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Pipeline run

dff6159d-9331-4a9a-8af9-a404b02ed3c6

Pipeline LLM cost (USD)
API 1: $0.0030 API 2: $0.0000 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
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 (3)
Product Lifecycle Management Market Research Competitive Analysis
Skill cluster (0 dimension groups, role-scoped)
No dimension groups computed for this JD.
Show KRA description ↓
New business requirement for individual who can formulate strategy and a go-to-market plan for a number of new and existing products within our growing portfolio. This role will also be responsible for driving product evaluations nationally to achieve a high conversion rate. Take ownership of assigned product range & support Marketing Department with the execution and implementation of strategic plans to drive growth and meet financial objectives. Support the Product Managers with the development and execution of product and clinical training programs. Support development and roll-out of appropriate marketing and sales tools needed to support India business activities including literature, patient collateral, advertising, trade show materials, customer education programs and workshops, etc. Build relationships with customers, end-users, distributors and other key partners necessary for the development and growth of the business. Identify, develop and launch new products that will drive sales and margin growth in India for assigned division. Liaise with the sales organization to communicate key drivers and objectives of portfolio, as well as provide product and pricing information. Assist Product Managers with Product lifecycle management to demonstrate SKU reduction and associated cost savings. Work collaboratively with key internal stakeholders to support the introduction of new products to market, including planning and execution of launches and campaigns. Support Market Research & Competitive Analysis activity as required.

Signals

Skill
Alias
KRA devops-engineer
0.33
Status: extract_from_jd_done Created: 2026-05-18T21:01:18.276411Z Updated: 2026-05-18T21:01:18.276411Z
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

No chosen role stored for this run.

Job description

Associate Product Manager

About Medline

Medline is America's largest privately held national manufacturer and distributor of health care supplies and services. Today, Medline manufactures and distributes more than 550,000 medical products, encompassing medical-surgical items and one of the largest textile lines in the industry. With 23 manufacturing sites across North America and over 25 joint venture manufacturing plants worldwide, along with 46 distribution centers in North America and 50 throughout the world, Medline posted $ 17+ billion sales last year. Medline is ranked #21 in Forbes 2020 list of America’s largest private companies and is ranked #9 in world’s largest medical device companies by “MDO” based on 2019 Revenues.

Medline Healthcare Industries Pvt. Ltd. is a Group company under Medline International Umbrella set up to run Medline business in India & South Asian nations in Indian subcontinent. This entity was set up in 2019 in Pune to start business for Medline products, as a start up, Business started with a small team & is now looking to add resources to drive business growth for coming years.

Why Join Medline
 A direct, full-time employment in a large, stable, rapidly growing and yet profitable company  No ill effects of recent downturn/recession.  First-rate compensation and benefits package.  Genuine individual growth potential in this new establishment.  Open door and highly ethical work culture, with due accountability. 
Position Purpose & Quantitative Dimensions
 New business requirement for individual who can formulate strategy and a go-to-market plan for a number of new and existing products within our growing portfolio. This role will also be responsible for driving product evaluations nationally to achieve a high conversion rate. 
Job Responsibility
 Take ownership of assigned product range & support Marketing Department with the execution and implementation of strategic plans to drive growth and meet financial objectives  Support the Product Managers with the development and execution of product and clinical training programs  Support development and roll-out of appropriate marketing and sales tools needed to support India business activities including literature, patient collateral, advertising, trade show materials, customer education programs and workshops, etc.  Build relationships with customers, end-users, distributors and other key partners necessary for the development and growth of the business  Identify, develop and launch new products that will drive sales and margin growth in India for assigned division  Identify, develop and launch new products that will drive sales and margin growth in India for assigned division  Liaise with the sales organization to communicate key drivers and objectives of portfolio, as well as provide product and pricing information  Assist Product Managers with Product lifecycle management to demonstrate SKU reduction and associated cost savings  Work collaboratively with key internal stakeholders to support the introduction of new products to market, including planning and execution of launches and campaigns  Work collaboratively with key internal stakeholders to support the introduction of new products to market, including planning and execution of launches and campaigns  Support Market Research & Competitive Analysis activity as required 
Skills And Experience And Qualification Required
 Graduate / Post Graduate in Life Sciences/ Phramacy/Healthcare with Management Course in Marketing  5+ years relevant Experience in Healthcare Marketing in Indian market, Exposure to Sales will be helpful  Strong analytical and computer skills (Advanced Excel, Word, Powerpoint, BI Tools).  Highly developed analytical and problem-solving skills with the ability to be assertive, take initiative and get the job done  Highly developed analytical and problem-solving skills with the ability to be assertive, take initiative and get the job done  Ability to communicate relevant messages to multiple audiences, including the ability to compose effective marketing copy for a variety of purposes and general business correspondence.

