Pipeline run

309345d9-c6f6-4bf2-9b73-45f3c88cec7f

Pipeline LLM cost (USD)

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

Client output enrichment

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

Nature of work · DevOps / Automation / Infrastructure

Set up and run DevOps tooling and infrastructure, define release/test/support processes, review code and fix bugs, automate workflows, and track customer KPIs while coordinating stakeholders and hardening systems with vulnerability/risk controls.

""Defining and setting development, test, release, update, and support processes for DevOps operation""

Tech stack maturity

Mainstream Modern cache hit

A DevOps Engineer role centered on DevOps practices typically aligns with mainstream modern tooling and workflows rather than legacy or bleeding-edge stacks.

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 (6)

DevOps Automation IT Infrastructure Cybersecurity Vulnerability Assessment Risk Management

Skill cluster (2 dimension groups, role-scoped)

Infrastructure as Code

DevOps

Cross-cutting / unaligned

Automation IT Infrastructure Cybersecurity Vulnerability Assessment Risk Management

Show KRA description ↓

· Understanding customer requirements and project KPIs · Implementing various development, testing, automation tools, and IT infrastructure · Managing stakeholders and external interfaces · Setting up tools and required infrastructure. · Defining and setting development, test, release, update, and support processes for DevOps operation · Have the technical skill to review, verify, and validate the software code developed in the project. · Troubleshooting techniques and fixing the code bugs · Encouraging and building automated processes wherever possible · Identifying and deploying cybersecurity measures by continuously performing vulnerability assessment and risk management · Coordination and communication within the team and with customers Mentoring and guiding the team members · Monitoring and measuring customer experience and KPIs

Signals

Skill —

—

Alias devops-engineer

1.00

KRA devops-engineer

0.52

Status: extract_from_jd_done Created: 2026-05-18T21:01:28.955095Z Updated: 2026-05-18T21:01:28.955095Z

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

DevOps Engineer

Dev-Ops Engineer
Location – Remote (Preference – Hyderabad (India)
Salary – Will discuss and negotiate according to his skill and experience
Availability – Immediate (latest by 1st week of Mar’23)
Experience Level – 2 to 4 years mainly in Dev-Ops and Java
Sound knowledge of Java/J2EE
Ability to resolve issue within stipulated time

Job Description
·       Understanding customer requirements and project KPIs
·       Implementing various development, testing, automation tools, and IT infrastructure
·       Managing stakeholders and external interfaces
·       Setting up tools and required infrastructure.
·       Defining and setting development, test, release, update, and support processes for DevOps operation
·       Have the technical skill to review, verify, and validate the software code developed in the project.
·       Troubleshooting techniques and fixing the code bugs
·       Encouraging and building automated processes wherever possible
·       Identifying and deploying cybersecurity measures by continuously performing vulnerability assessment and risk management
·       Coordination and communication within the team and with customers
Mentoring and guiding the team members 
·       Monitoring and measuring customer experience and KPIs

Skills from this JD

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

DevOps Primary No API 2 row (run stopped after API 1 or history missing)

Automation Primary No API 2 row (run stopped after API 1 or history missing)

IT Infrastructure Primary No API 2 row (run stopped after API 1 or history missing)

Cybersecurity Primary No API 2 row (run stopped after API 1 or history missing)

Vulnerability Assessment Primary No API 2 row (run stopped after API 1 or history missing)

Risk Management 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

RoleDevOps Engineer

Experience2 to 4 years mainly in Dev-Ops and Java

DomainIT Services & Consulting

Location Hyderabad, India (remote)

