Pipeline run
92f898ac-590a-4df2-a76f-a8bcfffe8122
Pipeline LLM cost (USD)
API 1: $0.0084
API 2: $0.0000
API 3: $0.0000
Total: $0.0084
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, test, ship, and support production SaaS web app features in Python, with MySQL data work, AWS Lambda/ECS deployment, and unit-tested frontend pieces in JavaScript/HTML/CSS.
"developing, testing, shipping, and supporting production-quality SaaS based web applications"
Tech stack maturity
Modern Cloud Native
The skill set centers on AWS, Lambda, ECS, and unit testing alongside standard web and backend technologies, which aligns with a modern cloud-native stack.
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 (9)
Python
MySQL
AWS
AWS Lambda
ECS
JavaScript
HTML
CSS
Unit Testing
Skill cluster (5 dimension groups, role-scoped)
Cloud Platforms
AWS
AWS Lambda
Programming Languages
Python
JavaScript
CSS Architecture and Styling
CSS
Relational Data Modeling
MySQL
Cross-cutting / unaligned
ECS
HTML
Unit Testing
Show KRA description ↓
• 3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications
• Excellent knowledge of Python and related frameworks
• Experience with relational databases (MySQL)
• Experience with AWS services (Lambda, ECS)
• Experience developing unit tests
• Intermediate knowledge of Java Script, HTML, CSS and related web technologies
• Commitment to quality and the craft of software development
• Excellent communication and time management skills
• Strong analytical and problem-solving skills
• Passion for learning new things and the ability to do so quickly
• 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.
Signals
Skill
full-stack-engineer
0.67
Alias
frontend-engineer
1.00
KRA
angular-frontend-developer
0.44
Post-classification
Centroidupdated · n=371
Alias collision log—
New-role queue—
New skills captured0
New KRA capturedyes
Captured for admin review
R&R fragment (sim 0.00)
↔
Fullstack Developer
pending
• 3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications • Excellent knowledge of Python and related frameworks • Experience with relationa…
Status:
extract_from_jd_done
Created: 2026-05-27T15:04:01.839855Z
Updated: 2026-06-12T16:56:19.975860Z
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 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 their constituents together. We are on a mission to support our customers by 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 powering an unmatched Subscriber Network that uses 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 . Software Engineer The Software Engineer role at Granicus is for developers growing their technical and software development skills developing products in a SaaS based environment. They take on challenging technical tasks and consistently make significant contributions to all areas of the Granicus product suite. Software Engineers are proficient in multiple different technologies and gain on-the-job experience applying their knowledge and experience in improving the design and quality of our products. They understand the deployment process and support our applications in all environments. As they gain expertise they share their knowledge with the broader engineering team. Job Description • 3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications • Excellent knowledge of Python and related frameworks • Experience with relational databases (MySQL) • Experience with AWS services (Lambda, ECS) • Experience developing unit tests • Intermediate knowledge of Java Script, HTML, CSS and related web technologies • Commitment to quality and the craft of software development • Excellent communication and time management skills • Strong analytical and problem-solving skills • Passion for learning new things and the ability to do so quickly The process • Phone screen – Speak to one of our talented recruiters to ensure this could be a fit. • Assessment – Take a quick assessment (Don’t worry, we will prep you!) • Coding round - Checking on your python skillset. • Panel interview – 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! 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.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Python
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)
AWS
Primary
No API 2 row (run stopped after API 1 or history missing)
AWS Lambda
Primary
No API 2 row (run stopped after API 1 or history missing)
ECS
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)
HTML
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)
Unit Testing
Primary
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
CompanyGranicus
Experience3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications
DomainIT Services & Consulting
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Serving the People Who Serve",
"last_5_words": "change for communities around the globe."
