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Pipeline run

388f5e61-e135-4192-b22d-e868783a401d

Pipeline LLM cost (USD)
API 1: $0.0098 API 2: $0.0000 API 3: $0.0000 Total: $0.0098

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 · End-to-end feature delivery
Build and ship Ruby on Rails web app changes with test-driven practices, owning bug fixes/feature updates, unit and automated test coverage, and occasional documentation while collaborating in Agile Scrum and improving existing production systems.
"Develop bug fixes and feature changes for at least one application within the Granicus product suite"
Tech stack maturity
Mainstream Legacy
The skill set centers on Ruby on Rails, REST, relational databases, and core web technologies, which are well-established mainstream technologies rather than cloud-native 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 (20)
Test-Driven Development Agile Ruby Ruby on Rails MySQL PostgreSQL SQL Server HTML5 CSS JavaScript Unit Testing REST React Angular jQuery AWS Azure Accessibility RPC SDLC
Skill cluster (9 dimension groups, role-scoped)
Cloud Platforms
AWS Azure
Relational Data Modeling
MySQL PostgreSQL
UI Frameworks and Rendering
React Angular
API Design and Contracts
REST
CSS Architecture and Styling
CSS
Programming Languages
JavaScript
Web Application Frameworks
Ruby on Rails
Web UI & Integration Frameworks
jQuery
Cross-cutting / unaligned
Test-Driven Development Agile Ruby SQL Server HTML5 Unit Testing Accessibility RPC SDLC
Show KRA description ↓
• Learn about and uphold the Development team’s core values: Test-Driven Development, Collective Ownership, Agile Development, and Egoless Programming • Write high-quality software using test-focused practices • Be a core contributor to Granicus's automated testing suites • Develop bug fixes and feature changes for at least one application within the Granicus product suite • Collaborate with your Scrum team, the Development team, and the broader Product Organization • Be a participating member of the broader Granicus technology organization • 3+ years of experience developing, testing, shipping, and supporting production-quality web applications. • Strong knowledge of Ruby & Rails and related frameworks. • Experience with relational databases (MySQL, PostgreSQL, MS SQL). • Knowledge of HTML 5, CSS, Java Script. • Knowledge of at least one related web framework, i.e. React, Angular, jQuery, or others. • Experience developing unit tests. • Experience with AWS or Azure services is a plus. • Experience with Accessibility is a plus. • Familiarity with architecture styles/APIs (REST, RPC). • Commitment to quality and the craft of software development. • Understanding of Agile methodologies. • Develop documentation throughout the software development life cycle (SDLC). • Participate in requirements analysis. • Collaborate with internal teams to produce software design and architecture. • Write clean, scalable code. • Test and deploy applications and systems. • Revise, update, refactor and debug code. • Improve existing software. • Passion for learning new things. • Interest in being a part of an open, collaborative, and extraordinarily skilled software development team in which to grow their skills.

Signals

Skill full-stack-engineer
0.50
Alias
KRA flutter-developer
0.63

Post-classification

Centroidupdated · n=397
Alias collision log
New-role queue
New skills captured3
New KRA captured

Captured for admin review

Test-Driven Development primary Fullstack Developer pending
Accessibility Fullstack Developer pending
RPC Fullstack Developer pending
Status: extract_from_jd_done Created: 2026-05-27T15:13:11.675896Z Updated: 2026-06-12T16:46:19.759951Z
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

The Software Engineer 4 role at Granicus is for developers who are looking for a fun, supportive, and fast-paced environment to grow their skills and contribute code to production systems.

The Software Engineer 4 role will be expected to take on leadership roles in the maintenance of automation test suites, and they will be tasked to work on production code as well. All Granicus Software Engineers are expected to contribute to the broader Granicus technology organization in the deployment and support of these applications in higher environments.

What your impact will look like here:

• Learn about and uphold the Development team’s core values: Test-Driven Development, Collective Ownership, Agile Development, and Egoless Programming
• Write high-quality software using test-focused practices
• Be a core contributor to Granicus's automated testing suites
• Develop bug fixes and feature changes for at least one application within the Granicus product suite
• Collaborate with your Scrum team, the Development team, and the broader Product Organization
• Be a participating member of the broader Granicus technology organization


You will love this job if you have:

• 3+ years of experience developing, testing, shipping, and supporting production-quality web applications. 
• Strong knowledge of Ruby & Rails and related frameworks. 
• Experience with relational databases (MySQL, PostgreSQL, MS SQL). 
• Knowledge of HTML 5, CSS, Java Script. 
• Knowledge of at least one related web framework, i.e. React, Angular, jQuery, or others. 
• Experience developing unit tests. 
• Experience with AWS or Azure services is a plus. 
• Experience with Accessibility is a plus. 
• Familiarity with architecture styles/APIs (REST, RPC). 
• Commitment to quality and the craft of software development. 
• Understanding of Agile methodologies. 
• Develop documentation throughout the software development life cycle (SDLC). 
• Participate in requirements analysis. 
• Collaborate with internal teams to produce software design and architecture. 
• Write clean, scalable code. 
• Test and deploy applications and systems. 
• Revise, update, refactor and debug code. 
• Improve existing software. 
• Passion for learning new things. 
• Interest in being a part of an open, collaborative, and extraordinarily skilled software development team in which to grow their skills.


