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Pipeline run

e2a88dad-1060-4b61-95d9-8eb8515ea784

Pipeline LLM cost (USD)
API 1: $0.0038 API 2: $0.0000 API 3: $0.0000 Total: $0.0038

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Native UI feature development
Build and tune iOS app features in Swift/SwiftUI/UIKit, turning requirements into maintainable implementations, fixing bugs/performance issues, and reviewing code while coordinating with the team on releases and integrations.
"Design and build advanced applications for the iOS platform"
Tech stack maturity
Mainstream Modern cache hit
The listed iOS skills center on Swift, SwiftUI, UIKit, and common architectural patterns like MVC, MVVM, and VIPER, which are characteristic of widely adopted modern mobile development rather than legacy or bleeding-edge stacks.
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, Artificial Intelligence
Evidence — skills matched in JD (19)
Swift SwiftUI UIKit Storyboards MVC MVVM Viper Git Version Control Google Maps SDKs Push Notifications Cloud Messaging App Store Flutter React Native CI/CD Agile Scrum
Skill cluster (7 dimension groups, role-scoped)
App Architecture and Dependency Injection
MVC MVVM
UIKit and SwiftUI
SwiftUI UIKit
Background Execution and Lifecycle
Push Notifications
Cross-Platform Mobile UI Frameworks
React Native
Flutter UI Framework
Flutter
Swift and Objective-C
Swift
Cross-cutting / unaligned
Storyboards Viper Git Version Control Google Maps SDKs Cloud Messaging App Store CI/CD Agile Scrum
Show KRA description ↓
Design and build advanced applications for the iOS platform Collaborate with cross-functional teams to define and implement new features Translate functional and non-functional requirements into technical solutions Ensure the performance, quality, and responsiveness of applications Identify and correct bottlenecks and fix bugs Help maintain code quality, organization, and automation Mentor junior developers and provide code reviews Stay updated on the latest industry trends and technologies Strong proficiency in Swift, SwiftUI, UIKit, and Storyboards Good understanding of app architecture and design patterns (MVC, MVVM, Viper) Experience with Google Maps, social media SDKs, and analytics integrations Knowledge of push notifications and cloud messaging services Understanding of the App Store submission process Hands-on experience with Git and version control practices Familiarity with Flutter or React Native Exposure to mobile testing tools and CI/CD pipelines Working knowledge of Agile and Scrum methodologies Ability to lead small teams and guide less-experienced developers

Signals

Skill ios-engineer
0.26
Alias ios-engineer
0.64
KRA ios-engineer
0.53
Status: extract_from_jd_done Created: 2026-05-18T21:00:34.039341Z Updated: 2026-05-18T21:00:34.039341Z
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

Mid Level IOS Developer

Why you’ll be excited to work at Techjays: At Techjays, we are driving the future of artificial intelligence with a bold mission to empower businesses worldwide by helping them build AI solutions that transform industries. As an established leader in the AI space, we combine deep expertise with a collaborative, agile approach to deliver impactful technology that drives meaningful change. Our global team consists of professionals who have honed their skills at leading companies such as Google, Akamai, NetApp, ADP, Cognizant Consulting, and Capgemini. With engineering teams across the globe, we deliver tailored AI software and services to clients ranging from startups to large-scale enterprises. Be part of a company that’s pushing the boundaries of digital transformation. At Techjays, you’ll work on exciting projects that redefine industries, innovate with the latest technologies, and contribute to solutions that make a real-world impact. Join us on our journey to shape the future with AI. We are looking for a skilled and passionate iOS Developer with 3–5 years of experience to join our growing mobile team. You will be responsible for designing and developing advanced applications for the iOS platform, collaborating with cross-functional teams to define, design, and ship new features Job location: Coimbatore / Chennai (Hybrid) Experience: 3-5 years Roles & Responsibilities: Design and build advanced applications for the iOS platform Collaborate with cross-functional teams to define and implement new features Translate functional and non-functional requirements into technical solutions Ensure the performance, quality, and responsiveness of applications Identify and correct bottlenecks and fix bugs Help maintain code quality, organization, and automation Mentor junior developers and provide code reviews Stay updated on the latest industry trends and technologies Must-Have Skills: Strong proficiency in Swift, SwiftUI, UIKit, and Storyboards Good understanding of app architecture and design patterns (MVC, MVVM, Viper) Experience with Google Maps, social media SDKs, and analytics integrations Knowledge of push notifications and cloud messaging servicesUnderstanding of the App Store submission process Hands-on experience with Git and version control practices Nice-to-Have Skills: Familiarity with Flutter or React Native Exposure to mobile testing tools and CI/CD pipelines Working knowledge of Agile and Scrum methodologies Ability to lead small teams and guide less-experienced developers What we offer: Best in class packages Paid holidays and flexible paid time away Casual dress code & flexible working environment Work in an engaging, fast-paced environment with ample opportunities for professional development. Medical Insurance covering self & family up to 4 lakhs per person. Diverse and multicultural work environment Be part of an innovation-driven culture that provides the support and resources needed to succeed.

