Pipeline run
4862061a-ca5d-495d-ba17-198318a55458
Pipeline LLM cost (USD)
API 1: $0.0074
API 2: $0.0003
API 3: $0.0000
Total: $0.0077
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
sources · ai_index: jd · nature_of_work: no_kras · tech_stack_maturity: jd
Nature of work
no kras
Vague JD — no KRAs present to derive a specific nature of work.
Tech stack maturity
Mainstream Modern
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 (11)
Genesys PureCloud
REST API
IVR
Interaction Routing
WFM
Dialer
Scripter
Web Chat
Data DIP
Salesforce
Twilio
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Genesys PureCloud
REST API
IVR
Interaction Routing
WFM
Dialer
Scripter
Web Chat
Data DIP
Salesforce
Twilio
Signals
Skill
—
—
Alias
—
—
KRA
dotnet-backend-developer
0.40
Post-classification
Centroidupdated · n=8
Alias collision log—
New-role queue—
New skills captured9
New KRA captured—
Captured for admin review
Genesys PureCloud
primary
↔
Telecom Application Engineer
pending
REST API
primary
↔
Telecom Application Engineer
pending
IVR
primary
↔
Telecom Application Engineer
pending
Interaction Routing
primary
↔
Telecom Application Engineer
pending
WFM
primary
↔
Telecom Application Engineer
pending
Dialer
primary
↔
Telecom Application Engineer
pending
Scripter
primary
↔
Telecom Application Engineer
pending
Web Chat
↔
Telecom Application Engineer
pending
Data DIP
↔
Telecom Application Engineer
pending
Status:
completed
Created: 2026-05-27T17:40:13.197084Z
Updated: 2026-05-27T17:41:03.158657Z
API 3 duration: 2389 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
Telecom Application Engineer
domain · Other Specialty CASE DOMAINslug: telecom-application-engineer · id: 223 · source: db
Domain=Other Specialty; The JD is centered on Genesys PureCloud/contact-center application configuration, IVR, routing, WFM, dialer, integrations, and reporting, which best fits telecom/application engineering.
Matched skills
Genesys PureCloudWeb Services Integration3rd partyCustom ReportsRest APIIVRInteraction RoutingWFMDialerScripterSalesforceTwilioWeb ChatData DIP
Matched dimensions
Contact Center Platform ConfigurationTelephony / IVR SetupThird-Party System IntegrationReporting and API DevelopmentWorkforce Management SupportRouting and Dialer Configuration
Matched KRAs
Genesys PureCloud Enablement and ConfigurationHands on PureCloud Technology suite applicationsWeb Services Integration (3rd party)Custom Reports (Rest API)Configuration setupInteraction with 3rd Party
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
8
Skipped
Job description
Genesys PureCloud Enablement and Configuration Hands on PureCloud Technology suite applications. Development Web Services Integration (3rd party) Custom Reports (Rest API) Configuration setup IVR Interaction Routing WFM Dialer Scripter Genesys PureCloud Certifications Interaction with 3rd Party (Web Chat, Data DIP, Salesforce, Twillio etc) Employee Status : Full Time Employee Shift : Day Job Travel : No Job Posting : Jul 26 2022 About Cognizant Cognizant (Nasdaq-100: CTSH) is one of the world's leading professional services companies, transforming clients' business, operating and technology models for the digital era. Our unique industry-based, consultative approach helps clients envision, build and run more innovative and efficient businesses. Headquartered in the U.S., Cognizant is ranked 185 on the Fortune 500 and is consistently listed among the most admired companies in the world. Learn how Cognizant helps clients lead with digital at www.cognizant.com or follow us @Cognizant.00049835287
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Genesys PureCloud
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
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
REST API
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: REST APIs
id=457
· rest-apis
Aliases — catalog
- REST APIs (CANONICAL) primary
Context tags (catalog)
API Gateway
API gateway
API versioning
CORS
CRUD
HATEOAS
HTTP
JSON
OAuth
OAuth 2.0
OpenAPI
Postman
RESTful
RESTful services
Swagger
URI
Webhooks
authentication
authorization
client-server
endpoint
endpoints
idempotency
microservices
middleware
pagination
query parameters
rate limiting
resource representation
resource-oriented
serialization
stateless
status codes
throttling
versioning
webhooks
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Rest Api Architecture Style
- Year introduced
- 2000
- Confidence
- 0.78
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: REST APIs are a standard requirement in many software JDs and API platform docs; they remain the default web service style alongside OpenAPI/JSON over HTTP, with no vendor sunset or replacement trend.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 3376
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Integration and Data Fetching Catalog dimension db id 127
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Asynchronous Data Fetching Catalog dimension db id 323
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
Client API Integration Catalog dimension db id 377
Library dimension (catalog)
Roles linked in library: Ionic Developer
-
External System Integrations Catalog dimension db id 14
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Drupal Dev, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Magento Integration Adapters Catalog dimension db id 401
Library dimension (catalog)
Roles linked in library: Magento Dev
-
Mobile Client Networking and API Integration Catalog dimension db id 309
Library dimension (catalog)
Roles linked in library: Flutter Developer, React Native Developer
-
Networking and API Integration Catalog dimension db id 84
Library dimension (catalog)
