1-nano click to toggle

RoleResearcher

CompanyAristocrat IT Solutions Pvt Ltd

ExperienceAge : 25 to 40

DomainIT Services & Consulting

Location Chennai, India (hybrid)

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Aristocrat IT Solutions Pvt Ltd",
      "last_5_words": "intelligence and software development."
    },
    "text": "Aristocrat IT Solutions Pvt Ltd is a futuristic Research oriented \u2013 AI \u0026 Deep Tech informatics IT Company, specializing in providing solutions in knowledge, Research informatics, intelligence and software development.",
    "word_count": 30
  },
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "Analytics",
    "Express",
    "Role",
    "roles",
    "goals"
  ],
  "certifications": [],
  "company_name": "Aristocrat IT Solutions Pvt Ltd",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Doctorate",
      "qualification": "PhD/Master/BTECH/BE - Any Discipline",
      "raw": "PhD / Master / Bachlors ONLY apply. (All subject/domains)",
      "requirement": "required"
    },
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Any Discipline",
      "raw": "PhD / Master / Bachlors ONLY apply. (All subject/domains)",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": "Age : 25 to 40"
  },
  "job_locations": [
    {
      "aliases": [
        "Chennai",
        "Madras"
      ],
      "city": "Chennai",
      "country": "India",
      "state": "Tamil Nadu",
      "work_mode": "hybrid"
    }
  ],
  "role": "Researcher",
  "role_aliases": [
    "Research Scientist",
    "Data Scientist",
    "AI Researcher"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Role Responsibilities /Job Description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "To Communicate and interact with",
        "last_5_words": "as a part of our"
      },
      "text": "To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research \u0026 informatics problems through, documentation, developing insights and implementations. You will be trained on the skills required to excel in the workplace as a part of our continuous learning programs.",
      "word_count": 54
    }
  ],
  "urls": [
    {
      "type": "other",
      "url": "HR@AristocratITsolutions.com"
    }
  ]
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Scientific Research"
    },
    {
      "is_primary": true,
      "skill_name": "Informatics"
    },
    {
      "is_primary": false,
      "skill_name": "Documentation"
    }
  ],
  "jd_role": {
    "display_name": "Researcher",
    "rationale": null,
    "role_aliases": [
      "Research Scientist",
      "Data Scientist",
      "AI Researcher"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Aristocrat IT Solutions Pvt Ltd",
        "last_5_words": "intelligence and software development."
      },
      "text": "Aristocrat IT Solutions Pvt Ltd is a futuristic Research oriented \u2013 AI \u0026 Deep Tech informatics IT Company, specializing in providing solutions in knowledge, Research informatics, intelligence and software development.",
      "word_count": 30
    },
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "Analytics",
      "Express",
      "Role",
      "roles",
      "goals"
    ],
    "certifications": [],
    "company_name": "Aristocrat IT Solutions Pvt Ltd",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Doctorate",
        "qualification": "PhD/Master/BTECH/BE - Any Discipline",
        "raw": "PhD / Master / Bachlors ONLY apply. (All subject/domains)",
        "requirement": "required"
      },
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Any Discipline",
        "raw": "PhD / Master / Bachlors ONLY apply. (All subject/domains)",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": "Age : 25 to 40"
    },
    "job_locations": [
      {
        "aliases": [
          "Chennai",
          "Madras"
        ],
        "city": "Chennai",
        "country": "India",
        "state": "Tamil Nadu",
        "work_mode": "hybrid"
      }
    ],
    "role": "Researcher",
    "role_aliases": [
      "Research Scientist",
      "Data Scientist",
      "AI Researcher"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Role Responsibilities /Job Description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "To Communicate and interact with",
          "last_5_words": "as a part of our"
        },
        "text": "To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research \u0026 informatics problems through, documentation, developing insights and implementations. You will be trained on the skills required to excel in the workplace as a part of our continuous learning programs.",
        "word_count": 54
      }
    ],
    "urls": [
      {
        "type": "other",
        "url": "HR@AristocratITsolutions.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "d2f8f067-6186-4353-a97f-0cf9944abeac",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Data Scientist",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 49,
        "score": 1.0,
        "slug": "data-scientist",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "coach performance and growth",
            "sentence": "You will be trained on the skills required to excel in the workplace as a part of our continuous learning programs.",
            "similarity": 0.3533
          },
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research \u0026 informatics problems through, documentation, developing insights and implementations.",
            "similarity": 0.3509
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.3521,
        "slug": "engineering-manager",
