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AI & Automation

AI Development & Custom LLMs

Embedding Artificial Intelligence, RAG Systems, and Neural Models into Software

Artificial Intelligence is redefining competitive advantage. Manikarnika Technologies builds custom AI solutions, domain RAG pipelines, fine-tuned LLMs, and computer vision models that turn raw data into intelligent automation.

Architectural Blueprint & Overview

Engineering Approach & Standards

We help enterprise teams move beyond toy AI demos to production-grade AI systems. From domain-specific RAG (Retrieval-Augmented Generation) setups with Pinecone/Qdrant to visual document extraction engines and predictive machine learning models.

Pain Points Addressed

Business Problems We Solve

01

AI Hallucinations

Public LLM models producing inaccurate or invented information in enterprise contexts.

02

Data Privacy Concerns

Risk of sending proprietary corporate data to public AI model training pipelines.

03

High Inference Latency

AI responses taking 10+ seconds, ruining user interaction flows.

Engineering Solutions

Our Technological Solution

Domain RAG Pipelines

Grounding LLMs in your internal vector database for 99%+ factual precision.

Private Cloud AI Deployment

Self-hosted open-source LLMs (Llama 3, Mistral) inside your secure VPC.

Sub-Second Streaming Inference

Optimized model quantization and async streaming API endpoints.

Key Engineering Deliverables

Custom AI Inference API Microservice (FastAPI / Python)
Vector Database Pipeline & Document Chunking Engine
Model Guardrails & Hallucination Prevention Framework
AI Telemetry & Evaluation Benchmark Suite

Development Process

01

AI Feasibility & Data Audit

Auditing data quality, vectorization strategies, and model selection.

02

Vector & RAG Architecture

Building embeddings, chunkers, and hybrid vector search pipelines.

03

Model Engineering

Fine-tuning prompts, implementing guardrails, and optimizing latency.

04

API Integration & Evaluation

Connecting AI endpoints into your web/mobile software backends.

Technology Stack

PythonFastAPIPyTorchOpenAIPineconeLangChainLlamaIndex

Industries Served

Legal & AuditFintechHealthcareE-CommerceCustomer Support
Unit of Jhupar Groups • Enterprise Governance

Why Choose Manikarnika Technologies

Enterprise Corporate Governance

Institutional stability backed by Jhupar Groups with strict data security compliance.

100% IP & Code Ownership

All source code, database schemas, and intellectual property rights are fully transferred to your company.

Sub-100ms Performance SLAs

Products built for extreme concurrency, continuous monitoring, and 99.999% SLA availability.

Related Case Studies

View All Case Studies
Accounting & Legal

Automating Complex Financial Audit Extraction with Multimodal AI & Vision Models

Deploying an enterprise AI document processing system extracting structured financial data from 1.8M pages monthly with 99.4% precision.

Read Full Case Study

Frequently Asked Questions

How do you guarantee corporate data privacy when using AI?

We deploy private open-source models inside your isolated cloud VPC or utilize enterprise API agreements with explicit zero-data-retention guarantees.

Engineering Inquiry

Let's Build Something Exceptional Together

Fill out the consultation form to schedule a direct architectural discussion with our principal product engineers.

RESPONSIVENESS SLA GUARANTEE

Our technical team reviews all inquiry submissions within 4 business hours. Guaranteed NDA protection prior to any code disclosure.

Email Engineering Team
manikarnika.tech@gmail.com
Headquarters Address
Kolkata, India
To be discussed

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Protected under Jhupar Groups Non-Disclosure Agreement Policy.