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Pipeline run

dd76ac37-5481-4148-b4b8-99acf94d8501

Pipeline LLM cost (USD)
API 1: $0.0084 API 2: $0.0001 API 3: $0.0000 Total: $0.0085

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: role_baseline
Nature of work · End-to-end feature delivery
Build, test, deploy, and debug maintainable software; join requirements with stakeholders, shape scalable designs, and lead code reviews plus mentorship to improve system quality and performance.
"Design, develop, test, and deploy high-quality software solutions"
Tech stack maturity
Modern Cloud Native
This role is primarily a full-stack product engineering role for modern web stacks and cloud-based delivery, with AI tooling optional rather than central.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 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 (1)
Software Development
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Software Development
Show KRA description ↓
• Software Development • Design, develop, test, and deploy high-quality software solutions in alignment with business requirements. • Write clean, maintainable, and efficient code while adhering to best practices and coding standards. • Debug and resolve complex technical issues in a timely manner. • Technical Leadership • Provide mentorship and technical guidance to junior and mid-level developers. • Lead technical discussions, code reviews, and design sessions. • Stay abreast of emerging technologies and propose innovative solutions to improve our systems. • Architecture and Design • Collaborate with stakeholders to gather and analyze requirements and translate them into technical designs. • Architect scalable, secure, and maintainable software systems that meet performance and reliability standards. • Optimize system performance and ensuring solutions are future proof. • Collaboration and Communication • Work closely with cross-functional teams, including product management, UX/UI design, and QA, to deliver on project goals. • Clearly communicate technical concepts and solutions to non-technical stakeholders. • Contribute to and promote a culture of continuous learning and improvement within the team.

Signals

Skill
Alias
KRA full-stack-engineer
0.64

Post-classification

Centroidupdated · n=818
Alias collision log
New-role queue
New skills captured1
New KRA captured

Captured for admin review

Software Development primary Fullstack Developer pending
Status: completed Created: 2026-05-27T17:34:54.200531Z Updated: 2026-05-27T17:35:30.861831Z API 3 duration: 2734 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

Fullstack Developer

domain · Software Engineering CASE DOMAIN

slug: full-stack-engineer · id: 15 · source: db

Domain=Software Engineering; The JD describes broad end-to-end software development, architecture, debugging, and cross-functional delivery rather than a specialized frontend, backend, or mobile role.

Matched skills

software developmentdesigndeveloptestdeployclean, maintainable, and efficient codedebugtechnical leadershipcode reviewsarchitecture and designperformancereliabilitycross-functional teamsUX/UI designQA

Matched dimensions

End-to-End Software EngineeringTechnical Leadership and MentorshipSoftware Architecture and System DesignDebugging and Issue ResolutionCross-Functional CollaborationPerformance and Reliability OptimizationContinuous Improvement

Matched KRAs

Design, develop, test, and deploy high-quality software solutionsWrite clean, maintainable, and efficient codeDebug and resolve complex technical issuesProvide mentorship and technical guidanceLead technical discussions, code reviews, and design sessionsCollaborate with stakeholders to gather and analyze requirementsArchitect scalable, secure, and maintainable software systemsOptimize system performance and ensuring solutions are future proofWork closely with cross-functional teamsClearly communicate technical concepts and solutions

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

If you are looking for a career at a dynamic company with a people-first mindset and a deep culture of growth and autonomy, ACV is the right place for you! Competitive compensation packages and learning and development opportunities, ACV has what you need to advance to the next level in your career. We will continue to raise the bar every day by investing in our people and technology to help our customers succeed. We hire people who share our passion, bring innovative ideas to the table, and enjoy a collaborative atmosphere.

Who We Are

ACV is a technology company that has revolutionized how dealers buy and sell cars online. We are transforming the automotive industry. ACV Auctions Inc. (ACV), has applied innovation and user-designed, data driven applications and solutions. We are building the most trusted and efficient digital marketplace with data solutions for sourcing, selling and managing used vehicles with transparency and comprehensive insights that were once unimaginable. We are disruptors of the industry and we want you to join us on our journey. ACV’s network of brands includes ACV Auctions, ACV Transportation, ClearCar, MAX Digital and ACV Capital within its Marketplace Products, as well as, True360 and Data Services.

ACV Auctions is opening its new India Development Center in Chennai, India, and we’re looking for talented individuals to join our team. As we expand our platform, we’re offering a wide range of exciting opportunities across various roles. At ACV, we put people first and believe in the principles of trust and transparency. If you are looking for an opportunity to work with the best minds in the industry and solve unique business and technology problems? Look no further! Join us in shaping the future of the automotive marketplace!

