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Narwal Agentic AI Accelerator

Unify RAG, IDP, CodeGen, and Monitoring in one intelligent, production-ready accelerator.

A Full-Stack GenAI Accelerator, Ready for Enterprise Use

Narwal’s Agentic AI Accelerator is a turnkey platform combining Retrieval-Augmented Generation (RAG), Intelligent Document Processing (IDP), multi-cycle SQL/Python Code Generation, and real-time Monitoring—delivered as a cohesive, production-ready system. This solution enables teams to ingest content, extract structured insights, build conversational bots, generate analytics code, and monitor usage — all from a unified interface.New: Drag-and-drop PDFs, CSVs and audio. Five purpose-built ReAct agents – chat, IDP, codegen, ingestion, monitoring – run inside the same Docker image, exposing Prometheus /metrics, /health, and a summarise_metrics tool for instant health reports. Security comes baked-in with stateless APIs, key-auth and citation-level audit.

Key Benefits of the Agentic AI Accelerator

All-in-One Workflow

From ingestion to observability, supports RAG chat, IDP, code generation, and monitoring. 

Multi-Entity Document Extraction

Enables structured field-level extraction with quality guardrails using LLM-as-a-judge, reflection cycles labeled CORRECT / INCOMPLETE / HALLUCINATION, and re-ranking. 

Retrieval-Augmented Chat (RAG)

Hybrid FAISS + cross-encoder re-ranker for high-precision, citation-backed answers from your documents. 

Agentic Code Generation

Python/SQL code-gen via generate → critique → revise cycles, tailored for business analysts and developers. 

Built-in Monitoring

Real-time dashboards track latency, gpu_memory_mb metric, token counts, and API health with Prometheus integration. 

Cloud Portable

Runs on laptops, Docker, or Kubernetes (8 GB GPU footprint via AWQ quantisation). 

Highly Configurable

Toggle re-rankers, chunking logic, providers, reflection cycles, and embedding models directly from the UI

Built-in Security & Governance

Stateless APIs, optional key-authentication, and source-linked citations ensure compliance-readiness. 

Zero-Downtime Refresh

Hot-reload and reset endpoints (/ingest/reload, /ingest/reset) allow live KB updates. 

Core Capabilities

Intelligent Document Processing (IDP)

Multi-entity extraction using Bank or Invoice Statements, Chargeback Guide, Compliance & Regulatory documents & datasets, and other ingestible corpora 

Agentic RAG Bot

Query large document sets using hybrid retrieval

Citation-linked responses for auditability and traceability 

PythonBot Code Generator

LLM-based generation of deep learning scripts, analytics code, or financial calculations 

Live Monitoring

Per-API metrics: requests, latency, error rates, gpu_memory_mb

Activate Agentic Intelligence in Your Enterprise

Let's Talk

Why Choose the Agentic AI Accelerator?

Narwal’s Agentic AI Accelerator bridges the gap between prototype and production, letting you build real-world GenAI workflows with: 

Pre-Wired Architecture

Streamlit UI + FastAPI backend + Prometheus metrics = ready-to-go stack 

Modular Workflows

Customize ingestion, extraction, chat, codegen, and monitoring layers independently 

Enterprise Controls

Citations, sandboxed APIs, GPU-aware deployment, configurable .env settings 

Designed for Scale

Deploy into enterprise Kubernetes clusters or run locally with Docker in minutes 

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