Roles linked in library: Android Developer, Hybrid Mobile Developer, Native Mobile Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Integration and Data Fetching
api-integration-and-data-fetching
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
API Interface and Contract Design
api-interface-and-contract-design
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Asynchronous Data Fetching
asynchronous-data-fetching
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Client API Integration
client-api-integration
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
External System Integrations
external-system-integrations
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Magento Integration Adapters
magento-integration-adapters
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Mobile Client Networking and API Integration
mobile-client-networking-and-api-integration
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Networking and API Integration
networking-and-api-integration
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
IVR
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Interaction Routing
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
WFM
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Dialer
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
- Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Scripter
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
- Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Web Chat
Secondary
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Data DIP
Secondary
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
- Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Salesforce
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Salesforce
id=4632
· salesforce
Aliases — catalog
- Salesforce (CANONICAL) primary
Context tags (catalog)
API Integration
Apex
AppExchange
Custom Objects
Data Loader
Einstein Analytics
Lightning
Process Builder
SOQL
SObject
Sales Cloud
Service Cloud
Trailhead
Visualforce
Workflow Rules
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Saas Platform
- Vendor
- Salesforce, Inc.
- License
- proprietary
- Year introduced
- 1999
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Salesforce appears in large volumes of enterprise job postings across sales, admin, and developer roles, and its AppExchange/ecosystem remains actively supported by the vendor.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 3633
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Vendor Product Families Catalog dimension db id 477
Library dimension (catalog)
Roles linked in library: Engineering Manager
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Vendor Product Families
vendor-product-families
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Twilio
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Twilio
id=1599
· twilio
Aliases — catalog
- Twilio (CANONICAL)
Context tags (catalog)
API integration
Call tracking
Chatbot
MMS
Programmable Video
Real-time messaging
SMS
Twilio CLI
Twilio Console
Twilio Flex
Twilio Functions
Twilio Studio
Two-factor authentication
Voice API
Webhook
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Communications Platform
- Vendor
- Twilio Inc.
- License
- other_open
- Year introduced
- 2008
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Twilio appears frequently in job postings for SMS/voice/OTP integrations and is a standard CPaaS vendor in hiring pipelines; no vendor sunset indicates deprecation.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 1204
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| REST API | new |
API Integration and Data Fetching
api-integration-and-data-fetching
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
API Interface and Contract Design
api-interface-and-contract-design
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Asynchronous Data Fetching
asynchronous-data-fetching
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Client API Integration
client-api-integration
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
External System Integrations
external-system-integrations
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Magento Integration Adapters
magento-integration-adapters
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Mobile Client Networking and API Integration
mobile-client-networking-and-api-integration
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Networking and API Integration
networking-and-api-integration
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Salesforce | in_db |
Vendor Product Families
vendor-product-families
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Twilio | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Genesys PureCloud | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | IVR | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Interaction Routing | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | WFM | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Dialer | type=Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Scripter | type=Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Web Chat | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Data DIP | type=Tools subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| dimension_skill_link_proposed | REST API ↔ API Integration and Data Fetching | |
| dimension_skill_link_proposed | REST API ↔ API Interface and Contract Design | |
| dimension_skill_link_proposed | REST API ↔ Asynchronous Data Fetching | |
| dimension_skill_link_proposed | REST API ↔ Client API Integration | |
| dimension_skill_link_proposed | REST API ↔ External System Integrations | |
| dimension_skill_link_proposed | REST API ↔ Magento Integration Adapters | |
