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The Privacy-First Future

Why Enterprise Needs Local On-Prem LLM

In an era where data is the new gold, relying on public cloud models exposes enterprises to unprecedented risks. Sovereignty, latency, and compliance are not just buzzwords—they are the pillars of modern operational security.

"True intelligence requires not just processing power, but the absolute assurance that your data never leaves your perimeter."

CameleoAI brings the power of Generative AI directly to your infrastructure. No external API calls, no data leakage, and full compliance with OJK standards. Experience the speed of local inference with the intelligence of state-of-the-art models.

Secure. Encrypted. Sovereign.

Ordering Architecture

Ordering Handling

From Unstructured Chat to Revenue

GenAI transforms ordering handling by turning unstructured chat requests—especially from channels like WhatsApp—into clear, accurate, and confirmed orders without friction. Instead of forcing customers to adapt to rigid forms, GenAI intelligently asks the right follow-up questions, validates quantities, options, pricing, and payment proof, and summarizes everything into a structured order that humans or systems can approve with confidence. This reduces input errors, speeds up order completion, enables complex and repeat orders at scale, and creates a transparent order timeline that customers can trust.

Complaint Handling

Complaint Resolution

24/7 Triaging & Empathy

Complaint handling is high-volume, time-sensitive, and emotionally charged. The cost of delay is immediate: churn, bad reviews, and chargebacks. GenAI runs 24/7 to instantly triage cases, ask the right follow-up questions, collect evidence (invoice/transaction ID/screenshots), detect urgency and risk, and route only the cases that truly need humans. Customers feel heard and helped fast, while your team focuses on exceptions instead of repeating the same explanations all day.

CameleoAI Agent (RAG Mode)

Network Analysis Capability

Net Analyzer is a forensic-grade PCAP and flow analysis platform built for speed, trust, and explainability—combining high-performance ingestion (PCAP/CSV/Parquet), advanced telemetry (JA3/TLS fingerprinting, entropy, drift detection), and a hybrid neuro-symbolic engine that fuses heuristic sensors with Bayesian reasoning to produce clear, auditable threat conclusions and interactive what-if simulations. Powered by a Rust backend, it delivers deterministic, memory-safe processing with low CPU overhead, enabling fast analysis on large captures while reducing crash risk and supply-chain exposure—critical for SOC and CISO environments. Every artifact is protected with SHA-256 chain-of-custody, privacy redaction (“Masked Mode”), and backend-verified results, so teams can confidently investigate incidents, generate compliance-ready reports, and share findings without compromising integrity or sensitive data.

GOVERNMENT
HEALTH CARE
BANKING SECTOR
EDUCATION SECTOR
TELECOMMUNICATION
MANUFACTURING
LEGAL & COMPLIANCE
ENERGY & UTILITIES
GOVERNMENT
HEALTH CARE
BANKING SECTOR
EDUCATION SECTOR
TELECOMMUNICATION
MANUFACTURING
LEGAL & COMPLIANCE
ENERGY & UTILITIES

Mission

Deliver a secure, on-premise, fully functional GenAI assistant capable of document intelligence & agentic automation.

Performance

Optimized for high-performance edge compute, demonstrating power without the cloud.

Compliance Ready

Built with OJK (Otoritas Jasa Keuangan) standards in mind, showcasing strict compliance and RAG capabilities.

Platform Capabilities

Enterprise-grade features available today

RAG Foundation

Upload OJK PDFs and convert them into searchable vector representations locally.

Business Benefit

Instantly transforms regulatory documents into actionable knowledge.

Context-Based Q&A

Natural language questions grounded strictly in OJK documents when RAG Agent is invoked.

Business Benefit

Provides accurate, hallucination-free responses tailored to your data.

Source Citation

Every RAG-based answer includes precise document references/citations.

Business Benefit

Builds trust and auditability — critical for compliance.

Agentic Capabilities
  • Folder Agent: Intelligent file management
  • Currency Agent: Real-time market data
  • Kafka Agent: Enterprise event streaming
  • RAG Agent: Specialized compliance output
Business Benefit

Modular, action-oriented AI ready for deep system integration.

Smart Chat UI

History list, rename/delete options, and multi-context support.

Business Benefit

Shows product maturity and usability for diverse workflows.

API Key Integration

Backend support for secure API key generation and validation.

Business Benefit

Seamless integration for external enterprise apps and dashboards.

Multi-Tenant Management

Full user & tenant isolation for enterprise-scale deployment.

Business Benefit

Enables secure data separation for different departments or agencies.

LLM Router

Switch between models via UI; includes model registry & configuration.

Business Benefit

Flexibility to optimize for cost, speed, or accuracy per use case.

SahabatAI Integration

Support for Indosat’s SahabatAI model within the router.

Business Benefit

Demonstrates compatibility with local Indonesian AI ecosystems.

WhatsApp Integration

Inbound/outbound message processing via dedicated test number.

Business Benefit

Real enterprise integration for customer service & internal bots.

Trouble Ticketing

Create, update, and view Jira tickets directly from chat.

Business Benefit

End-to-end automation seamlessly connecting chat to workflows.

Hybrid Cloud LLM

Connect to OpenAI/external providers via API keys when needed.

Business Benefit

Hybrid flexibility: Sovereignty by default, cloud power on demand.

Advanced RAG Pipeline

Header-aware chunking with semantic overlap (optimized for KUHP/KUHAP).

Business Benefit

Critical accuracy boost for legal and regulatory search.

RBAC Architecture

Comprehensive role-based access control engine.

Business Benefit

Enterprise-grade security foundation for multi-agency use.

Premium Response Styling

Improved markdown formatting for professional, readable outputs.

Business Benefit

Enhances usability for decision-makers and business users.

System Architecture

Secure, Modular, and Scalable Design

Web Client
React / WebSocket
WhatsApp
Business API
Ext. Apps
REST API
API Gateway
Auth • Rate Limit • Route
CAMELEO CORE
LLM Router
Model Selection Logic
RAG Agent
Tool Agent
Kafka Agent
Realtime RAG
Traditional ML
Scikit-learn / XGBoost
Vector DB
Qdrant / Milvus / pgVector
Local LLM
Llama 3 / Mistral / GPTOSS / SahabatAI

Enterprise Product Vision

Advanced Access Control

Deep tenant isolation with granular roles (Admin, Analyst, Auditor) across all agents to ensure maximum government-standard security.

Centralized Observability

Full Prometheus + Grafana + OpenTelemetry integration for monitoring AI usage, latency, and agent activities in real-time.

SOP & PDF Extraction Agent

Automated policy search and structured ingestion pipelines—tailored for Banking and Pemda compliance.

Multi-Modal Input

Support for PDF, Image, and CSV inputs unlocking use cases like invoice reading and anomaly detection.

Workflow Orchestration

Visual flow builder (Ask → Analyze → Retrieve → Trigger) to democratize real enterprise automation.

Model Performance Optimizer

Intelligent model routing based on latency & accuracy benchmarks for distinct workloads (Mistral, SahabatAI).

Secure Deployment Blueprints

Turnkey patterns for Single-node RAG, Air-gapped clusters, and Multi-tenant environments.

Vertical-Specific Templates

Pre-configured assistants for Banking (AML), Government (SOP), and Telco (Ticketing) sectors.