Practice Area 01 • Advanced AI Labs

AI & Autonomous Systems Practice.

Production-grade autonomous agents, multi-agent swarms, RAG pipelines, and enterprise automation engines.

We engineer deterministic, secure, and production-hardened AI systems. From closed-loop autonomous agents that execute multi-step business goals to sub-second vector search architectures and intelligent OCR extraction, Gexart turns bleeding-edge AI models into measurable operational velocity.

Calculate SOW Quotation₹ / $
SLA-Backed Delivery Zero Junior Outsourcing Dedicated Senior Pods
< 350ms
P99 Vector RAG Latency
Hybrid dense-lexical reranking
99.4%
Intent Execution Accuracy
Self-correcting ReAct loops
10x
Operational Velocity Lift
Autonomous task completion
Detailed Engineering Deliverables

What You Receive In Every Engagement.

Every practice is executed by senior architects and developers with zero junior outsourcing. All deliverables include full source code and complete IP ownership.

Core Engineering

Autonomous Agent & Swarm Orchestration

Closed-loop perception-reasoning-action loops built on LangGraph and custom state machines. Agents dynamically plan, call external APIs, evaluate interim outputs, and self-correct trajectory deviations.

Data Architecture

Enterprise RAG & Hybrid Vector Pipelines

Multi-tenant vector search indexing millions of documents with pgvector, Qdrant, and Cohere rerankers. Incorporates recursive chunking, metadata filtering, and semantic deduplication.

Document AI

Document Intelligence & Multimodal OCR

Sub-second parsing of invoices, legal agreements, and unstructured PDF records into strict JSON schemas with confidence scores and automated human-in-the-loop fallback gates.

Voice Systems

AI Voice & Real-Time Telephony Agents

Ultra-low latency (<500ms TTFT) conversational voice bots integrated with Twilio, WebRTC, and custom speech-to-speech pipelines for customer support and automated dispatching.

Model Ops

Model Fine-Tuning & Quantization

Domain-adapted LoRA and QLoRA fine-tuning of open-source weights (Llama 3, Mistral, DeepSeek) optimized for private on-premise or sovereign VPC hosting via vLLM and TensorRT-LLM.

Security Gate

Guardrails & Prompt Injection Sandboxing

Enterprise defense architectures preventing indirect prompt injection, data exfiltration, hallucination drift, and unauthorized tool execution with cryptographically validated audit trails.

Technical Foundation

Modern Stacks Engineered For Scale.

We reject legacy bloat. Our engineering pods operate strictly on battle-tested modern primitives.

Reasoning & Agents
  • LangGraph
  • LlamaIndex
  • PydanticAI
  • Custom ReAct Engines
Vector & Storage
  • PostgreSQL (pgvector)
  • Qdrant
  • Redis Vector
  • Pinecone
Models & Inference
  • vLLM
  • Ollama
  • OpenAI / Claude 3.7
  • DeepSeek
  • TensorRT
Observability
  • Langfuse
  • OpenTelemetry
  • Arize Phoenix
  • Prometheus
Execution Lifecycle

Four-Phase Delivery Roadmap.

Predictable bi-weekly sprint cadences with continuous staging builds and transparent milestone gates.

Sprint 011 Week

Domain Audit & Data Ingestion

Data schema mapping, security boundary definition, and baseline accuracy benchmarking.

Sprint 021-2 Weeks

Agent Core & Vector Architecture

Building state machines, hybrid vector retrieval, and custom tool function-calling bindings.

Sprint 031 Week

Guardrails & Human-in-the-Loop

Integration of defense filters, hallucination traps, and manual review escalation workflows.

Sprint 041 Week

Production Hardening & SLA Cutover

Low-latency streaming optimizations, load testing, and enterprise CRM/ERP integrations.

Tailored Investment Calculator

Calculate Your AI & Autonomous Systems Sprint.

Select the specific modules required for your organization to preview instantaneous quotation estimates in ₹ INR / $ USD and projected sprint velocity.

Quotation Calculator Tailored to AI & Autonomous Systems

Scope & Investment Estimator

Select Specific Scope Modules:2 of 6 modules selected
01. Multi-Agent Swarm Orchestration
+2w+₹85k
02. Enterprise Hybrid RAG with Vector DB
+1w+₹55k
03. Custom Tool & ERP/Database API Actions
+1w+₹45k
04. Multimodal OCR & Document Parsing Pipeline
+1w+₹50k
05. Real-Time Conversational Voice Agent
+2w+₹75k
06. Security Guardrails & Prompt Injection Sandbox
+1w+₹40k
Deployment Velocity:
Estimated Sprint Investment
₹3,20,000/ Project SOW

Includes all code, tests, CI/CD pipeline, and 100% intellectual property ownership.

Estimated Timeline:6 Weeks (Agile)
Delivery Guarantee:SLA-Backed QA Gates
Dedicated Pod Composition:
1x AI Solutions Architect
1x Senior ML/Agent Engineer
1x Full-Stack API Engineer
1x QA & Prompt Evaluator
Lock Quotation & Book Discovery

Direct quotation locked for 14 days • Zero obligation call

Frequently Asked Questions

Practice Insights & Architecture FAQs.

Clear answers regarding intellectual property, security boundaries, sprint cadences, and integration.

Gexart Engineering Guarantee

Ready to deploy production AI & Autonomous Systems?

Partner with Gexart Technologies — India's premier engineering partner for autonomous systems, modern cloud backends, and bespoke enterprise platforms. Zero junior outsourcing, fixed bi-weekly sprint gates, and complete IP ownership.