Don’t have all the skills/experience mentioned above? At Granicus, we are trying to build diverse, inclusive teams. We do not have degree requirements for most of our roles. If you don’t meet every requirement above, but are excited to learn more, we encourage you to apply. We might just be able to find another role that could be a perfect fit!

The Team

We area globally distributed workforce across the United States, Canada, United Kingdom, India, Armenia, Australia, and New Zealand.

The Culture

At Granicus, we are building a transparent, inclusive, and safe space for everyone who wants to be a part of our journey. A few culture highlights include –

• Employee Resource Groups to encourage diverse voices
• Coffee with Mark sessions – Our employees get to interact with our CEO on very important and sometimes difficult issues ranging from mental health to work life balance and current affairs. 
• Embracing diversity & fostering a culture of ideation, collaboration & meritocracy
• We bring in special guests from time to time to discuss issues that impact our employee population


The Company

Serving the People Who Serve the People

Granicus is driven by the excitement of building, implementing, and maintaining technology that is transforming the Govtech industry by bringing governments and its constituents together. We are on a mission to support our customers with meeting the needs of their communities and implementing our technology in ways that are equitable and inclusive. Granicus has consistently appeared on the GovTech 100 list over the past 5 years and has been recognized as the best companies to work on BuiltIn.

Over the last 25 years, we have served 5,500 federal, state, and local government agencies and more than 300 million citizen subscribers power an unmatched Subscriber Network that use our digital solutions to make the world a better place. With comprehensive cloud-based solutions for communications, government website design, meeting and agenda management software, records management, and digital services, Granicus empowers stronger relationships between government and residents across the U.S., U.K., Australia, New Zealand, and Canada. By simplifying interactions with residents, while disseminating critical information, Granicus brings governments closer to the people they serve—driving meaningful change for communities around the globe.

Want to know more? See more of what we do here .

The Impact

We are proud to serve dynamic organizations around the globe that use our digital solutions to make the world a better place — quite literally. We have so many powerful success stories that illustrate how our solutions are impacting the world. See more of our impact here .

The Process

• Assessment – Take a quick assessment. 
• Phone screen – Speak to one of our talented recruiters to ensure this could be a fit. 
• Coding – Take a quick coding test online. 
• Hiring Manager/Panel interview – Talk to the hiring manager so they can learn more about you and you about Granicus. Meet more members on the team! Learn more and share more. 
• Reference checks – Provide 2 references so we can hear about your awesomeness. 
• Verbal offer – Let’s talk numbers, benefits, culture and answer any questions. 
• Written offer – Sign a formal letter and get excited because we sure are!


Benefits At Granicus India

Along with the challenges of the job, Granicus offers employees an attractive benefits package which includes –

• Hospitalization Insurance Policy covering employees and their family members including parents
• All employees are covered under Personal Accident Insurance & Term Life Insurance policy
• All employees can avail annual health check facility
• Eligible for reimbursement of telephone and internet expenses
• Wellness Allowance to avail health club memberships and/or access to physical fitness centres
• Wellbeing Wednesdays which includes 1x global Unplug Day and 2x No Meeting Days every quarter
• Memberships for ‘meditation and mindfulness ‘ apps including on-demand mental health support 24/7
• Access to learning management system Say., Udemy Learning Premium account membership & many more
• Access to Rewards & recognition portal and quarterly recognition program


Security And Privacy Requirements

• Responsible for Granicus information security by appropriately preserving the Confidentiality, Integrity, and Availability (CIA) of Granicus information assets in accordance with the company's information security program. 
• Responsible for ensuring the data privacy of our employees and customers, their data, as well as taking all required privacy training in a timely manner, in accordance with company policies.


Granicus is committed to providing equal employment opportunities. All qualified applicants and employees will be considered for employment and advancement without regard to race, color, religion, creed, national origin, ancestry, sex, gender, gender identity, gender expression, physical or mental disability, age, genetic information, sexual or affectional orientation, marital status, status regarding public assistance, familial status, military or veteran status or any other status protected by applicable law.