Skills from this JD

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

Product Lifecycle Management Primary No API 2 row (run stopped after API 1 or history missing)
Market Research Primary No API 2 row (run stopped after API 1 or history missing)
Competitive Analysis Primary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleAssociate Product Manager
CompanyMedline
Experience5+ years relevant Experience in Healthcare Marketing in Indian market
DomainHealthcare
Location Pune, India (null)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Medline is America\u0027s largest privately",
      "last_5_words": "by \u201cMDO\u201d based on 2019 Revenues."
    },
    "text": "Medline is America\u0027s largest privately held national manufacturer and distributor of health care supplies and services. Today, Medline manufactures and distributes more than 550,000 medical products, encompassing medical-surgical items and one of the largest textile lines in the industry. With 23 manufacturing sites across North America and over 25 joint venture manufacturing plants worldwide, along with 46 distribution centers in North America and 50 throughout the world, Medline posted $ 17+ billion sales last year. Medline is ranked #21 in Forbes 2020 list of America\u2019s largest private companies and is ranked #9 in world\u2019s largest medical device companies by \u201cMDO\u201d based on 2019 Revenues.",
    "word_count": 100
  },
  "certifications": [],
  "company_name": "Medline",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "HealthTech",
        "Medical Supplies"
      ],
      "domain": "Healthcare"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s - Life Sciences/ Pharmacy/Healthcare",
      "raw": "Graduate / Post Graduate in Life Sciences/ Phramacy/Healthcare with Management Course in Marketing",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "5+ years relevant Experience in Healthcare Marketing in Indian market"
  },
  "job_locations": [
    {
      "aliases": [
        "Puna"
      ],
      "city": "Pune",
      "country": "India",
      "state": "Maharashtra",
      "work_mode": "null"
    }
  ],
  "role": "Associate Product Manager",
  "role_archetype": "Product",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Position Purpose \u0026 Quantitative Dimensions",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "New business requirement for individual",
        "last_5_words": "achieve a high conversion rate."
      },
      "text": "New business requirement for individual who can formulate strategy and a go-to-market plan for a number of new and existing products within our growing portfolio. This role will also be responsible for driving product evaluations nationally to achieve a high conversion rate.",
      "word_count": 40
    },
    {
      "bullet_count": 0,
      "heading": "Job Responsibility",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Take ownership of assigned product",
        "last_5_words": "and Competitive Analysis activity as required."
      },
      "text": "Take ownership of assigned product range \u0026 support Marketing Department with the execution and implementation of strategic plans to drive growth and meet financial objectives. Support the Product Managers with the development and execution of product and clinical training programs. Support development and roll-out of appropriate marketing and sales tools needed to support India business activities including literature, patient collateral, advertising, trade show materials, customer education programs and workshops, etc. Build relationships with customers, end-users, distributors and other key partners necessary for the development and growth of the business. Identify, develop and launch new products that will drive sales and margin growth in India for assigned division. Liaise with the sales organization to communicate key drivers and objectives of portfolio, as well as provide product and pricing information. Assist Product Managers with Product lifecycle management to demonstrate SKU reduction and associated cost savings. Work collaboratively with key internal stakeholders to support the introduction of new products to market, including planning and execution of launches and campaigns. Support Market Research \u0026 Competitive Analysis activity as required.",
      "word_count": 227
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Product Lifecycle Management"
    },
    {
      "is_primary": true,
      "skill_name": "Market Research"
    },
    {
      "is_primary": true,
      "skill_name": "Competitive Analysis"
    }
  ],
  "jd_role": {
    "display_name": "Associate Product Manager",
    "rationale": null,
    "role_archetype": "Product",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Medline is America\u0027s largest privately",
        "last_5_words": "by \u201cMDO\u201d based on 2019 Revenues."
      },
