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Large Language Models
(LLMs) Development
Company

Codebit Solutions is a trusted Large Language Models (LLMs) Development Company in Ahmedabad helping startups, SMEs, healthcare providers, financial institutions, ecommerce brands, and enterprise clients across India, USA, UK, Canada, and Australia build and deploy enterprise-grade Large Language Models. Our LLM Development Services focus on open-source foundation models (Llama 3, Mistral, Falcon, Gemma), PEFT & QLoRA parameter-efficient fine-tuning, vLLM & TGI inference acceleration, Retrieval-Augmented Generation (RAG) vector integrations, custom prompt engineering, and private cloud VPC model hosting.

Custom Llama 3 & Mistral Fine-Tuning PEFT & QLoRA Parameter Efficiency vLLM Sub-Second Inference Hosting Enterprise RAG & Vector Embeddings Private AWS/Azure VPC Sovereignty

from vllm import LLM, SamplingParams

llm = LLM(model='meta-llama/Llama-3-8B')

params = SamplingParams(temperature=0.7)

out = llm.generate('Classify sentiment', params)

print(out[0].outputs[0].text)

export default out;

BUSINESS NEED

Why Businesses Need Large Language Models (LLMs) Development Services

Large Language Models process and synthesize multi-modal human language at scale. Custom LLM fine-tuning allows enterprises to embed internal domain knowledge, ensure complete data privacy, and eliminate third-party API dependencies.

Domain-Specific Intelligence & Custom Vocabulary Tuning

Fine-tune open-source models on legal contracts, medical charts, and financial filings.

Custom Vocabulary Tuning

Complete Model Ownership & Private VPC Hosting

Host models inside your private AWS/Azure cloud without sharing data with external LLM vendors.

100% Data Sovereignty

Sub-Second High-Throughput vLLM Inference

Execute model inference with PagedAttention achieving 100+ tokens/sec streaming speeds.

vLLM Acceleration

Why Choose LLMs ?

Why Choose Large Language Models (LLMs) for Enterprise AI

Large Language Models offer generalist reasoning, zero-shot task versatility, and natural language understanding. When fine-tuned using QLoRA and coupled with RAG vector search, LLMs deliver unprecedented automated productivity across enterprise workflows.

Used by industry leaders like Meta, Mistral AI, Bloomberg, and Goldman Sachs, custom LLMs drive enterprise AI independence.

PEFT & QLoRA Fine-Tuning

Fine-tune Llama 3 & Mistral models on 4-bit quantized GPUs with 80% lower VRAM cost.

QLoRA Efficiency

Private VPC Sovereignty

Deploy open-source LLMs inside SOC2-compliant enterprise AWS, Azure, or GCP private clouds.

Private Cloud VPC

vLLM Inference Speed

PagedAttention memory optimization delivering 100+ tokens/sec streaming response rates.

vLLM Acceleration

Enterprise RAG Integration

Connect LLM context windows to Pinecone and Qdrant vector search for 100% verified facts.

RAG Integration

80% Token Cost Savings

Eliminate per-token API charges by self-hosting fine-tuned open-source models on cloud GPUs.

Cost Optimization

Function Calling & APIs

Bind JSON schemas to LLM outputs for automated REST API execution and database queries.

Future‑Ready

Our Services

Our Large Language Models (LLMs) Development Services

As a leading Large Language Models (LLMs) Development Company in Ahmedabad, we provide end-to-end LLM Development Services for startups, SMEs, and enterprise brands looking to build secure, scalable, and future-ready artificial intelligence solutions. Our LLM engineers build performance-driven models tailored to business workflows and digital growth objectives.

Custom LLM Fine-Tuning (Llama 3, Mistral)

Fine-tuning Llama 3, Mistral 7B/8x7B, and Gemma models on specialized domain instruction datasets.

PEFT & QLoRA Parameter Efficiency

Applying 4-bit LoRA adapter tuning to train multi-billion parameter models on budget cloud GPU instances.

vLLM & TGI High-Throughput Inference

Deploying vLLM and Hugging Face TGI servers with tensor parallelism for sub-second streaming token output.

Retrieval-Augmented Generation (RAG)

Engineering vector retrieval index pipelines connecting LLMs to internal company PDF, Notion, and SQL data.

Prompt Engineering & System Alignment

Crafting structured system prompts, few-shot templates, and DPO alignment to standardize model tone and formatting.

Function Calling & Tool Binding

Binding JSON schemas to model outputs so LLMs autonomously trigger internal REST endpoints and database queries.

LLM Quantization (AWQ, GGUF, GPTQ)

Quantizing FP16 model weights into 4-bit / 8-bit AWQ & GGUF formats for low-cost GPU or CPU deployment.

Safety Guardrails & Compliance

Implementing Llama Guard and NeMo safety rails to filter PII, prevent prompt injection, and audit toxic content.

vLLM GPU Hosting & SLA Support

Managing vLLM GPU clusters on AWS EC2 / RunPod, tracking token latency metrics, and providing 24/7 SLA support.

