Pipeline run
d97a0427-f329-4062-ba77-f298bad0262d
Pipeline LLM cost (USD)
API 1: $0.0121
API 2: $0.0000
API 3: $0.0000
Total: $0.0121
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
OVERLAP · web-developer
role baseline loaded
sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· API and service implementation
Build and fix Ruby on Rails web app features, write unit and automated tests, and refactor/debug production code while collaborating in Agile Scrum. You’ll also help with requirements, design, documentation, and deployment across the product suite. Also includes front-end web markup and scripting work.
""Develop bug fixes and feature changes for at least one application within the Granicus product suite""
Tech stack maturity
Mainstream Modern
The stack centers on Ruby on Rails with traditional relational databases (MySQL, PostgreSQL, SQL Server) and unit testing, which is a mature, widely used but not bleeding-edge backend profile.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.40 / 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)
Ruby
Ruby on Rails
MySQL
PostgreSQL
SQL Server
HTML5
CSS
JavaScript
Unit Testing
Agile
React
Angular
jQuery
AWS
Azure
Accessibility
REST
RPC
SDLC
Documentation
Skill cluster (10 dimension groups, role-scoped)
Relational Database Design
MySQL
PostgreSQL
SQL Server
Cloud Platforms
AWS
Azure
API Design and Contracts
REST
Angular Component Model and Templates
Angular
Programming Languages
JavaScript
React Component Architecture
React
Styling and Responsive Layout
CSS
Web Application Frameworks
Ruby on Rails
Web UI & Integration Frameworks
jQuery
Cross-cutting / unaligned
Ruby
HTML5
Unit Testing
Agile
Accessibility
RPC
SDLC
Documentation
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
backend-engineer
1.00
KRA
flutter-developer
0.63
Post-classification
Centroidupdated · n=908
Alias collision log—
New-role queue—
New skills captured3
New KRA capturedyes
Captured for admin review
Accessibility
↔
Backend Developer
pending
RPC
↔
Backend Developer
pending
Documentation
↔
Backend Developer
pending
R&R fragment (sim 0.00)
↔
Backend Developer
pending
• 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 …
Status:
extract_from_jd_done
Created: 2026-05-27T15:22:21.258254Z
Updated: 2026-06-12T16:33:20.012797Z
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.
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
Secondary
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)
Agile
Primary
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)
Documentation
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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"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": 0.5745
},
{
"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": 0.5058
},
{
"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": 0.5039
}
],
"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": 5,
"matched_skills": [
"CSS",
"JavaScript",
"MySQL",
"PostgreSQL",
"Ruby on Rails"
],
"role_id": 15,
"score": 0.5,
"slug": "full-stack-engineer",
"total_count": 10
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"CSS",
"JavaScript",
"MySQL",
"PostgreSQL",
"Ruby on Rails"
],
"role_id": 435,
"score": 0.5,
"slug": "fullstack-developer",
"total_count": 10
},
{
"display_name": "Ruby Backend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"MySQL",
"PostgreSQL",
"Ruby",
"Ruby on Rails",
"SQL Server"
],
"role_id": 85,
"score": 0.5,
"slug": "ruby-backend-developer",
"total_count": 10
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"JavaScript",
"MySQL",
"PostgreSQL",
"Ruby on Rails",
"SQL Server"
],
"role_id": 82,
"score": 0.5,
"slug": "node-backend-developer",
"total_count": 10
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"JavaScript",
"MySQL",
"PostgreSQL",
"Ruby on Rails",
"SQL Server"
],
"role_id": 1,
"score": 0.5,
"slug": "backend-engineer",
"total_count": 10
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.9,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.9,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Web Application Development",
"Test-Driven Development",
"Automated Testing",
"Database-Backed Backend Engineering",
"API and Architecture Design",
"Agile Collaboration",
"SDLC Documentation",
"Quality and Maintainability"
],
"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",
"Improve existing software"
],
"matched_skills": [
"Ruby",
"Rails",
"MySQL",
"PostgreSQL",
"MS SQL",
"HTML 5",
"CSS",
"Java Script",
"React",
"Angular",
"jQuery",
"AWS",
"Azure",
"REST",
"RPC"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role ruby-backend-developer; The JD centers on Ruby on Rails web application development, testing, APIs, databases, and collaborative software delivery, which best matches a backend engineer role.",
"sub_role": {
"confidence": 0.99,
"display_name": "Ruby Backend Developer",
"reasoning": "The JD explicitly requires strong Ruby \u0026 Rails experience, making Ruby Backend Developer the clear match.",
"role_id": 85,
"slug": "ruby-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 908,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 956,
"r_and_r_preview": "\u2022 Learn about and uphold the Development team\u2019s core values: Test-Driven Development, Collective Ownership, Agile Development, and Egoless Programming\n\u2022 Write high-quality software using test-focused ",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": false,
"queue_id": 13962,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Accessibility",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 13963,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "RPC",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 13964,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Documentation",
"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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