Skills from this JD

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

Swift Primary No API 2 row (run stopped after API 1 or history missing)
SwiftUI Primary No API 2 row (run stopped after API 1 or history missing)
UIKit Primary No API 2 row (run stopped after API 1 or history missing)
Storyboards Primary No API 2 row (run stopped after API 1 or history missing)
MVC Primary No API 2 row (run stopped after API 1 or history missing)
MVVM Primary No API 2 row (run stopped after API 1 or history missing)
Viper Primary No API 2 row (run stopped after API 1 or history missing)
Google Maps Secondary No API 2 row (run stopped after API 1 or history missing)
SDKs Secondary No API 2 row (run stopped after API 1 or history missing)
Push Notifications Secondary No API 2 row (run stopped after API 1 or history missing)
Cloud Messaging Secondary No API 2 row (run stopped after API 1 or history missing)
App Store Secondary No API 2 row (run stopped after API 1 or history missing)
Git Primary No API 2 row (run stopped after API 1 or history missing)
Version Control Primary No API 2 row (run stopped after API 1 or history missing)
Flutter Secondary No API 2 row (run stopped after API 1 or history missing)
React Native Secondary No API 2 row (run stopped after API 1 or history missing)
CI/CD Secondary No API 2 row (run stopped after API 1 or history missing)
Agile Secondary No API 2 row (run stopped after API 1 or history missing)
Scrum Secondary 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
RoleMid Level IOS Developer
CompanyTechjays
Experience3-5 years
DomainSoftware & SaaS Products
Location Coimbatore, India (hybrid)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "At Techjays, we are driving",
      "last_5_words": "shape the future with AI."
    },
    "text": "At Techjays, we are driving the future of artificial intelligence with a bold mission to empower businesses worldwide by helping them build AI solutions that transform industries. As an established leader in the AI space, we combine deep expertise with a collaborative, agile approach to deliver impactful technology that drives meaningful change. Our global team consists of professionals who have honed their skills at leading companies such as Google, Akamai, NetApp, ADP, Cognizant Consulting, and Capgemini. With engineering teams across the globe, we deliver tailored AI software and services to clients ranging from startups to large-scale enterprises. Be part of a company that\u2019s pushing the boundaries of digital transformation. At Techjays, you\u2019ll work on exciting projects that redefine industries, innovate with the latest technologies, and contribute to solutions that make a real-world impact. Join us on our journey to shape the future with AI.",
    "word_count": 139
  },
  "certifications": [],
  "company_name": "Techjays",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": 5,
    "min": 3,
    "raw": "3-5 years"
  },
  "job_locations": [
    {
      "aliases": [
        "Coimbatore, TN"
      ],
      "city": "Coimbatore",
      "country": "India",
      "state": null,
      "work_mode": "hybrid"
    },
    {
      "aliases": [
        "Chennai, TN"
      ],
      "city": "Chennai",
      "country": "India",
      "state": "Tamil Nadu",
      "work_mode": "hybrid"
    }
  ],
  "role": "Mid Level IOS Developer",
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Roles \u0026 Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Design and build advanced applications",
        "last_5_words": "latest industry trends and technologies"
      },
      "text": "Design and build advanced applications for the iOS platform\nCollaborate with cross-functional teams to define and implement new features\nTranslate functional and non-functional requirements into technical solutions\nEnsure the performance, quality, and responsiveness of applications\nIdentify and correct bottlenecks and fix bugs\nHelp maintain code quality, organization, and automation\nMentor junior developers and provide code reviews\nStay updated on the latest industry trends and technologies",
      "word_count": 81
    },
    {
      "bullet_count": 6,
      "heading": "Must-Have Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Strong proficiency in Swift, SwiftUI,",
