AI infrastructure that's faster, cheaper, and smarter

Two products. One mission. Transform your raw data into application-ready datasets, and run your AI models on the most cost-efficient hardware — automatically.

See How Much You'd Save → Explore Mind

Two Products, One Platform

Data engineering and infrastructure optimization under one roof

Mind

AI Data Engineer

Transform raw operational data into application-ready, consumable datasets. The foundation for decision intelligence.

Acquire raw data from any source
Augment with AI-powered enrichment
Architect into analytics-ready schemas
Supply chain and operational data focus

Learn More

Switch

AI Infrastructure Optimizer

Benchmark your AI models on GPU vs AWS Inferentia2. See the cost difference. Deploy to the cheaper option with one click.

Side-by-side GPU vs Inferentia2 benchmarks
Auto-compilation with Neuron SDK
One-click deploy to optimized hardware
Models never leave your AWS account

Try Free →

Switch: Stop Overpaying for AI Inference

Real benchmark results from real AWS hardware. 120,000 inferences. Zero simulated data.

5-8x

Faster on Inferentia2

~90%

Lower cost per inference

Errors on Inferentia2 (vs 29 on GPU)

Benchmark: DistilBERT Text Classification at Scale

Concurrent Requests	GPU (A10G) P50	Inferentia2 P50	Inf2 Advantage
1	4.6ms	2.2ms	2.1x faster
8	67ms	10.5ms	6.4x faster
32	244ms	44ms	5.5x faster
64	492ms	89ms	5.5x faster
128	992ms	179ms	5.5x faster
256	1,468ms (29 errors)	186ms (0 errors)	7.9x faster

Benchmark uses a simple Flask server. Production-optimized GPU setups would narrow the gap, but the cost advantage remains significant. Full methodology and code available on request.

How It Works

1️⃣

Connect Your AWS

Deploy our agent via CloudFormation. Takes 5 minutes. Your models never leave your account.

2️⃣

Benchmark

Point to your model. We run it on GPU and Inferentia2 side-by-side. See cost, latency, throughput.

3️⃣

Deploy

One click to deploy on Inferentia2 with auto-scaling, monitoring, and an API endpoint.

Supported Workloads

Workload	Models	Status
Text Classification	BERT, DistilBERT, RoBERTa	Available
LLM Inference	Llama 3, Mistral, Qwen	Available
Vision & Multimodal	Llama 4, Qwen-VL, Pixtral	Coming Soon
Training (Trainium)	Any PyTorch model	Coming Soon

Your Models Never Leave Your Cloud

Switch deploys a lightweight agent into your AWS account via CloudFormation. All benchmarking and inference happens inside your VPC. We only receive anonymized performance metrics — never your model weights, data, or predictions.

🔒 Models stay in your VPC

🔑 IAM least-privilege access

📊 Metrics only — no data

🔐 TLS 1.3 encrypted

🏗️ KMS encryption at rest

Pricing

See the savings for free. Pay to unlock them.

Free

1 benchmark per month
Results retained 7 days
GPU cost monitoring agent
Classification models

Get Started

Pro

$199/mo

Unlimited benchmarks
Permanent results
One-click deploy (3 models)
LLM support
Auto-recompilation

Start Pro Trial

Enterprise

$999/mo

Unlimited models
Training on Trainium
Custom model onboarding
SLA & dedicated support
SOC 2 compliance

Contact Sales

Mind: Your AI Data Engineer

At OpsMind, our mission is to provide you with an AI data engineer that transforms raw operational data into application-ready, consumable datasets. This creates a solid foundation for decision intelligence and enables analytics, planning, or any AI tool you wish to utilize.

Acquire

Connect to any raw data source — databases, APIs, files, streams

Augment

AI-powered enrichment, cleaning, and transformation

Architect

Output application-ready datasets for analytics and AI

Launching soon. Join the waitlist →