Solutions

Solutions We Build Using Large Language Models (LLMs)

Our LLM Development Services power modern web and mobile applications designed to improve efficiency, automate workflows, and support fast business growth.

LLM applications are especially well-suited for domain knowledge search, customer support copilots, and automated report synthesis.

SaaS Platforms

Scalable software products with subscription and workflow management.

Enterprise Portals

Secure internal platforms for enterprise operations and management.

CRM Systems

Customer management systems designed for sales and engagement.

ERP Applications

Business process automation and enterprise resource planning solutions.

Customer Portals

Interactive portals for customer onboarding, support, and engagement.

Admin Dashboards

Centralized dashboards with real-time analytics, reporting, and management tools.

Healthcare Platforms

Digital healthcare systems for patient and operational management.

FinTech Applications

Secure financial platforms with analytics and transaction systems.

Business Automation Systems

Workflow automation platforms for productivity and operational efficiency.

INDUSTRIES WE SERVE

Large Language Models (LLMs) Services For Every Industry

Every industry requires applications built around unique operational needs, security requirements, and compliance standards. Our LLM Development Services help businesses build secure, scalable, and efficient digital solutions tailored to industry-specific challenges.

Agriculture

Smart farming, agritech platforms, and data-driven agriculture solutions for modern yield optimization.

Travel

Next-gen booking engines and personalized customer experience platforms for global travel.

Manufacturing

Industry 4.0 integration, smart factory automation, and enterprise resource planning systems.

Logistics

Intelligent fleet tracking, warehouse automation, and supply chain visibility solutions.

Healthcare

Telemedicine ecosystems and hospital management systems focused on patient-first outcomes.

Education

Interactive learning management systems and virtual classroom technologies for remote growth.

Real Estate

Advanced property management and CRM solutions tailored for high-conversion real estate markets.

Ecommerce

Scalable multi-vendor platforms and conversion-driven digital store architectures.

Social Media

Community-driven apps and engagement ecosystems designed for the next generation of social interaction.

Process

Large Language Models (LLMs) Development Process

As an experienced Large Language Models (LLMs) Development Company in Ahmedabad, we follow a structured and agile development process to deliver scalable, secure, and high-performance language models.

Domain Knowledge & Corpus Audit

We audit private enterprise documents, cleanse domain datasets, and structure token instruction-following formats.

Base LLM Backbone Selection (Llama 3, Mistral)

Our LLM engineers select optimal foundation backbones (Llama 3 8B/70B, Mistral 8x7B, Gemma) based on latency targets.

Instruction Dataset Curation & QLoRA Fine-Tuning

We execute 4-bit QLoRA fine-tuning iterations on CUDA GPU clusters to specialize model reasoning capabilities.

Quantization (AWQ/GGUF) & vLLM Engine Compilation

We quantize FP16 weights into 4-bit AWQ and compile vLLM PagedAttention engines for high-throughput inference.

Safety Guardrails & Hallucination Testing

We deploy NeMo Guardrails, audit prompt injection risks, and validate zero-hallucination factual precision against benchmarks.

Production Deployment & SLA Monitoring

We deploy vLLM servers inside your private cloud VPC, monitor token throughput, and provide 24/7 SLA maintenance support.

Why Codebit ?

Why Businesses Choose Codebit Solutions for Large Language Models (LLMs)

Businesses choose Codebit Solutions because we combine deep PyTorch & Hugging Face fine-tuning mastery, vLLM tensor parallelism expertise, and private VPC deployment experience to build high-accuracy language models.

As a trusted LLM Development Company in Ahmedabad, we help businesses build secure, fast, and future-ready digital solutions designed for long-term growth.

Custom-Engineered LLM Fine-Tuning Pipelines

Every LLM fine-tuning pipeline is custom-engineered around your target context windows, domain vocabulary, and latency requirements.

Certified PyTorch, Hugging Face & CUDA Developers

Skilled AI engineers fluent in PyTorch, Hugging Face Transformers, DeepSpeed, vLLM, LangChain, and CUDA GPU kernels.

High Precision & Zero-Hallucination Grounding

Optimizing RAG vector chunking and system prompt constraints to eliminate hallucinations in enterprise production.

Sub-Second 100+ Token/Sec Streaming Speeds

Deploying vLLM engines with PagedAttention achieving high-throughput streaming token delivery.

Private VPC Cloud Sovereignty Expertise

Deploying open-source LLMs inside your private AWS/Azure cloud infrastructure under SOC2 & GDPR compliance.

Long-Term Technology Partner

Continuous post-launch model monitoring, instruction dataset re-training, GPU cluster scaling, and feature updates.

Build Scalable
Applications

with Expert LLM Development

Codebit Solutions helps startups, SMEs, and enterprises build high-performance LLM web and mobile applications tailored to business growth and long-term success.

Response Time 24 Hours Guaranteed

FAQs

Frequently Asked Questions

Find answers to common questions about our Large Language Models (LLMs) Development Services, Llama 3, vLLM, pricing, and enterprise solutions.

Large Language Models (LLMs) Development Company