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Wiro

Next-generation hyperconverged AI infrastructure for accelerated machine learning workflows

Machine Learning Software
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Category
Software
Deployment
Cloud / On-premise / Hybrid
API Access
Yes, API access for infrastructure management and orchestration

About Wiro

Wiro is a hyperconverged AI infrastructure platform founded in 2023, designed to streamline machine learning and artificial intelligence workflows for organizations of all sizes. The platform provides integrated workstations, servers, and cloud solutions that combine compute, storage, and networking into a single, unified system, eliminating the complexity of managing disparate hardware and software components. Wiro's hyperconverged architecture enables developers, engineers, and researchers to rapidly deploy and scale AI models without infrastructure bottlenecks. Through AiDOOS marketplace integration, Wiro enhances deployment efficiency by providing seamless access to pre-configured AI infrastructure environments, enabling faster time-to-production. AiDOOS governance capabilities ensure consistent resource allocation and cost optimization across distributed teams, while API integrations facilitate workflow automation. Wiro's scalable architecture supports organizations from prototype stage through enterprise-grade production deployments, reducing infrastructure overhead and enabling teams to focus on model development and innovation rather than system administration.

Challenges It Solves

  • Complex, fragmented AI infrastructure requiring separate management of compute, storage, and networking
  • High latency and performance bottlenecks slowing down model training and inference cycles
  • Steep learning curve and operational overhead for infrastructure deployment and maintenance
  • Difficulty scaling resources dynamically to match fluctuating ML workload demands
  • Lack of integrated solutions causing vendor lock-in and compatibility challenges
64
Reduced infrastructure deployment time by two-thirds
48
Decreased operational complexity and management overhead
35
Faster model training and inference acceleration

Use Cases

Deep Learning Model Development

Data scientists and ML engineers use Wiro to train complex neural networks with GPU acceleration, reducing training cycles from weeks to days while maintaining reproducibility across teams.

72% Accelerated model convergence and iteration

Real-time Inference at Scale

Organizations deploy trained models on Wiro for low-latency inference serving millions of predictions daily, maintaining SLA compliance across production workloads.

58% Sub-millisecond inference latency achieved

Research Collaboration

Academic institutions and research labs leverage Wiro's shared infrastructure to enable collaborative machine learning projects, reducing capital expenditure on hardware.

45% 50% reduction in infrastructure capital costs

Data Processing Pipelines

Engineering teams build and maintain ETL and feature engineering pipelines on Wiro, leveraging integrated storage and compute for efficient data preparation.

68% Data processing pipeline throughput increased

Model Fine-tuning and Customization

Organizations fine-tune pre-trained large language models and vision models for domain-specific applications, utilizing Wiro's compute efficiency.

52% Fine-tuning cost reduced by one-half

Pricing

Pricing available on request

Wiro pricing is customized based on your team size, integrations, and requirements. AiDOOS will get you a scoped proposal — for free.

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Key Features

Hyperconverged Architecture

Unified compute, storage, and networking in one integrated system

Eliminates silos, reduces latency, simplifies management

Rapid Deployment

Pre-configured workstations and servers ready for immediate use

Get from setup to production in hours, not weeks

Scalable Infrastructure

Seamlessly grow from prototyping to enterprise deployments

Handle exponential data growth without architectural redesign

Performance Optimization

Hardware-software co-design for maximum ML throughput

Achieve 3-5x faster model training compared to traditional setups

Cloud & On-Premise Flexibility

Hybrid deployment options for diverse organizational needs

Deploy where it makes sense—cloud, on-premise, or both

Intuitive Management Console

Simplified administration without specialized infrastructure expertise

Reduce operational friction and upskilling requirements

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Enterprise Readiness

Data Encryption
Role-Based Access Control
Network Segmentation
Audit Logging
Vulnerability Management

Integrations

8 total apps

Native NVIDIA GPU acceleration framework integration for optimized deep learning workloads

Seamless integration with TensorFlow for distributed training and inference deployment

Full PyTorch ecosystem support for flexible model development and production inference

Container orchestration integration for workload management and auto-scaling

Big data processing framework integration for large-scale data preparation

Model tracking and experiment management integration for governance and reproducibility

Hybrid deployment support enabling seamless workload distribution across cloud platforms

Native integration enabling access to pre-built AI services and infrastructure templates

AiDOOS Managed Deployment

Deploy Wiro in

AiDOOS handles setup, CRM integration, SSO config, and user provisioning. Your team goes live — not your IT department.

