Technology platforms engineered for scale.
From multi-tenant operational SaaS to isolated AI model infrastructure and embedded edge intelligence.
AVP Business Operator
One Intelligent Workspace for Your Business Operations
An AI-powered operations platform bringing customer communication, inventory tracking, RAG knowledge assistance, and operational workflows together into a single view.
AVP Private AI Cloud
A private AI infrastructure initiative focused on hosting and integrating fine-tuned models for enterprise applications with complete data isolation and zero third-party telemetry exposure.
Isolated Execution
Dedicated virtual GPU nodes running open-weight fine-tuned models.
Custom Vector Pipelines
High-throughput document similarity indexing with Qdrant integration.
Zero Data Egress
Strict corporate privacy guarantees ensuring zero model training exposure.
Robotics & Intelligent Systems
Real-time sensor processing, embedded vision controllers, micro-controller firmware (ESP32/ARM), and edge intelligence systems.
Micro-controller Telemetry
Edge sensing nodes transmitting real-time sensor metrics.
Edge Computer Vision
Low-latency visual object detection and anomaly monitoring.
Motor Control Logic
Kinematic feedback loops and PID positioning algorithms.
Honest Integration Readiness Matrix
We clearly distinguish working features, local preview sandboxes, and partner API dependencies.
Web Chatbot & Widget
Direct embeddable chat widget with customizable brand styling, instant intent routing, and dynamic response generation.
RAG Document Indexer
Upload PDFs, Markdown docs, and product catalogs to train local domain knowledge bases for context-grounded AI answers.
Inventory Sync Engine
Internal stock database sync with automated threshold warnings and CSV import/export capabilities.
Visual IVR Builder
Canvas editor to configure multi-step call branch menus, synthetic voice prompts, and human routing logic.
WhatsApp Cloud API
Requires Meta WhatsApp Business API credentials for live outbound messaging and template approval.
PSTN Voice Gateway
Requires Twilio / Exotel SIP trunking integration for live PSTN phone call routing and telephony delivery.