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5.0 on Clutch OpenAI Select Partner

AI Engineering & Custom LLM Solutions · Infocity, Bhubaneswar

AI Product Development Company in Bhubaneswar

In plain words: we build AI for your business that answers questions from your own documents and shows its sources, with a person checking anything risky.

We architect and deploy production-grade Generative AI software, custom LLM pipelines, autonomous multi-agent workflows, and enterprise RAG systems for ambitious startups and businesses in Bhubaneswar, Odisha and globally.

Book Free AI Feasibility Audit →Explore Capabilities
Ask your documents Refund window for enterprise?
/01 FindRetrieving

Searching 6 documents. Only what this person is allowed to see.

  • Contract_v3.pdf94%
  • Policy_2026.docx88%
  • Order_terms.pdf71%
/02 CheckChecking

Rules run before any answer is shown.

  • Permissions respected
  • Every claim has a source
  • Within the spend limit
/03 AnswerAnswered

Enterprise contracts can be refunded within 30 days of go-live.1 After that, the refund is issued as service credit.2

1 Contract_v3.pdf, p.122 Policy_2026.docx, p.4

Saved to the audit log

Illustration with sample data: how a question becomes a cited answer.
Custom LLMs
Fine-Tuned & RAG
Autonomous Agents
LangGraph & CrewAI
4-8 Wks
Fast MVP Launch
OpenAI
Select Partner

Production AI Engineering

AI Product Development Services in Bhubaneswar

From problem framing and data engineering to model evaluation, guardrail orchestration, and scalable cloud deployment.

Custom LLM Application Development

Domain-specific conversational systems, summarization pipelines, and intelligent automated workflows powered by OpenAI GPT-4o, Anthropic Claude 3.5, and Meta Llama 3 with prompt caching and deterministic controls.

GPT-4o & Claude 3.5Llama 3 / MistralPrompt EngineeringStructured OutputsCost Optimization

Autonomous AI Agents & Tool Calling

Multi-agent systems that autonomously plan, research, query internal databases, execute API calls, and resolve complex multi-step workflows without constant human micro-management.

LangGraphCrewAIFunction CallingSelf-Reflection LoopsHuman-in-the-Loop

Enterprise Retrieval-Augmented Generation (RAG)

Grounded AI search engines that chat with your private knowledge bases (PDFs, Notion, SQL databases, Confluence, ERP). Hybrid keyword + vector semantic search with source-cited answers.

Pinecone / QdrantLlamaIndexChunking & RerankingpgvectorCitation Tracing

Model Fine-Tuning & Quantization

Custom weights adaptation using LoRA, QLoRA, and supervised fine-tuning (SFT) on your proprietary datasets. Run self-hosted, lightweight open-weight models on your own AWS/GCP servers with vLLM.

LoRA / QLoRAvLLM InferenceOllamaPyTorchHuggingFace Hub

AI MVP Development for Startups

Launch your AI SaaS product in 4 to 8 weeks. We provide end-to-end product architecture, UI/UX frontend in Next.js/React, token metering, Stripe billing, and scalable vector pipelines.

FastAPI BackendNext.js FrontendToken Rate LimitingStripe SubscriptionsAnalytics Dashboard

AI Security, Privacy & Guardrails

Hardened AI applications with automated PII masking, prompt injection defense, hallucination detectors, content moderation filters, and full compliance with enterprise security policies.

NeMo GuardrailsLlama GuardPII AnonymizationAudit TrailsSOC2 Alignment

Local AI Innovation Hub

Why Bhubaneswar Companies Partner with Nihar & Creuto

Bhubaneswar's tech corridor (Infocity, Patia, O-Hub, and STPI) is becoming a center of deep-tech innovation. We cut through the AI hype: instead of selling wrapper toys, we build robust software that integrates with your core database, automates real team hours, and delivers measurable ROI.

  • Infocity Tech Corridor
  • Patia & Chandrasekharpur
  • O-Hub & Startup Odisha
  • KIIT-TBI & SOA Incubators
  • Fortune Towers & DLF Cybercity
  • Cuttack, Rourkela & Global

Schedule In-Person / Virtual AI Audit →

The Product-First AI Methodology

  1. 01

    No AI for AI's Sake

    We run a feasibility assessment to determine whether an LLM, traditional ML, or deterministic heuristic algorithm is the fastest, cheapest solution.

  2. 02

    Your data stays yours

    Your internal knowledge bases and fine-tuned model artifacts remain your property.

  3. 03

    Cost & Token Architecture

    Intelligent semantic caching and prompt distillation to prevent runaway API bills.

  4. 04

    Production SLA & Observability

    Real-time latency tracking, token consumption logging, and LangSmith/Arize observability tracing.

AI Engineering Stack

Models, Frameworks & Vector Databases

Battle-tested AI tech stack chosen for enterprise latency, throughput, cost-efficiency, and resilience.