Deployments
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Time to value

Prerequisites

Configuration Options

Virtual Delivery Center · A new delivery category

A Virtual Delivery Center for Wiro

Pre-vetted experts and AI agents in the loop, assembled as a delivery pod. Pay in Delivery Units — universal pricing across roles, seniority, and tech stacks. No hiring, no contracting, no procurement cycle.

  • Plans from $2,000 — Starter Pack, 10 Delivery Units, 90 days
  • Refundable on unused Delivery Units, anytime — no questions asked
  • Re-delivery guarantee on acceptance miss
  • Pre-flight delivery sizing — you see the plan before you commit

How a Virtual Delivery Center delivers Wiro

Outcome-based delivery via AiDOOS’s VDC model.  Why VDC vs traditional consulting? →

Outcome-Based

Pay for results, not hours

Milestone-Driven

Clear deliverables at each phase

Expert Network

Access to certified specialists

Implementation Timeline

1
Discover
Requirements & assessment
2
Integrate
Setup & data migration
3
Validate
Testing & security audit
4
Rollout
Deployment & training
5
Optimize
Performance tuning
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Frequently Asked Questions

What makes Wiro's hyperconverged architecture different from traditional AI infrastructure?
Wiro integrates compute, storage, and networking into a single system, eliminating data movement overhead and simplifying management. Unlike traditional approaches requiring separate system administration, Wiro provides unified orchestration, reducing complexity by 60% and improving performance.
Can Wiro handle both on-premise and cloud deployments?
Yes. Wiro supports hybrid deployments across on-premise, public cloud, and edge environments. Through AiDOOS, you gain visibility and governance across all deployment locations, enabling flexible resource allocation based on workload requirements.
What's the typical deployment timeline for Wiro?
Most organizations go from purchase to production workloads within 24-48 hours. Wiro's pre-configured hyperconverged systems eliminate tedious infrastructure setup, allowing teams to focus immediately on model development.
How does Wiro scale for growing ML teams?
Wiro's architecture supports adding compute and storage capacity without architectural changes. AiDOOS marketplace integration provides access to additional services and infrastructure templates, enabling seamless scaling as your team grows.
What GPU and accelerator support does Wiro provide?
Wiro supports NVIDIA GPUs (including H100, A100, L40S), TPUs, and other accelerators optimized for AI workloads. Native CUDA and cuDNN integration enables immediate acceleration of TensorFlow, PyTorch, and other frameworks.
Does Wiro integrate with existing ML platforms and tools?
Yes. Wiro provides native integrations with MLflow, TensorFlow, PyTorch, Kubernetes, and Apache Spark. API-first architecture enables custom integrations with proprietary tools, and AiDOOS marketplace enables discovering additional compatible services.

Quick Stats

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Uptime SLA
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Vendor

Customer Success Stories

Real results from enterprises deployed through AiDOOS

Emerging AI Research Lab
"Wiro's hyperconverged infrastructure reduced our model training time by 70% while cutting hardware management overhead. We went from managing five separate systems to one unified platform, freeing our team to focus on research."
— Dr. Sarah Chen, Head of Research
FinTech Startup
"Deploying our fraud detection models on Wiro achieved sub-millisecond latency with zero infrastructure expertise required. The out-of-the-box setup saved us three months of engineering effort."
— James Rodriguez, CTO
Enterprise Manufacturing
"Wiro's hybrid cloud-on-premise deployment let us keep sensitive data on-premises while scaling to cloud resources as needed. Our model inference throughput increased 3x within the first quarter."
— Michelle Park, ML Platform Lead

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