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RG Automata
AI Solutions

Purpose Built AI Solutions
for Complex Enterprise Problems

We don't offer generic AI features. Every solution is architected to solve a specific operational problem with measurable outcomes defined before we write a line of code.

Agents

Autonomous AI Agents

Built agents that reason, plan, use tools, and execute multi step tasks without human intervention. We design agents that handle real business complexity, not toy demos.

Technical Capabilities

Tool use and function calling (OpenAI, Claude)
Long horizon task planning with LangGraph
Memory systems: short-term, episodic, semantic
Human-in-the-loop escalation protocols
Retry and error recovery logic
Parallel sub agent spawning
Orchestration

Multi Agent Systems

Networks of specialized agents that collaborate on complex tasks. Each focused on what it does best, coordinated by an orchestration layer that routes work intelligently.

Technical Capabilities

Supervisor worker agent topologies
Shared memory and state management
Event driven agent communication
Agent performance monitoring
Cost optimized model routing
Deterministic + LLM hybrid routing
Knowledge

RAG Systems

Retrieval Augmented Generation pipelines that give AI systems accurate, up-to-date knowledge from your proprietary data without hallucination and with full citation tracking.

Technical Capabilities

Semantic chunking & embedding pipelines
Hybrid search (vector + BM25)
Re-ranking with cross encoders
Multi source knowledge federation
Real time index updates
Answer attribution & source tracing
Model Tuning

LLM Fine Tuning

Domain adapted models that outperform general purpose LLMs on your specific tasks with smaller inference costs and higher accuracy on domain specific edge cases.

Technical Capabilities

Supervised fine tuning (SFT)
RLHF and preference optimization
LoRA / QLoRA adapter training
Evaluation harness design
Continuous training pipelines
A/B testing between model versions
Chatbots & Voice

Conversational AI

Production grade conversational systems that handle complex, multi-turn dialogues with deep domain knowledge, emotional intelligence, and seamless human handoff.

Technical Capabilities

RAG powered domain knowledge
Multi turn conversation memory
Sentiment & intent classification
Voice AI (STT/TTS integration)
Multi channel deployment (web, mobile, API)
Human agent escalation with full context
Analytics

AI Analytics Platforms

Natural language interfaces for your data, with AI generated insight narratives, anomaly detection, and predictive forecasting. Making your analytics accessible to everyone.

Technical Capabilities

Natural language to SQL / query generation
Automated insight narrative generation
Anomaly detection & alerting
Predictive forecasting models
Interactive AI-powered dashboards
Executive summary auto generation
AI Intelligence

Deep AI Engineering Capabilities

We go beyond API wrappers. We architect AI systems with production grade reliability, reasoning depth, and enterprise security posture.

Foundation Models

We deploy GPT-4o, Claude 3.5, and open source LLMs with custom system prompts, tool use, and fine tuning. Choosing the right model for each workload.

Agent Orchestration

LangGraph and custom orchestration layers coordinate multi agent pipelines with shared state, retry logic, and deterministic routing.

Knowledge Retrieval (RAG)

Vector store backed RAG systems with semantic chunking, re ranking, and hybrid search. Giving agents accurate & domain specific knowledge.

Production AI Infrastructure

Horizontally scalable inference on AWS ECS and EKS with model versioning, A/B testing, observability, and automated retraining pipelines.

Real Time AI Systems

Streaming LLM responses, event driven AI triggers, and sub second inference for latency sensitive enterprise applications.

Enterprise AI Governance

PII detection, output guardrails, audit logging, RBAC, and compliance aware deployment. AI you can actually trust in production.

AI Model & Platform Expertise

Hands-on production experience with every major AI provider, framework, and infrastructure platform.

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