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": 4,
    "min": 2,
    "raw": "2 to 4 years mainly in Dev-Ops and Java"
  },
  "job_locations": [
    {
      "aliases": [
        "Hyderabad, India"
      ],
      "city": "Hyderabad",
      "country": "India",
      "state": null,
      "work_mode": "remote"
    }
  ],
  "role": "DevOps Engineer",
  "role_archetype": "DevOps",
  "roles_and_responsibilities": [
    {
      "bullet_count": 11,
      "heading": "Job Description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Job Description \u00b7       Understanding customer",
        "last_5_words": "experience and KPIs"
      },
      "text": "\u00b7       Understanding customer requirements and project KPIs\n\u00b7       Implementing various development, testing, automation tools, and IT infrastructure\n\u00b7       Managing stakeholders and external interfaces\n\u00b7       Setting up tools and required infrastructure.\n\u00b7       Defining and setting development, test, release, update, and support processes for DevOps operation\n\u00b7       Have the technical skill to review, verify, and validate the software code developed in the project.\n\u00b7       Troubleshooting techniques and fixing the code bugs\n\u00b7       Encouraging and building automated processes wherever possible\n\u00b7       Identifying and deploying cybersecurity measures by continuously performing vulnerability assessment and risk management\n\u00b7       Coordination and communication within the team and with customers\nMentoring and guiding the team members\n\u00b7       Monitoring and measuring customer experience and KPIs",
      "word_count": 155
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "DevOps"
    },
    {
      "is_primary": true,
      "skill_name": "Automation"
    },
    {
      "is_primary": true,
      "skill_name": "IT Infrastructure"
    },
    {
      "is_primary": true,
      "skill_name": "Cybersecurity"
    },
    {
      "is_primary": true,
      "skill_name": "Vulnerability Assessment"
    },
    {
      "is_primary": true,
      "skill_name": "Risk Management"
    }
  ],
  "jd_role": {
    "display_name": "DevOps Engineer",
    "rationale": null,
    "role_archetype": "DevOps",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": 4,
      "min": 2,
      "raw": "2 to 4 years mainly in Dev-Ops and Java"
    },
    "job_locations": [
      {
        "aliases": [
          "Hyderabad, India"
        ],
        "city": "Hyderabad",
        "country": "India",
        "state": null,
        "work_mode": "remote"
      }
    ],
    "role": "DevOps Engineer",
    "role_archetype": "DevOps",
    "roles_and_responsibilities": [
      {
        "bullet_count": 11,
        "heading": "Job Description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Job Description \u00b7       Understanding customer",
          "last_5_words": "experience and KPIs"
        },
        "text": "\u00b7       Understanding customer requirements and project KPIs\n\u00b7       Implementing various development, testing, automation tools, and IT infrastructure\n\u00b7       Managing stakeholders and external interfaces\n\u00b7       Setting up tools and required infrastructure.\n\u00b7       Defining and setting development, test, release, update, and support processes for DevOps operation\n\u00b7       Have the technical skill to review, verify, and validate the software code developed in the project.\n\u00b7       Troubleshooting techniques and fixing the code bugs\n\u00b7       Encouraging and building automated processes wherever possible\n\u00b7       Identifying and deploying cybersecurity measures by continuously performing vulnerability assessment and risk management\n\u00b7       Coordination and communication within the team and with customers\nMentoring and guiding the team members\n\u00b7       Monitoring and measuring customer experience and KPIs",
        "word_count": 155
      }
    ],
    "urls": []
  },
  "run_id": null,
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 1.0,
        "slug": "devops-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.5217,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cybersecurity Engineer",
        "matched_count": null,
        "role_id": 5,
        "score": 0.5095,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.4316,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "matched_count": null,
        "role_id": 9,
        "score": 0.4154,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.3962,
        "slug": "android-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "F",
    "chosen_role": {
      "display_name": "DevOps Engineer",
      "matched_count": null,
      "role_id": 10,
      "score": 0.5217,
      "slug": "devops-engineer",
      "total_count": null
    },
    "confidence": 0.92,
    "llm2_fired": true,
    "llm2_reasoning": "The responsibilities focus on implementing and automating development, testing, release, and infrastructure management processes which align closely with a DevOps Engineer role.",
    "queued": false,
    "reasoning": "LLM2 picked devops-engineer (confidence 0.92)"
  },
  "stage5_updates": null
}

API 2 — extract-details

{}

API 3 — final-role-output

{}

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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