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Narwal Agentic AI

Accelerator

Unifying RAG, IDP, CodeGen, and Monitoring in One Intelligent Platform

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Narwal AI

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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 features include, 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 for correctness and completeness, 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 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
  • Uses hybrid retrieval with OpenAI embeddings, reflection critique, re-rankers, and references
  • Converts unstructured financial statements, rules, and policies into analytics-ready tables
  • Example Entities: Account Number, Ending Balance, Total Deposits, ATM Withdrawals, Checks Paid

Agentic RAG Bot 

  • Query large document sets using hybrid retrieval 
  • Citation-linked responses for auditability and traceability 
  • Handles complex nested questions (e.g., time limits for disputes under Visa rules) 
  • Re-ranker and cross-encoder support built-in
  • Tracks user session history, including Questions, Answers and Validation Cycle Outputs 
  •  

PythonBot Code Generator

  • LLM-based generation of deep learning scripts, analytics code, or financial calculations 
  • Multi-cycle codegen with prompt → judge → revise refinement loop 
  • Supports prompt-based instruction for models like DeepSeek, OpenAI 
  • Ideal for tasks like margin calculation from time series data 

Live Monitoring 

  • Per-API metrics: requests, latency, error rates, gpu_memory_mb 
  • APIs covered: /chat, /idp, /codegen, /ingest, plus /metrics and /health for liveness & scrape 
  • Prometheus-exported data for Grafana dashboards 
  • Observability from day one 

Why Choose the Agentic AI Accelerator?

Compliance Q&A Bot

Load PCI DSS, Visa, & Chargeback guides & rules into RAG Bot for audit-ready responses

Statement Extraction

Extract total deposits, charges, and reconciliation figures from scanned bank statements

KYC/AML Automation

Extract account numbers and compare against fraud lists using IDP workflows

SQL/Python Accelerator

Internal PoC benchmarks show reduced BI turnaround time by generating accurate, testable code from natural language

Support Ticket Deflection

Build policy-aware chatbots with citations to deflect L1/L2 queries

Audio-to-Insight Pipeline

Transcribe and summarize recorded calls for faster operational intelligence

Voice-of-Customer Sentiment Mining

Extract sentiment from support call recordings to surface early churn or fraud signals

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

Our Clients

Trusted by More Than 50 Clients.

Powering business transformation for the world’s leading companies through strategic technology solutions.

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