 At ACV we focus on the Health, Physical, Financial, Social and Emotional Wellness of our Teammates and to support this we offer industry leading benefits and wellness programs.

What Are We Looking For

Our software engineering teams operate on a few common principles, working on interesting and challenging problems, enabling autonomy to develop and deploy the best solutions, and being surrounded by great engineers and a warm culture. These tenets allow our engineering teams to have a large business impact and product ownership, which is critical to ACV Auctions continual growth.

We are looking for a highly skilled and experienced Software Developer to join our dynamic development team. As a Developer, you will take ownership of designing, building, and optimizing robust and scalable software solutions. Your expertise and leadership will drive innovation, mentor junior developers, and contribute to the overall technical strategy of our organization. We value practical software experience in addition to a thorough understanding of computer science fundamentals. The technologies you are familiar with are less important to us than your ability to solve complex software problems, apply software engineering best practices, and work in a collaborative work environment.

Key Responsibilities

• Software Development 
• Design, develop, test, and deploy high-quality software solutions in alignment with business requirements. 
• Write clean, maintainable, and efficient code while adhering to best practices and coding standards. 
• Debug and resolve complex technical issues in a timely manner. 
• Technical Leadership 
• Provide mentorship and technical guidance to junior and mid-level developers. 
• Lead technical discussions, code reviews, and design sessions. 
• Stay abreast of emerging technologies and propose innovative solutions to improve our systems. 
• Architecture and Design 
• Collaborate with stakeholders to gather and analyze requirements and translate them into technical designs. 
• Architect scalable, secure, and maintainable software systems that meet performance and reliability standards. 
• Optimize system performance and ensuring solutions are future proof. 
• Collaboration and Communication 
• Work closely with cross-functional teams, including product management, UX/UI design, and QA, to deliver on project goals. 
• Clearly communicate technical concepts and solutions to non-technical stakeholders. 
• Contribute to and promote a culture of continuous learning and improvement within the team.


What You Will Need

• BS degree in Computer Science or a related technical discipline or equivalent practical experience. 
• 3+ years of experience with programming in at least one of the following: Blazor, C#. React-Native experience is considered a bonus. 
• Strong understanding of software architecture, design patterns, and development methodologies. 
• Experience with version control systems, automated testing, and CI / CD. 
• Experience with Agile or Scrum methodologies is a plus. 
• Proven ability to lead technical projects from conception to completion. 
• Excellent problem-solving skills and attention to detail. 
• Strong communication and interpersonal skills, with a collaborative mindset.


Our Values

Trust & Transparency | People First | Positive Experiences | Calm Persistence | Never Settling

At ACV, we are committed to an inclusive culture in which every individual is welcomed and empowered to celebrate their true selves. We achieve this by fostering a work environment of acceptance and understanding that is free from discrimination. ACV is committed to being an equal opportunity employer regardless of sex, race, creed, color, religion, marital status, national origin, age, pregnancy, sexual orientation, gender, gender identity, gender expression, genetic information, disability, military status, status as a veteran, or any other protected characteristic. We also consider qualified applicants regardless of criminal histories, consistent with legal requirements. If you have a disability or special need that requires reasonable accommodation, please let us know.