Skills from this JD

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

Test-Driven Development Primary No API 2 row (run stopped after API 1 or history missing)
Agile Primary No API 2 row (run stopped after API 1 or history missing)
Ruby Primary No API 2 row (run stopped after API 1 or history missing)
Ruby on Rails Primary No API 2 row (run stopped after API 1 or history missing)
MySQL Primary No API 2 row (run stopped after API 1 or history missing)
PostgreSQL Primary No API 2 row (run stopped after API 1 or history missing)
SQL Server Primary No API 2 row (run stopped after API 1 or history missing)
HTML5 Primary No API 2 row (run stopped after API 1 or history missing)
CSS Primary No API 2 row (run stopped after API 1 or history missing)
JavaScript Primary No API 2 row (run stopped after API 1 or history missing)
React Secondary No API 2 row (run stopped after API 1 or history missing)
Angular Secondary No API 2 row (run stopped after API 1 or history missing)
jQuery Secondary No API 2 row (run stopped after API 1 or history missing)
Unit Testing Primary No API 2 row (run stopped after API 1 or history missing)
AWS Secondary No API 2 row (run stopped after API 1 or history missing)
Azure Secondary No API 2 row (run stopped after API 1 or history missing)
Accessibility Secondary No API 2 row (run stopped after API 1 or history missing)
REST Primary No API 2 row (run stopped after API 1 or history missing)
RPC Secondary No API 2 row (run stopped after API 1 or history missing)
SDLC 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
RoleSoftware Engineer 4
CompanyGranicus
Experience3+ years of experience developing, testing, shipping, and supporting production-quality web applications.
DomainIT Services & Consulting
Location United States (remote)
JD type pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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            "sentence": "Commitment to quality and the craft of software development.",
            "similarity": 0.4828
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5379,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate with internal teams to produce software design and architecture.",
            "similarity": 0.5744
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate with your Scrum team, the Development team, and the broader Product Organization",
            "similarity": 0.5057
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Test and deploy applications and systems.",
            "similarity": 0.5038
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.528,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "CSS",
          "JavaScript",
          "MySQL",
          "PostgreSQL",
          "REST",
          "Ruby on Rails"
        ],
        "role_id": 15,
        "score": 0.5,
        "slug": "full-stack-engineer",
        "total_count": 12
      },
      {
        "display_name": "Ruby Backend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "MySQL",
          "PostgreSQL",
          "REST",
          "Ruby",
          "Ruby on Rails",
          "SQL Server"
        ],
        "role_id": 85,
        "score": 0.5,
        "slug": "ruby-backend-developer",
        "total_count": 12
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "JavaScript",
          "MySQL",
          "PostgreSQL",
          "REST",
          "Ruby on Rails",
          "SQL Server"
        ],
        "role_id": 82,
        "score": 0.5,
        "slug": "node-backend-developer",
        "total_count": 12
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "JavaScript",
          "MySQL",
          "PostgreSQL",
          "REST",
          "Ruby on Rails",
          "SQL Server"
        ],
        "role_id": 1,
        "score": 0.5,
        "slug": "backend-engineer",
        "total_count": 12
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          "MySQL",
          "PostgreSQL",
          "REST",
          "Ruby on Rails",
          "SQL Server"
        ],
        "role_id": 80,
        "score": 0.4167,
        "slug": "python-backend-developer",
        "total_count": 12
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 0.91,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.91,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Test-driven software development",
      "Full-stack web application development",
      "Database-backed application engineering",
      "API and architecture collaboration",
      "Software quality, refactoring, and debugging",
      "Agile team collaboration",
      "Documentation across SDLC",
      "Accessibility-aware development"
    ],
    "matched_kras": [
      "Write high-quality software using test-focused practices",
      "Be a core contributor to automated testing suites",
      "Develop bug fixes and feature changes",
      "Collaborate with your Scrum team",
      "Participate in requirements analysis",
      "Collaborate to produce software design and architecture",
      "Write clean, scalable code",
      "Test and deploy applications and systems",
      "Revise, update, refactor and debug code",
      "Develop documentation throughout the SDLC"
    ],
    "matched_skills": [
      "Test-Driven Development",
      "Ruby",
      "Rails",
      "MySQL",
      "PostgreSQL",
      "MS SQL",
      "HTML 5",
      "CSS",
      "Java Script",
      "React",
      "Angular",
      "jQuery",
      "unit tests",
      "AWS",
      "Azure"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD centers on building and maintaining production web applications with Ruby on Rails, databases, frontend technologies, APIs, testing, and deployment, which best matches a full-stack engineering role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 397,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 13216,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Test-Driven Development",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 13217,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Accessibility",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 13218,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "RPC",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": 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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