        "last_5_words": "and version control practices"
      },
      "text": "Strong proficiency in Swift, SwiftUI, UIKit, and Storyboards\nGood understanding of app architecture and design patterns (MVC, MVVM, Viper)\nExperience with Google Maps, social media SDKs, and analytics integrations\nKnowledge of push notifications and cloud messaging services\nUnderstanding of the App Store submission process\nHands-on experience with Git and version control practices",
      "word_count": 66
    },
    {
      "bullet_count": 4,
      "heading": "Nice-to-Have Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Familiarity with Flutter or React",
        "last_5_words": "less-experienced developers"
      },
      "text": "Familiarity with Flutter or React Native\nExposure to mobile testing tools and CI/CD pipelines\nWorking knowledge of Agile and Scrum methodologies\nAbility to lead small teams and guide less-experienced developers",
      "word_count": 42
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Swift"
    },
    {
      "is_primary": true,
      "skill_name": "SwiftUI"
    },
    {
      "is_primary": true,
      "skill_name": "UIKit"
    },
    {
      "is_primary": true,
      "skill_name": "Storyboards"
    },
    {
      "is_primary": true,
      "skill_name": "MVC"
    },
    {
      "is_primary": true,
      "skill_name": "MVVM"
    },
    {
      "is_primary": true,
      "skill_name": "Viper"
    },
    {
      "is_primary": false,
      "skill_name": "Google Maps"
    },
    {
      "is_primary": false,
      "skill_name": "SDKs"
    },
    {
      "is_primary": false,
      "skill_name": "Push Notifications"
    },
    {
      "is_primary": false,
      "skill_name": "Cloud Messaging"
    },
    {
      "is_primary": false,
      "skill_name": "App Store"
    },
    {
      "is_primary": true,
      "skill_name": "Git"
    },
    {
      "is_primary": true,
      "skill_name": "Version Control"
    },
    {
      "is_primary": false,
      "skill_name": "Flutter"
    },
    {
      "is_primary": false,
      "skill_name": "React Native"
    },
    {
      "is_primary": false,
      "skill_name": "CI/CD"
    },
    {
      "is_primary": false,
      "skill_name": "Agile"
    },
    {
      "is_primary": false,
      "skill_name": "Scrum"
    }
  ],
  "jd_role": {
    "display_name": "Mid Level IOS Developer",
    "rationale": null,
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "At Techjays, we are driving",
        "last_5_words": "shape the future with AI."
      },
      "text": "At Techjays, we are driving the future of artificial intelligence with a bold mission to empower businesses worldwide by helping them build AI solutions that transform industries. As an established leader in the AI space, we combine deep expertise with a collaborative, agile approach to deliver impactful technology that drives meaningful change. Our global team consists of professionals who have honed their skills at leading companies such as Google, Akamai, NetApp, ADP, Cognizant Consulting, and Capgemini. With engineering teams across the globe, we deliver tailored AI software and services to clients ranging from startups to large-scale enterprises. Be part of a company that\u2019s pushing the boundaries of digital transformation. At Techjays, you\u2019ll work on exciting projects that redefine industries, innovate with the latest technologies, and contribute to solutions that make a real-world impact. Join us on our journey to shape the future with AI.",
      "word_count": 139
    },
    "certifications": [],
    "company_name": "Techjays",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": 5,
      "min": 3,
      "raw": "3-5 years"
    },
    "job_locations": [
      {
        "aliases": [
          "Coimbatore, TN"
        ],
        "city": "Coimbatore",
        "country": "India",
        "state": null,
        "work_mode": "hybrid"
      },
      {
        "aliases": [
          "Chennai, TN"
        ],
        "city": "Chennai",
        "country": "India",
        "state": "Tamil Nadu",
        "work_mode": "hybrid"
      }
    ],
    "role": "Mid Level IOS Developer",
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Roles \u0026 Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Design and build advanced applications",
