# Ensigncode

> Ensigncode is a deep-tech engineering firm delivering CUDA and GPU optimization, AI and machine learning, and Odoo ERP development for businesses in the USA and worldwide.

Ensigncode is a deep-tech engineering firm with three core practices: (1) CUDA & GPU optimization and HPC, (2) AI & Machine Learning, and (3) Odoo ERP development. We serve businesses in the USA and worldwide, with 8+ years of enterprise and government-level delivery.

## Key pages

- [Home](https://ensigncode.com/): Overview of GPU, AI, and Odoo ERP engineering services.
- [Services](https://ensigncode.com/services-page/): Full catalog of services across all pillars.
- [About](https://ensigncode.com/about-us/): Company background, milestones, and team.
- [Case Studies](https://ensigncode.com/works/): Real projects with measurable outcomes.
- [Technical Blog](https://ensigncode.com/blog/): CUDA, GPU, and AI engineering insights.
- [Team](https://ensigncode.com/team/): Leadership and senior engineers.
- [Contact](https://ensigncode.com/contacts/): Get a free consultation.

## Service pillars

- [GPU, CUDA & HPC](https://ensigncode.com/gpu-cuda-hpc/): CUDA kernels, GPU infrastructure, and HPC acceleration.
- [AI & Machine Learning](https://ensigncode.com/ai-ml/): Custom ML, LLMs, computer vision, and AI engineering.
- [Odoo ERP](https://ensigncode.com/odoo-erp/): Implementation, custom modules, and automation.

## GPU, CUDA & HPC Services

- [CUDA Engineering](https://ensigncode.com/cuda-engineering/): High-performance CUDA kernel development and GPU acceleration for production workloads.
- [AI Performance Engineering](https://ensigncode.com/ai-performance-engineering/): Reduce GPU costs and accelerate AI workloads with CUDA and TensorRT.
- [CUDA Performance Profiling](https://ensigncode.com/cuda-profiling/): Eliminate GPU bottlenecks with Nsight profiling and kernel optimization.
- [CUDA Computer Vision Optimization](https://ensigncode.com/cuda-computer-vision/): Accelerate image and video processing with CUDA and OpenCV.
- [TensorRT Optimization](https://ensigncode.com/tensorrt-optimization/): FP16 and INT8 inference acceleration and GPU memory reduction.
- [GPU Engineering](https://ensigncode.com/gpu-engineering/): GPU infrastructure, clusters, and high-performance computing.
- [High-Performance Computing (HPC)](https://ensigncode.com/hpc-solutions/): Scientific computing, simulations, and parallel architectures.
- [AI Inference Optimization](https://ensigncode.com/ai-inference-optimization/): Faster AI inference with lower GPU infrastructure costs.
- [LLM Inference Infrastructure](https://ensigncode.com/llm-inference/): Private LLM hosting, vLLM deployment, and scalable serving.
- [NVIDIA Blackwell B200 Optimization](https://ensigncode.com/blackwell-b200/): Maximize performance from NVIDIA Blackwell B200 infrastructure.
- [GB200 NVL72 System Tuning](https://ensigncode.com/gb200-nvl72/): Optimize GB200 NVL72 for maximum AI performance.
- [FP4 Precision Inference](https://ensigncode.com/fp4-inference/): Cut inference costs with FP4 low-precision optimization.

## AI & Machine Learning Services

- [Machine Learning Development](https://ensigncode.com/machine-learning/): Custom ML models, predictive analytics, and ML pipelines.
- [AI Engineering Services](https://ensigncode.com/ai-engineering/): Design, build, and scale intelligent AI systems for enterprise.
- [Hire Rust and AI Engineers](https://ensigncode.com/hire-ai-engineers/): Expert Rust and AI engineers on-demand, with GPU and CUDA crossover.
- [Custom LLM Development](https://ensigncode.com/custom-llm/): Private, domain-specific large language models and GPT systems.
- [Computer Vision and Video AI](https://ensigncode.com/computer-vision-ai/): Real-time object detection, video analytics, and edge AI.
- [Python Development and AI](https://ensigncode.com/python-development/): Scalable Python backends with integrated AI capabilities.
- [Hire Data Scientists](https://ensigncode.com/hire-data-scientist/): Dedicated, on-demand, and freelance data science experts.

## Odoo ERP Services

- [Odoo Accounting Modules](https://ensigncode.com/odoo-accounting/): Automated bookkeeping, invoicing, tax management, and reporting.
- [Odoo Manufacturing](https://ensigncode.com/odoo-manufacturing/): MRP, production planning, BoM, and shop floor control.
- [Odoo Module Development](https://ensigncode.com/odoo-module-development/): Custom Odoo apps, enterprise modules, and SaaS solutions.
- [Odoo Inventory](https://ensigncode.com/odoo-inventory/): Multi-warehouse management, barcode, and stock optimization.
- [Odoo Standard Systems](https://ensigncode.com/odoo-standard-systems/): CRM, sales, HR, helpdesk, and field service in one platform.
- [Odoo Reporting](https://ensigncode.com/odoo-reporting/): Custom reports, BI dashboards, and real-time analytics.
- [Odoo Performance Optimization](https://ensigncode.com/odoo-performance-optimization/): Eliminate bottlenecks and restore Odoo system speed.
- [Odoo eCommerce Integration](https://ensigncode.com/odoo-ecommerce-integration/): Connect Odoo with Amazon, Shopify, and WooCommerce.
- [Odoo Migration and Upgrade](https://ensigncode.com/odoo-migration-upgrade/): Upgrade Odoo or migrate from SAP, NetSuite, and legacy ERP.
- [Odoo POS and Retail Automation](https://ensigncode.com/odoo-pos-automation/): POS customization, multi-store, and retail automation.

