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Pipeline run

cebe87d6-fa91-4c02-96de-a4febf12af4f

Pipeline LLM cost (USD)
API 1: $0.0033 API 2: $0.0002 API 3: $0.0000 Total: $0.0035

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · API and service implementation
Leads a distributed team while building and maintaining enterprise services and B2B app customizations, quickly learning new products, solving complex issues, and improving delivery with automation and better engineering practices.
"Developing and maintaining services and enterprise applications"
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 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 (4)
Automation Enterprise Applications Source Code Infrastructure
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Automation Enterprise Applications Source Code Infrastructure
Show KRA description ↓
Lead projects with a fully distributed remote development team Upgrade quality of work produced by your subordinates by showing them, how to make it in better quality Developing and maintaining services and enterprise applications Improve efficiency through introducing automation & new tools Drive development/customizations of a large set of applications from our broad portfolio of B2B products Managing people or getting stuck on long meetings discussing roadmaps and priorities Stagnating on the same technology. You will be continuously expanding your knowledge and experience with new products. HR and recruitment Designing and implementing new product features in the most efficient, effective, and maintainable way Becoming the go-to expert on products to which you are assigned. Learning new products quickly and effectively when given access to user and developer documentation, knowledge base articles, source code, and infrastructure. Understand and interpret customer requests to suggest the best solution available and take responsibility for implementing the solution. Resolving complex technical issues Effort Estimation

Signals

Skill
Alias backend-engineer
1.00
KRA python-backend-developer
0.50

Post-classification

Centroidupdated · n=1726
Alias collision log
New-role queue
New skills captured4
New KRA capturedyes

Captured for admin review

Automation primary Backend Developer pending
Enterprise Applications primary Backend Developer pending
Source Code primary Backend Developer pending
Infrastructure primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

Lead projects with a fully distributed remote development team Upgrade quality of work produced by your subordinates by showing them, how to make it in better quality Developing and maintaining servic…

Status: completed Created: 2026-05-27T17:37:49.835684Z Updated: 2026-05-27T17:38:25.619333Z API 3 duration: 1781 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

Backend Developer

CASE A

slug: backend-engineer · id: 1 · source: db

Exact alias hit on backend-engineer (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.

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

Job description

Crossover is the world's #1 source of full-time remote jobs. Our clients offer top-tier pay for top-tier talent. We're recruiting this role for our client, IgniteTech. Have you got what it takes?

Are you the best C/C++ developer in your company? Do you enjoy working on complex B2B applications, yet manage to simplify your codes by utilizing cutting-edge technologies? If so, we invite you to join our unique team of top-notch talent. In this role, you will be taking ownership of the big feature releases, starting with getting requirements from the stakeholders to releasing the end product to customers in a fast-paced agile environment besides maintaining mission-critical enterprise applications. If you are passionate about leading the path to creating the greatest products with the best cloud technologies in our industry, we would love to hear from you.

At IgniteTech, we are reinventing the enterprise software industry. Our “Netflix for Enterprise Software” model is changing the game for how enterprises buy software, and a key element of our growth strategy is to drive great customer experiences across our broad and growing library of solutions.

What You Will Be Doing
Lead projects with a fully distributed remote development teamUpgrade quality of work produced by your subordinates by showing them, how to make it in better qualityDeveloping and maintaining services and enterprise applicationsImprove efficiency through introducing automation & new toolsDrive development/customizations of a large set of applications from our broad portfolio of B2B products
What You Won’t Be Doing
Managing people or getting stuck on long meetings discussing roadmaps and prioritiesStagnating on the same technology. You will be continuously expanding your knowledge and experience with new products.HR and recruitment
Senior Software Engineer Key Responsibilities
Designing and implementing new product features in the most efficient, effective, and maintainable wayBecoming the go-to expert on products to which you are assigned.Learning new products quickly and effectively when given access to user and developer documentation, knowledge base articles, source code, and infrastructure.Understand and interpret customer requests to suggest the best solution available and take responsibility for implementing the solution.Resolving complex technical issuesEffort Estimation 
Basic Requirements
A degree in computer science or relevant experience.3+ years of C++ coding experience.C1 level English proficiency and the ability to write with a professional tone.
Nice-to-have Requirements
Experience working with C#, Java, or PythonHands-on cloud development experience.Experience with leading a team.
About IgniteTech

If you want to work hard at a company where you can grow and be a part of a dynamic team, join IgniteTech!