LLMs & Foundational

OpenAI GPT-4o & o1Claude 3.5 Sonnet / OpusMeta Llama 3.1 (8B, 70B)Mistral Large & Codestral

Agentic Frameworks

LangChain & LangGraphLlamaIndex RAG WorkflowsCrewAI Autonomous TeamsInstructor / Pydantic

Vector DBs & Search

Pinecone & Qdrantpgvector (PostgreSQL)Weaviate & ChromaDBCohere Rerank 3

Inference & Cloud

vLLM & TGI InferenceFastAPI (Python 3.12)AWS Bedrock & SageMakerLangSmith & OpenTelemetry

Proven Execution

Our 4-Step AI Product Engineering Playbook

How we take your AI concept from prompt experimentation to high-scale production reliability.

01

Feasibility Audit & PRD

We analyze your proprietary data, evaluate benchmark accuracy goals, calculate expected inference cost per user, and write a crystal-clear technical PRD.

02

Architecture & Prototype

We construct the data ingestion pipeline, implement vector chunking strategies, set up eval benchmarks, and demo a working MVP prototype within 2 weeks.

03

Guardrails & Accuracy

We test edge cases, optimize prompts, implement semantic caching, add injection guardrails, and fine-tune models to reach 99%+ accuracy.

04

Production Deployment

We containerize your AI microservices, hook up token billing and latency observability, and deploy on resilient AWS/GCP cloud architecture.

Real-World Applications

AI Product Solutions Tailored for High Impact

Practical AI tools that automate manual operations and unlock net-new revenue streams.

LegalTech & Contract Analysis

Autonomous clause extraction, multi-jurisdiction regulatory compliance checks, document redlining, and instant precedent cross-referencing.

Healthcare Clinical AI Copilots

Patient intake summarization, medical transcript parsing, diagnostic query assistance, and HIPAA-compliant doctor notes generation.

FinTech Intelligence & Risk AI

Automated balance sheet auditing, transaction anomaly detection, conversational SQL query engines, and predictive credit assessment.

Autonomous Customer Support Agents

Context-aware tier-1 & tier-2 support agents that read order history, resolve tickets, process refunds, and escalate gracefully to humans.

E-Commerce Semantic Search & Recs

Natural language search bars that understand intent ("red evening dress under 3000 for a winter party"), personalized cross-sell engines.

Industrial & Supply Chain Analytics

Predictive equipment maintenance, automated vendor invoice matching, inventory demand forecasting, and logistics routing intelligence.

Frequently Asked Questions

Common Questions on AI Product Development

Learn how we protect data confidentiality, control API expenses, and bring AI products to life in Bhubaneswar.

How much does it cost to build a custom AI product or MVP in Bhubaneswar?
Cost depends on the use case, the data sources, the integrations and how much evaluation and security work the product needs. After a free 30-minute call you get a written, fixed-scope proposal within 24 hours, with payment tied to milestones.
How do you prevent hallucinations in generative AI systems?
We implement multi-stage verification: strictly grounded Retrieval-Augmented Generation (RAG) with citation mapping, low-temperature prompt constraints, Guardrails (NeMo & LlamaGuard), and self-reflection loops where the model audits its own response against the retrieved source passages before displaying it to the user.
Is my proprietary company data safe from training public models?
Yes. We strictly use enterprise API endpoints (OpenAI Enterprise, AWS Bedrock, Anthropic Claude Commercial) whose enterprise terms commit that your data is not used to train foundation models. For highly sensitive requirements (banking, defense, healthcare), we deploy private, self-hosted open-weight models (Llama 3, Mistral) inside your own dedicated cloud VPC.
How fast can we launch an AI MVP?
Most AI MVPs are scoped, designed, built, benchmarked, and deployed in 4 to 8 weeks. We leverage modular backend accelerators (FastAPI, LangGraph, Vector DB adapters) so you don't spend months reinventing the wheel.
Can we meet in Bhubaneswar for an in-person AI discovery session?
Yes. We frequently meet founders, CTOs, and innovation heads across Bhubaneswar in Infocity, Patia, Chandrasekharpur, Jayadev Vihar, Saheed Nagar, and O-Hub. You can also book a virtual video session right away.

Build Intelligent Software

Book a Free AI Feasibility & Architecture Audit

Share what you want to automate or build. We evaluate technical feasibility, model selection, token economics, and provide a clear PRD roadmap within 24 hours.

  • –
    Free 30-Min AI Feasibility Review:Identify the right model, vector strategy, and architectural trade-offs.
  • –
    Standard NDA Included:Your business models, proprietary workflows, and data are kept confidential under NDA.
  • –
    Token Cost & Latency Modeling:Exact calculation of expected inference costs so there are no cloud bill surprises.
  • –
    Bhubaneswar In-Person Leadership:Direct interaction with Nihar Ranjan Rout (AI Strategist & Creuto Founder).
Direct contact
Email: me@niharrout.com
Infocity & Patia Tech Hub, Bhubaneswar, Odisha 751024

Confidential, NDA available · Response in 24 Hours

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