TelIntel Benchmark Snapshot
Validated performance for telecom CX intelligence.
TelIntel Standard is benchmarked across structured JSON validity, operational-theme detection, intent classification, recurring-theme intelligence, and safe operational persona output.
Public Performance View
A compact view of what the model already proves.
This benchmark page avoids internal training details and focuses on product-level indicators that matter for controlled evaluation: reliable structure, telecom-specific classification, and advanced CX intelligence.
JSON Validity
100%
Validated structured output format.
Core Average
88.19%
Core operational intelligence performance.
Advanced Average
82.67%
Recurring-theme and persona intelligence.
Core Intelligence
Operational classification that stays structured.
Core TelIntel outputs focus on turning telecom feedback into reliable operational fields that can support reports, dashboards, and private workflows.
90.67%
Operational Theme
Classifies telecom-specific operational issue areas.
89.33%
Intent Type
Separates complaints, feedback, requests, inquiries, and privacy intent.
100%
JSON Validity
Outputs remain parseable and validation-ready.
Advanced Intelligence
Beyond labels: patterns and operational personas.
Advanced outputs extend the model from simple classification into recurring-theme detection and safe operational persona context.
84.00%
Recurring Theme
Identifies repeated operational patterns when evidence is present.
81.33%
Primary Persona
Assigns safe operational personas without personal profiling.
82.67%
Advanced Average
Combined advanced intelligence benchmark snapshot.
Validation Layer
The benchmark is not only about accuracy.
TelIntel is evaluated as an operational intelligence package: the model must return valid structure, classify telecom themes, preserve guardrails, and stay usable across local inference, API, and CSV workflows.
Structured Output
JSON-first behavior supports validation and downstream operational workflows.
Telecom Taxonomy
Outputs are aligned with telecom CX themes instead of generic service categories.
Advanced Context
Recurring themes and personas help explain patterns behind customer feedback.
Privacy Guardrail
Identity-related requests are separated into a dedicated privacy route.
Benchmark Notes
Public-safe, evaluation-ready snapshot.
Benchmarks are presented as a public-safe performance snapshot.
TelIntel Standard is positioned as the locked 1.5B model package.
Outputs are structured for validation, reporting, local API use, and controlled deployment.
Privacy and identity-related requests are routed into a guardrail category.
Model Positioning
TelIntel Standard 1.5B.
The benchmark snapshot represents the locked TelIntel Standard model package prepared for controlled evaluation and private deployment review.
Current status
Structured output validated. Core and advanced intelligence benchmarked. Access remains controlled by review.
Controlled Evaluation
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Request access for evaluation, toolkit review, or private deployment discussion.