## Cloud & DevOps

- [DevOps and Cloud Infrastructure](https://ensigncode.com/devops-consulting/): AWS, GCP, Azure setup, Kubernetes, CI/CD, and IaC.

## Case studies

- [Great America Leasing: Odoo ERP Integration](https://ensigncode.com/works/great-america-leasing-integration-with-odoo-erp/): Odoo ERP integrated with core leasing systems via secure APIs to automate contract and billing workflows.
- [Copylite: Automated Order Processing](https://ensigncode.com/works/copylite-integration-for-automated-order-processing/): Order intake and fulfilment automated through an Odoo and API integration, cutting manual handling.
- [ERP System Upgrade: Zero Downtime Migration](https://ensigncode.com/works/erp-system-upgrade-zero-downtime-migration/): A business-critical Odoo ERP upgraded to a newer version with a phased migration and zero downtime.
- [Enterprise Financial API Integration: DLL](https://ensigncode.com/works/enterprise-financial-api-integration/): A secure API integration connected DLL's financial systems for reliable, real-time data exchange.
- [Product Variant Display Enhancement for Odoo eCommerce](https://ensigncode.com/works/product-variant-display-enhancement/): Product variant display redesigned in Odoo eCommerce for a clearer, lower-friction shopping experience.
- [Optimizing Retail Operations with an Advanced Enterprise Solution](https://ensigncode.com/works/optimizing-retail-operations-advanced-enterprise-solution/): POS, inventory, and reporting unified across stores with an advanced Odoo enterprise solution.

## Blog posts

- [What Is CUDA and Why Should You Care? A Plain-English Primer](https://ensigncode.com/blog/what-is-cuda-plain-english-primer/): A jargon-free explanation of what CUDA is and why parallel GPU computing matters for modern workloads.
- [Why Your AI Model Is Wasting GPU Memory (And How to Fix It)](https://ensigncode.com/blog/why-your-ai-model-is-wasting-gpu-memory/): The usual culprits behind wasted GPU memory in AI serving and the fixes that reclaim it.
- [Stop AI Overthinking: Controlling Inference Compute at Runtime](https://ensigncode.com/blog/stop-ai-overthinking-controlling-inference-compute/): How to stop reasoning models from wasting compute on easy inputs using token budgets and adaptive reasoning.
- [Real-Time AI Thinking: Changing Model Behaviour Mid-Inference](https://ensigncode.com/blog/real-time-ai-thinking-changing-model-behaviour-mid-inference/): Techniques to steer an LLM while it generates, from logit control to dynamic stopping, for adaptive real-time output.
- [GPU Rendering Optimisation: The Engineering Playbook](https://ensigncode.com/blog/gpu-rendering-optimisation-engineering-playbook/): Practical techniques to cut frame time in GPU rendering: batching, culling, and pass-level profiling.
- [Spend X, Save Y: The GPU Investment ROI for ML Teams](https://ensigncode.com/blog/gpu-investment-roi-calculator-ml-teams/): A framework for deciding when spending on GPU optimization pays for itself against ongoing infrastructure costs.
- [CUDA Memory Management: From Basics to Production Patterns](https://ensigncode.com/blog/cuda-memory-management-basics-to-production/): Understand the CUDA memory hierarchy and the pooling and coalescing patterns that keep production kernels fast.
- [Profiling CUDA Workloads: Finding the Real Bottleneck](https://ensigncode.com/blog/profiling-cuda-workloads-finding-the-real-bottleneck/): Use Nsight to distinguish compute-bound, memory-bound, and CPU-stalled workloads before you optimize anything.
- [Multi-GPU CUDA: Scaling Beyond One Card](https://ensigncode.com/blog/multi-gpu-cuda-scaling-beyond-one-card/): A guide to scaling CUDA workloads across multiple GPUs without letting communication overhead eat your gains.
- [Building a Production CUDA Inference Pipeline: End-to-End Guide](https://ensigncode.com/blog/building-a-production-cuda-inference-pipeline/): How to take a model from a notebook to a production CUDA inference service with batching, concurrency, and low latency.

## Team

- [Parth Desai](https://ensigncode.com/team/parth-desai/): Co-Founder & CEO. Co-founder and CEO leading Ensigncode's vision across GPU engineering, AI, and Odoo ERP.
- [Mahima Desai](https://ensigncode.com/team/mahima-desai/): Chief Financial Officer & Sales Director. CFO and Sales Director overseeing finance, operations, and client partnerships at Ensigncode.
- [Tarang Kotecha](https://ensigncode.com/team/tarang-kotecha/): Business Development Manager. Business Development Manager connecting client needs with the right engineering approach.
- [Saumil Gauswami](https://ensigncode.com/team/saumil-gauswami/): ERP Techno-Functional Consultant. Techno-functional consultant bridging business processes and Odoo ERP implementation.
- [Krishna Prajapati](https://ensigncode.com/team/krishna-prajapati/): Senior Odoo Developer. Senior Odoo developer building custom modules, integrations, and performance improvements.
- [Rahul Patel](https://ensigncode.com/team/rahul-patel/): Senior Odoo Developer. Senior Odoo developer specializing in custom workflows, migrations, and reliable delivery.

## Optional

- [Full content (llms-full.txt)](https://ensigncode.com/llms-full.txt): Expanded answer-first summaries of every page.
- [Privacy Policy](https://ensigncode.com/privacy-policy/): How we handle data.