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.
Upload PDFs, CSVs and audio files. 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-judges’ reflection cycles for correctness & completeness, and re-ranking.

Retrieval-Augmented Chat (RAG)

Hybrid KB + 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 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

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