Apply Now

Skills from this JD

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

Software Development 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

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Software Development | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Developer
CompanyACV Auctions Inc.
Experience3+ years of experience with programming
DomainAutomotive & Mobility
Location Chennai, India (null)
JD type pass
Show raw JSON
{
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  "about_company": {
    "source_marker": {
      "first_5_words": "ACV is a technology company",
      "last_5_words": "and Data Services."
    },
    "text": "ACV is a technology company that has revolutionized how dealers buy and sell cars online. We are transforming the automotive industry. ACV Auctions Inc. (ACV), has applied innovation and user-designed, data driven applications and solutions. We are building the most trusted and efficient digital marketplace with data solutions for sourcing, selling and managing used vehicles with transparency and comprehensive insights that were once unimaginable. We are disruptors of the industry and we want you to join us on our journey. ACV\u2019s network of brands includes ACV Auctions, ACV Transportation, ClearCar, MAX Digital and ACV Capital within its Marketplace Products, as well as, True360 and Data Services.",
    "word_count": 84
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  "certifications": [],
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  },
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  "experience": {
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  "role_aliases": [
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 13,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Software Development \u2022 Design, develop,",
        "last_5_words": "learning and improvement within the team."
      },
      "text": "\u2022 Software Development \n\u2022 Design, develop, test, and deploy high-quality software solutions in alignment with business requirements. \n\u2022 Write clean, maintainable, and efficient code while adhering to best practices and coding standards. \n\u2022 Debug and resolve complex technical issues in a timely manner. \n\u2022 Technical Leadership \n\u2022 Provide mentorship and technical guidance to junior and mid-level developers. \n\u2022 Lead technical discussions, code reviews, and design sessions. \n\u2022 Stay abreast of emerging technologies and propose innovative solutions to improve our systems. \n\u2022 Architecture and Design \n\u2022 Collaborate with stakeholders to gather and analyze requirements and translate them into technical designs. \n\u2022 Architect scalable, secure, and maintainable software systems that meet performance and reliability standards. \n\u2022 Optimize system performance and ensuring solutions are future proof. \n\u2022 Collaboration and Communication \n\u2022 Work closely with cross-functional teams, including product management, UX/UI design, and QA, to deliver on project goals. \n\u2022 Clearly communicate technical concepts and solutions to non-technical stakeholders. \n\u2022 Contribute to and promote a culture of continuous learning and improvement within the team.",
      "word_count": 263
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Software Development"
    }
  ],
  "jd_role": {
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    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Developer",
      "Software Development Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "ACV is a technology company",
        "last_5_words": "and Data Services."
      },
      "text": "ACV is a technology company that has revolutionized how dealers buy and sell cars online. We are transforming the automotive industry. ACV Auctions Inc. (ACV), has applied innovation and user-designed, data driven applications and solutions. We are building the most trusted and efficient digital marketplace with data solutions for sourcing, selling and managing used vehicles with transparency and comprehensive insights that were once unimaginable. We are disruptors of the industry and we want you to join us on our journey. ACV\u2019s network of brands includes ACV Auctions, ACV Transportation, ClearCar, MAX Digital and ACV Capital within its Marketplace Products, as well as, True360 and Data Services.",
      "word_count": 84
    },
    "certifications": [],
    "company_name": "ACV Auctions Inc.",
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        },
        "text": "\u2022 Software Development \n\u2022 Design, develop, test, and deploy high-quality software solutions in alignment with business requirements. \n\u2022 Write clean, maintainable, and efficient code while adhering to best practices and coding standards. \n\u2022 Debug and resolve complex technical issues in a timely manner. \n\u2022 Technical Leadership \n\u2022 Provide mentorship and technical guidance to junior and mid-level developers. \n\u2022 Lead technical discussions, code reviews, and design sessions. \n\u2022 Stay abreast of emerging technologies and propose innovative solutions to improve our systems. \n\u2022 Architecture and Design \n\u2022 Collaborate with stakeholders to gather and analyze requirements and translate them into technical designs. \n\u2022 Architect scalable, secure, and maintainable software systems that meet performance and reliability standards. \n\u2022 Optimize system performance and ensuring solutions are future proof. \n\u2022 Collaboration and Communication \n\u2022 Work closely with cross-functional teams, including product management, UX/UI design, and QA, to deliver on project goals. \n\u2022 Clearly communicate technical concepts and solutions to non-technical stakeholders. \n\u2022 Contribute to and promote a culture of continuous learning and improvement within the team.",
        "word_count": 263
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "dd76ac37-5481-4148-b4b8-99acf94d8501",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
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        "display_name": "Fullstack Developer",
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          {
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            "sentence": "Debug and resolve complex technical issues in a timely manner.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.6386,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
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            "sentence": "Work closely with cross-functional teams, including product management, UX/UI design, and QA, to deliver on project goals.",
            "similarity": 0.6775
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Optimize system performance and ensuring solutions are future proof.",
            "similarity": 0.6315
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Collaborate with stakeholders to gather and analyze requirements and translate them into technical designs.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.6384,
        "slug": "flutter-developer",
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      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
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          },
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          },
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          },
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        ],
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      },
      {
        "display_name": "Frontend Developer",
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          },
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          },
          {
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
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    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
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    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
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      "reliability",
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      "UX/UI design",
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    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD describes broad end-to-end software development, architecture, debugging, and cross-functional delivery rather than a specialized frontend, backend, or mobile role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 818,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
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      }
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    "queue_entry_id": null,
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    "v3_role_slug": null,
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  }
}
API 2 — extract-details
{
  "alias_matches": [],
  "candidate_roles": [],
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    "id": 15,
    "rationale": "Domain=Software Engineering; The JD describes broad end-to-end software development, architecture, debugging, and cross-functional delivery rather than a specialized frontend, backend, or mobile role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Software Development"
  ],
  "input_llm_skills": [
    "Software Development"
  ],
  "new_aliases_persisted": 0,
  "run_id": "dd76ac37-5481-4148-b4b8-99acf94d8501",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Software Development",
      "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": [],
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        "merge_log": [],
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        "relationships": null,
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        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Software Development"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The JD describes broad end-to-end software development, architecture, debugging, and cross-functional delivery rather than a specialized frontend, backend, or mobile role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
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