| dimension_skill_link_proposed | REST API ↔ Mobile Client Networking and API Integration | |
| dimension_skill_link_proposed | REST API ↔ Networking and API Integration |
nano JD Parser — gpt-4.1-nano click to toggle
JD type
fail
Show raw JSON
{
"JD_type": "fail",
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"API",
"REST",
"Models",
"Salesforce",
"routing"
],
"role_archetype": "Engineering"
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Genesys PureCloud"
},
{
"is_primary": true,
"skill_name": "REST API"
},
{
"is_primary": true,
"skill_name": "IVR"
},
{
"is_primary": true,
"skill_name": "Interaction Routing"
},
{
"is_primary": true,
"skill_name": "WFM"
},
{
"is_primary": true,
"skill_name": "Dialer"
},
{
"is_primary": true,
"skill_name": "Scripter"
},
{
"is_primary": false,
"skill_name": "Web Chat"
},
{
"is_primary": false,
"skill_name": "Data DIP"
},
{
"is_primary": false,
"skill_name": "Salesforce"
},
{
"is_primary": false,
"skill_name": "Twilio"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "fail",
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"API",
"REST",
"Models",
"Salesforce",
"routing"
],
"role_archetype": "Engineering"
},
"rejected": false,
"rejection_reason": null,
"run_id": "4862061a-ca5d-495d-ba17-198318a55458",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "internal and third-party system integration",
"sentence": "Interaction with 3rd Party (Web Chat, Data DIP, Salesforce, Twillio etc)",
"similarity": 0.5389
},
{
"kra_text": "service-level technical collaboration",
"sentence": "Hands on PureCloud Technology suite applications.",
"similarity": 0.3469
},
{
"kra_text": "authentication and authorization support",
"sentence": "Genesys PureCloud Enablement and Configuration",
"similarity": 0.3253
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.4037,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
"sentence": "Interaction with 3rd Party (Web Chat, Data DIP, Salesforce, Twillio etc)",
"similarity": 0.5319
},
{
"kra_text": "Configures Docker containers, deployment descriptors, environment variables, and CI/CD pipeline stages for backend service releases.",
"sentence": "Genesys PureCloud Enablement and Configuration",
"similarity": 0.3493
},
{
"kra_text": "Implements server-side business logic, REST API endpoints, and microservice handlers using Java, Python, Go, or Node.js to process application requests and enforce business rules.",
"sentence": "Hands on PureCloud Technology suite applications.",
"similarity": 0.3159
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.3991,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "Vue Frontend Developer",
"kra_matches": [
{
"kra_text": "connect UI to application services",
"sentence": "Interaction with 3rd Party (Web Chat, Data DIP, Salesforce, Twillio etc)",
"similarity": 0.4439
},
{
"kra_text": "connect UI to application services",
"sentence": "Hands on PureCloud Technology suite applications.",
"similarity": 0.442
},
{
"kra_text": "connect UI to application services",
"sentence": "Genesys PureCloud Enablement and Configuration",
"similarity": 0.3076
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 91,
"score": 0.3978,
"slug": "vue-frontend-developer",
"total_count": null
},
{
"display_name": "Magento Dev",
"kra_matches": [
{
"kra_text": "commerce system integrations",
"sentence": "Interaction with 3rd Party (Web Chat, Data DIP, Salesforce, Twillio etc)",
"similarity": 0.4584
},
{
"kra_text": "customer account and self-service features",
"sentence": "Hands on PureCloud Technology suite applications.",
"similarity": 0.369
},
{
"kra_text": "customer account and self-service features",
"sentence": "Genesys PureCloud Enablement and Configuration",
"similarity": 0.3492
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 231,
"score": 0.3922,
"slug": "magento-dev",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "integrate external APIs and data sources",
"sentence": "Interaction with 3rd Party (Web Chat, Data DIP, Salesforce, Twillio etc)",
"similarity": 0.4541
},
{
"kra_text": "Implement user-facing screens and flows",
"sentence": "Hands on PureCloud Technology suite applications.",
"similarity": 0.3676
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Learn how Cognizant helps clients lead with digital at www.cognizant.com or follow us @Cognizant.00049835287",
"similarity": 0.3541
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.3919,
"slug": "flutter-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Telecom Application Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 223,
"score": 0.98,
"slug": "telecom-application-engineer",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Contact Center Platform Configuration",
"Telephony / IVR Setup",
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}
API 2 — extract-details
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}
API 3 — final-role-output
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},
"chosen_role_resolution": "in_db",
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{
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{
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},
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},
{
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},
{
"skill": "Web Chat",
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},
{
"skill": "Data DIP",
"tag": "new"
},
{
"skill": "Salesforce",
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},
{
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}
],
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"llm_cost_total_usd": null,
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"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
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