TelIntel Overview

Telecom CX intelligence built for operational insight.

TelIntel converts telecom customer interactions into structured intelligence across operational themes, risk, intent, satisfaction signals, recurring issues, and safe operational personas.

01

Telecom-Focused

Designed specifically for telecom customer experience operations, not as a generic chatbot or broad customer-service model.

02

Structured JSON

Outputs are formatted for reporting, validation, API workflows, and controlled operational review.

03

Private Deployment Ready

Built around local inference, private API usage, CSV workflows, and controlled access discussions.

What TelIntel Classifies

From raw feedback to operational signals.

TelIntel analyzes telecom CX interactions and turns them into structured operational fields that can support dashboards, reports, local APIs, CSV analysis, and private deployment workflows.

Operational Theme
Risk Level
Intent Type
CSAT Signal
TNPS Signal
Agent Performance
Customer Effort
Privacy Guardrail
Recurring Theme
Operational Persona

Example Output

Validated TelIntel JSON.

{

"operational_theme": "Recharge",

"operational_themes": ["Recharge"],

"risk_level": "High",

"intent_type": "Complaint",

"csat_label": "Negative",

"tnps_label": "Negative",

"agent_performance_label": "Unknown",

"ces_label": "Negative",

"recurring_theme_label": "No Clear Recurring Theme",

"primary_persona": "Recharge Problem Customer",

"final_status": "VALID"

}

Mode 01

01

Local Inference

Run TelIntel locally through controlled scripts for single-comment, text-file, or batch workflows.

Mode 02

02

Private API

Use the FastAPI wrapper for private endpoints such as health checks, single prediction, and batch prediction.

Mode 03

03

CSV Processing

Batch-process telecom comments or interaction records and return validated structured outputs.

Model Snapshot

Locked TelIntel Standard 1.5B.

TelIntel Standard is based on the locked Phase 11 / V7.2.3 model package, with benchmarked core and advanced intelligence performance.

100%

JSON Validity

88.19%

Core Average

82.67%

Advanced Average

Access Positioning

Controlled access by review.

TelIntel access is currently provided through a controlled review process to support privacy-safe evaluation, qualified use cases, and deployment readiness.

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