        "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": "To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research \u0026 informatics problems through, documentation, developing insights and implementations.",
            "similarity": 0.3798
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "You will be trained on the skills required to excel in the workplace as a part of our continuous learning programs.",
            "similarity": 0.2671
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.3235,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research \u0026 informatics problems through, documentation, developing insights and implementations.",
            "similarity": 0.4021
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "You will be trained on the skills required to excel in the workplace as a part of our continuous learning programs.",
            "similarity": 0.2405
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.3213,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "ML Engineer",
        "kra_matches": [
          {
            "kra_text": "Prepares, cleans, and transforms training datasets, manages feature stores, and builds feature engineering pipelines for model training.",
            "sentence": "To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research \u0026 informatics problems through, documentation, developing insights and implementations.",
            "similarity": 0.3338
          },
          {
            "kra_text": "Designs end-to-end ML training pipelines and model inference workflows using TensorFlow, PyTorch, or scikit-learn on cloud ML platforms.",
            "sentence": "You will be trained on the skills required to excel in the workplace as a part of our continuous learning programs.",
            "similarity": 0.3078
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 3,
        "score": 0.3208,
        "slug": "ml-engineer",
        "total_count": null
      },
      {
        "display_name": "MLOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
            "sentence": "To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research \u0026 informatics problems through, documentation, developing insights and implementations.",
            "similarity": 0.3228
          },
          {
            "kra_text": "Automates ML platform operations including scheduled retraining triggers, pipeline orchestration, evaluation workflows, and alerting configuration.",
            "sentence": "You will be trained on the skills required to excel in the workplace as a part of our continuous learning programs.",
            "similarity": 0.2956
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 16,
        "score": 0.3092,
        "slug": "ml-ops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Data Scientist",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 49,
      "score": 1.0,
      "slug": "data-scientist",
      "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 data-scientist (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 9,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1175,
      "r_and_r_preview": "To Communicate and interact with Team members and research clients to facilitate scientific progress. (you will be extensively coached on it) To computationally solve scientific research \u0026 informatics",
      "role_display_name": "Data Scientist",
      "role_slug": "data-scientist",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 16487,
        "role_display_name": "Data Scientist",
        "role_slug": "data-scientist",
        "skill_name": "Scientific Research",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 16488,
        "role_display_name": "Data Scientist",
        "role_slug": "data-scientist",
        "skill_name": "Informatics",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 16489,
        "role_display_name": "Data Scientist",
        "role_slug": "data-scientist",
        "skill_name": "Documentation",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Data Scientist",
    "id": 49,
    "rationale": "Exact alias hit on data-scientist (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "Engineering",
    "slug": "data-scientist",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Scientific Research",
    "Informatics",
    "Documentation"
  ],
  "input_llm_skills": [
    "Scientific Research",
    "Informatics",
    "Documentation"
  ],
  "new_aliases_persisted": 0,
  "run_id": "d2f8f067-6186-4353-a97f-0cf9944abeac",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Scientific Research",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "scientific-research",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Informatics",
      "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": "informatics",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Documentation",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "documentation",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Scientific Research",
    "Informatics",
    "Documentation"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Data Scientist",
    "id": 49,
    "rationale": "Exact alias hit on data-scientist (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "Engineering",
    "slug": "data-scientist",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Scientific Research",
      "tag": "new"
    },
    {
      "skill": "Informatics",
      "tag": "new"
    },
    {
      "skill": "Documentation",
      "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": "d2f8f067-6186-4353-a97f-0cf9944abeac"
}

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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