      "text": "Medline is America\u0027s largest privately held national manufacturer and distributor of health care supplies and services. Today, Medline manufactures and distributes more than 550,000 medical products, encompassing medical-surgical items and one of the largest textile lines in the industry. With 23 manufacturing sites across North America and over 25 joint venture manufacturing plants worldwide, along with 46 distribution centers in North America and 50 throughout the world, Medline posted $ 17+ billion sales last year. Medline is ranked #21 in Forbes 2020 list of America\u2019s largest private companies and is ranked #9 in world\u2019s largest medical device companies by \u201cMDO\u201d based on 2019 Revenues.",
      "word_count": 100
    },
    "certifications": [],
    "company_name": "Medline",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "HealthTech",
          "Medical Supplies"
        ],
        "domain": "Healthcare"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Bachelor\u0027s - Life Sciences/ Pharmacy/Healthcare",
        "raw": "Graduate / Post Graduate in Life Sciences/ Phramacy/Healthcare with Management Course in Marketing",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 5,
      "raw": "5+ years relevant Experience in Healthcare Marketing in Indian market"
    },
    "job_locations": [
      {
        "aliases": [
          "Puna"
        ],
        "city": "Pune",
        "country": "India",
        "state": "Maharashtra",
        "work_mode": "null"
      }
    ],
    "role": "Associate Product Manager",
    "role_archetype": "Product",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Position Purpose \u0026 Quantitative Dimensions",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "New business requirement for individual",
          "last_5_words": "achieve a high conversion rate."
        },
        "text": "New business requirement for individual who can formulate strategy and a go-to-market plan for a number of new and existing products within our growing portfolio. This role will also be responsible for driving product evaluations nationally to achieve a high conversion rate.",
        "word_count": 40
      },
      {
        "bullet_count": 0,
        "heading": "Job Responsibility",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Take ownership of assigned product",
          "last_5_words": "and Competitive Analysis activity as required."
        },
        "text": "Take ownership of assigned product range \u0026 support Marketing Department with the execution and implementation of strategic plans to drive growth and meet financial objectives. Support the Product Managers with the development and execution of product and clinical training programs. Support development and roll-out of appropriate marketing and sales tools needed to support India business activities including literature, patient collateral, advertising, trade show materials, customer education programs and workshops, etc. Build relationships with customers, end-users, distributors and other key partners necessary for the development and growth of the business. Identify, develop and launch new products that will drive sales and margin growth in India for assigned division. Liaise with the sales organization to communicate key drivers and objectives of portfolio, as well as provide product and pricing information. Assist Product Managers with Product lifecycle management to demonstrate SKU reduction and associated cost savings. Work collaboratively with key internal stakeholders to support the introduction of new products to market, including planning and execution of launches and campaigns. Support Market Research \u0026 Competitive Analysis activity as required.",
        "word_count": 227
      }
    ],
    "urls": []
  },
  "run_id": null,
  "stage3_signals": {
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.3254,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Ios engineer",
        "matched_count": null,
        "role_id": 6,
        "score": 0.3202,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "ML Engineer",
        "matched_count": null,
        "role_id": 3,
        "score": 0.3113,
        "slug": "ml-engineer",
        "total_count": null
      },
      {
        "display_name": "Cybersecurity Engineer",
        "matched_count": null,
        "role_id": 5,
        "score": 0.3005,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "matched_count": null,
        "role_id": 11,
        "score": 0.2908,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "E",
    "chosen_role": null,
    "confidence": 0.0,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "queued": true,
    "reasoning": "low_kra: top KRA 0.33 \u003c 0.4"
  },
  "stage5_updates": null
}
API 2 — extract-details
{}
API 3 — final-role-output
{}

LLM Calls

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