Through our portfolio of leading enterprise software solutions, we ignite business performance for thousands of customers globally. We’re doing it in an entirely remote workplace that is focused on building teams of top talent and operating in a model that provides challenging opportunities and personal flexibility.

A career with IgniteTech is challenging and fast-paced. We are always looking for energetic and enthusiastic employees to join our world-class team.

We offer opportunities for personal contribution and promote career development. IgniteTech is an Affirmative Action, Equal Opportunity Employer that values the strength that diversity brings to the workplace.

There is so much to cover for this exciting role, and space here is limited. Hit the Apply button if you found this interesting and want to learn more. We look forward to meeting you!

Working with Crossover

This is a full-time (40 hours per week), long-term position. The position is immediately available and requires entering into an independent contractor agreement with Crossover. The compensation level for this role is $50 USD/hour, which equates to $100,000 USD/year assuming 40 hours per week and 50 weeks per year. The payment period is weekly. Consult www.crossover.com/help-and-faqs for more details on this topic.

What to expect next:
You will receive an email with a link to start your self-paced, online job application.Our hiring platform will guide you through a series of online “screening” assessments to check for basic job fit, job-related skills, and finally a few real-world job-specific assignments.
Important! If you do not receive an email from us:
First, emails may take up to 15 minutes to send, refresh and check again.Second, check your spam and junk folders for an email from Crossover.com, mark as “Not Spam” since you will receive other emails as well.Third, we will send to whatever email account you indicated on the Apply form - by default, that is the email address you use as your LinkedIn username and it might be different than the one you have already checked.If all else fails, just reset your password by visiting https://www.crossover.com/auth/reset-password if you already applied using LinkedIn EasyApply. Crossover Job Code: LJ-4723-IN-Chennai-SeniorSoftware.001

Skills from this JD

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

Automation 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
Enterprise Applications 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
Platforms
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Source Code 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
Development
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Infrastructure 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
Infrastructure Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Automation | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Enterprise Applications | type=Platforms subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Source Code | type=Development subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Infrastructure | type=Infrastructure Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Software Engineer
CompanyIgniteTech
Experience3+ years of C++ coding experience
CTC{'max': 100, 'min': 100, 'raw': '$100,000 USD/year', 'period': 'annual', 'currency': 'USD'}
DomainSoftware & SaaS Products
Location Chennai, India (remote)
JD type pass
Show raw JSON
{
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  "urls": [
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    },
    {
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      "url": "https://www.crossover.com/auth/reset-password"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
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      "skill_name": "Automation"
    },
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      "is_primary": true,
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  "nano_parsed": {
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        "word_count": 36
      },
      {
        "bullet_count": 6,
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        "heading_was_present": true,
        "source_marker": {
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        "word_count": 66
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    ],
    "urls": [
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      },
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        "url": "https://www.crossover.com/auth/reset-password"
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        "skill_name": "Source Code",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24621,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Infrastructure",
        "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": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Automation",
    "Enterprise Applications",
    "Source Code",
    "Infrastructure"
  ],
  "input_llm_skills": [
    "Automation",
    "Enterprise Applications",
    "Source Code",
    "Infrastructure"
  ],
  "new_aliases_persisted": 0,
  "run_id": "cebe87d6-fa91-4c02-96de-a4febf12af4f",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Automation",
      "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": "automation",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Enterprise Applications",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Platforms",
          "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": "enterprise-applications",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Source Code",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development",
          "skill_nature": "CONCEPT",
          "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": "source-code",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Infrastructure",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Infrastructure Tools",
          "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": "infrastructure",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Automation",
    "Enterprise Applications",
    "Source Code",
    "Infrastructure"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Automation",
      "tag": "new"
    },
    {
      "skill": "Enterprise Applications",
      "tag": "new"
    },
    {
      "skill": "Source Code",
      "tag": "new"
    },
    {
      "skill": "Infrastructure",
      "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": "cebe87d6-fa91-4c02-96de-a4febf12af4f"
}