},
"text": "Serving the People Who Serve the People\n\nGranicus is driven by the excitement of building, implementing, and maintaining technology that is transforming the Govtech industry by bringing governments and their constituents together. We are on a mission to support our customers by 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.\n\nOver the last 25 years, we have served 5,500 federal, state, and local government agencies and more than 300 million citizen subscribers powering an unmatched Subscriber Network that uses 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\u2014driving meaningful change for communities around the globe.",
"word_count": 211
},
"certifications": [],
"company_name": "Granicus",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"GovTech",
"SaaS"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 3,
"raw": "3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications"
},
"job_locations": [],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Web Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 10,
"heading": "Job Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 3+ years of experience developing,",
"last_5_words": "and the ability to do so quickly"
},
"text": "\u2022 3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications\n\u2022 Excellent knowledge of Python and related frameworks\n\u2022 Experience with relational databases (MySQL)\n\u2022 Experience with AWS services (Lambda, ECS)\n\u2022 Experience developing unit tests\n\u2022 Intermediate knowledge of Java Script, HTML, CSS and related web technologies\n\u2022 Commitment to quality and the craft of software development\n\u2022 Excellent communication and time management skills\n\u2022 Strong analytical and problem-solving skills\n\u2022 Passion for learning new things and the ability to do so quickly",
"word_count": 98
},
{
"bullet_count": 2,
"heading": "Security And Privacy Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Responsible for Granicus information",
"last_5_words": "in accordance with company policies."
},
"text": "\u2022 Responsible for Granicus information security by appropriately preserving the Confidentiality, Integrity, and Availability (CIA) of Granicus information assets in accordance with the company\u0027s information security program.\n\u2022 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.",
"word_count": 51
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Python"
},
{
"is_primary": true,
"skill_name": "MySQL"
},
{
"is_primary": true,
"skill_name": "AWS"
},
{
"is_primary": true,
"skill_name": "AWS Lambda"
},
{
"is_primary": true,
"skill_name": "ECS"
},
{
"is_primary": true,
"skill_name": "JavaScript"
},
{
"is_primary": true,
"skill_name": "HTML"
},
{
"is_primary": true,
"skill_name": "CSS"
},
{
"is_primary": true,
"skill_name": "Unit Testing"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_aliases": [
"Software Developer",
"SWE",
"Web Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Serving the People Who Serve",
"last_5_words": "change for communities around the globe."
},
"text": "Serving the People Who Serve the People\n\nGranicus is driven by the excitement of building, implementing, and maintaining technology that is transforming the Govtech industry by bringing governments and their constituents together. We are on a mission to support our customers by 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.\n\nOver the last 25 years, we have served 5,500 federal, state, and local government agencies and more than 300 million citizen subscribers powering an unmatched Subscriber Network that uses 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\u2014driving meaningful change for communities around the globe.",
"word_count": 211
},
"certifications": [],
"company_name": "Granicus",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"GovTech",
"SaaS"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 3,
"raw": "3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications"
},
"job_locations": [],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Web Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 10,
"heading": "Job Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 3+ years of experience developing,",
"last_5_words": "and the ability to do so quickly"
},
"text": "\u2022 3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications\n\u2022 Excellent knowledge of Python and related frameworks\n\u2022 Experience with relational databases (MySQL)\n\u2022 Experience with AWS services (Lambda, ECS)\n\u2022 Experience developing unit tests\n\u2022 Intermediate knowledge of Java Script, HTML, CSS and related web technologies\n\u2022 Commitment to quality and the craft of software development\n\u2022 Excellent communication and time management skills\n\u2022 Strong analytical and problem-solving skills\n\u2022 Passion for learning new things and the ability to do so quickly",
"word_count": 98
},
{
"bullet_count": 2,
"heading": "Security And Privacy Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Responsible for Granicus information",
"last_5_words": "in accordance with company policies."