          "last_5_words": "latest industry trends and technologies"
        },
        "text": "Design and build advanced applications for the iOS platform\nCollaborate with cross-functional teams to define and implement new features\nTranslate functional and non-functional requirements into technical solutions\nEnsure the performance, quality, and responsiveness of applications\nIdentify and correct bottlenecks and fix bugs\nHelp maintain code quality, organization, and automation\nMentor junior developers and provide code reviews\nStay updated on the latest industry trends and technologies",
        "word_count": 81
      },
      {
        "bullet_count": 6,
        "heading": "Must-Have Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Strong proficiency in Swift, SwiftUI,",
          "last_5_words": "and version control practices"
        },
        "text": "Strong proficiency in Swift, SwiftUI, UIKit, and Storyboards\nGood understanding of app architecture and design patterns (MVC, MVVM, Viper)\nExperience with Google Maps, social media SDKs, and analytics integrations\nKnowledge of push notifications and cloud messaging services\nUnderstanding of the App Store submission process\nHands-on experience with Git and version control practices",
        "word_count": 66
      },
      {
        "bullet_count": 4,
        "heading": "Nice-to-Have Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Familiarity with Flutter or React",
          "last_5_words": "less-experienced developers"
        },
        "text": "Familiarity with Flutter or React Native\nExposure to mobile testing tools and CI/CD pipelines\nWorking knowledge of Agile and Scrum methodologies\nAbility to lead small teams and guide less-experienced developers",
        "word_count": 42
      }
    ],
    "urls": []
  },
  "run_id": null,
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "Ios engineer",
        "matched_count": null,
        "role_id": 6,
        "score": 0.6364,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "matched_count": null,
        "role_id": 2,
        "score": 0.3846,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.3793,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Engineer",
        "matched_count": null,
        "role_id": 1,
        "score": 0.3571,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "matched_count": null,
        "role_id": 11,
        "score": 0.3529,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Ios engineer",
        "matched_count": null,
        "role_id": 6,
        "score": 0.528,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.4962,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "matched_count": null,
        "role_id": 11,
        "score": 0.4627,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      },
      {
        "display_name": "AR/VR Engineer",
        "matched_count": null,
        "role_id": 8,
        "score": 0.4225,
        "slug": "ar-vr-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.4025,
        "slug": "frontend-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Ios engineer",
        "matched_count": 5,
        "role_id": 6,
        "score": 0.2632,
        "slug": "ios-engineer",
        "total_count": 19
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "matched_count": 3,
        "role_id": 11,
        "score": 0.1579,
        "slug": "hybrid-mobile-developer",
        "total_count": 19
      },
      {
        "display_name": "Android Engineer",
        "matched_count": 2,
        "role_id": 4,
        "score": 0.1053,
        "slug": "android-engineer",
        "total_count": 19
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": 2,
        "role_id": 7,
        "score": 0.1053,
        "slug": "frontend-engineer",
        "total_count": 19
      }
    ],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Ios engineer",
      "matched_count": null,
      "role_id": 6,
      "score": 0.528,
      "slug": "ios-engineer",
      "total_count": null
    },
    "confidence": 0.528,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "queued": false,
    "reasoning": "All 3 signals top-rank ios-engineer"
  },
  "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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