},
"text": "\u2022 Responsible for Granicus information security by appropriately preserving the Confidentiality, Integrity, and Availability (CIA) of Granicus information assets in accordance with the company\u0027s information security program.\n\u2022 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.",
"word_count": 51
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "92f898ac-590a-4df2-a76f-a8bcfffe8122",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Commitment to quality and the craft of software development",
"similarity": 0.4961
},
{
"kra_text": "collaboration with design and QA",
"sentence": "3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications",
"similarity": 0.4155
},
{
"kra_text": "UI responsiveness and performance",
"sentence": "Intermediate knowledge of Java Script, HTML, CSS and related web technologies",
"similarity": 0.3958
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.4358,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Commitment to quality and the craft of software development",
"similarity": 0.6013
},
{
"kra_text": "integrate backend APIs",
"sentence": "3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications",
"similarity": 0.3673
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Intermediate knowledge of Java Script, HTML, CSS and related web technologies",
"similarity": 0.3301
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4329,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "coordinate execution and commitments",
"sentence": "Commitment to quality and the craft of software development",
"similarity": 0.4776
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Excellent communication and time management skills",
"similarity": 0.4236
},
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications",
"similarity": 0.367
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4227,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": [
{
"kra_text": "Reviews and enforces access control policies, privilege escalation procedures, role-based access control, and identity governance workflows.",
"sentence": "Responsible for Granicus information security by appropriately preserving the Confidentiality, Integrity, and Availability (CIA) of Granicus information assets in accordance with the company\u0027s information security program.",
"similarity": 0.4415
},
{
"kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
"sentence": "Commitment to quality and the craft of software development",
"similarity": 0.4322
},
{
"kra_text": "Reviews and enforces access control policies, privilege escalation procedures, role-based access control, and identity governance workflows.",
"sentence": "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.",
"similarity": 0.3861
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.4199,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Intermediate knowledge of Java Script, HTML, CSS and related web technologies",
"similarity": 0.4918
},
{
"kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
"sentence": "3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications",
"similarity": 0.4239
},
{
"kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
"sentence": "Commitment to quality and the craft of software development",
"similarity": 0.3242
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.4133,
"slug": "frontend-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 6,
"matched_skills": [
"AWS",
"AWS Lambda",
"CSS",
"JavaScript",
"MySQL",
"Python"
],
"role_id": 15,
"score": 0.6667,
"slug": "full-stack-engineer",
"total_count": 9
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"AWS",
"AWS Lambda",
"JavaScript",
"MySQL",
"Python"
],
"role_id": 1,
"score": 0.5556,
"slug": "backend-engineer",
"total_count": 9
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"CSS",
"JavaScript",
"MySQL",
"Python"
],
"role_id": 435,
"score": 0.4444,
"slug": "fullstack-developer",
"total_count": 9
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"AWS",
"AWS Lambda",
"JavaScript",
"MySQL"
],
"role_id": 82,
"score": 0.4444,
"slug": "node-backend-developer",
"total_count": 9
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"AWS",
"AWS Lambda",
"MySQL",
"Python"
],
"role_id": 80,
"score": 0.4444,
"slug": "python-backend-developer",
"total_count": 9
}
]
},
"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": 0.89,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.89,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Full-stack web application development",
"Backend development with Python",
"Frontend web development",
"Cloud application deployment on AWS",
"Database-driven application development",
"Software testing and quality"
],
"matched_kras": [
"developing, testing, shipping, and supporting production-quality SaaS based web applications",
"Experience developing unit tests",
"Responsible for Granicus information security",
"Responsible for ensuring the data privacy of our employees and customers"
],
"matched_skills": [
"Python",
"relational databases",
"MySQL",
"AWS",
"Lambda",
"ECS",
"unit tests",
"Java Script",
"HTML",
"CSS",
"SaaS based web applications"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD is for a production SaaS web application engineer working across Python backend, JavaScript/HTML/CSS frontend, AWS, databases, and testing, which best matches a full-stack role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 371,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 843,
"r_and_r_preview": "\u2022 3+ years of experience developing, testing, shipping, and supporting production-quality SaaS based web applications\n\u2022 Excellent knowledge of Python and related frameworks\n\u2022 Experience with relationa",
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"status": "pending"
},
"new_skills_attached": [],
"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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