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Text Content

From Training to Real-Time Inference: How to Solve Computer Vision Challenges in
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Product Overview


FAST, EASY, AND FLEXIBLE PRODUCTION AI AT SCALE

ONE PLATFORM FOR DEPLOYING, OBSERVING, AND MANAGING AI MODELS AT SCALE IN
PRODUCTION. DESIGNED SO HIGH IMPACT AI TEAMS CAN STAY LEAN AND NIMBLE.

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Try for Free
The Problem


ELIMINATE AI DEPLOYMENT BARRIERS

Taking AI initiatives from prototype to production is riddled with technical 
complexities, operational inefficiencies, and limited resources. This is why
most AI initiatives fail. As a result, businesses risk falling behind, stunting
innovation, and losing competitive advantage. With Wallaroo, AI teams automate
and streamline deployment across any environment, ensuring you can rapidly scale
AI and drive business value.

46 %

of AI initiatives fail to reach production. – Gartner


The Solution


EFFECTIVE AI IN PRODUCTION SIMPLIFIED

Wallaroo helps teams easily operationalize AI models to any cloud, edge or
on-premises environment. Providing intuitive capabilities for AI teams to
deploy, manage and monitor models in production at scale with ease and
repeatability.

YOUR DATA SCIENCE /
ML ENVIRONMENTS

WALLAROO
OPERATIONS CENTER






YOUR CLOUD /
ON PREM
WALLAROO
SERVER
REMOTE CLOUD /
ON PREM
WALLAROO
SERVER
EDGE
LOCATIONS
WALLAROO
SERVER
YOUR CLOUD /
ON PREM
WALLAROO
SERVER
REMOTE CLOUD /
ON PREM
WALLAROO
SERVER
EDGE
LOCATIONS
WALLAROO
SERVER



ANY MODEL, ANY HARDWARE ANYWHERE

From cloud analytics, edge and LLMs, the Wallaroo platform is capable of
deploying, monitoring and observing with ultimate flexibility and speed.

Cloud Analytics


YOUR ANALYTICS WORKING FOR YOU, WITHOUT COMPLEXITY

Wallaroo’s platform capabilities enable easy, fast and scalable predictive and
prescriptive Analytics across different data modalities in any cloud
environment, delivering value with unprecedented speed and with no technical
debt.

 * Simplified Model Deployment: Intuitive UI and SDK empower AI teams to auto
   package and deploy models effortlessly within their own data & AI ecosystem.

 * Flexible Deployment: Support for any model deployed across any ecosystem, and
   hardware architectures for AI inference, such as x86, ARM and NVIDIA GPU,
   with easy configurations for compute, memory, and auto-scaling requirements.

 * Automated Model Monitoring: Centralized observability and built-in model
   performance metrics and alerts informing real-time business impact.

 * Streamlined Model Management: Native model optimization capabilities such as
   A/B testing, shadow deployment, Blue/Green deployment and in-line model
   updates helping to close the loop and maintain business continuity.



Edge & Multi-Cloud


GET THE MOST OUT OF YOUR AI ACROSS ANY ENVIRONMENT

Wallaroo delivers flexible and scalable AI operations to decentralized edge and
multi-cloud environments for connected and air-gapped deployment scenarios,
while managing and observing models centrally.

 * Speed and Ease: Seamless auto packaging and publishing of AI pipelines for
   diverse edge and multi-cloud deployment targets.

 * Scalability: Deploy, and orchestrate models securely to decentralized Edge
   and Multi-Cloud locations with operational continuity while maintaining
   centralized, repeatable model management and observability.

 * Efficiency: Optimized for flexible model deployment to connected or
   air-gapped hardware and architecture environments with centralized management
   and observability without forfeiting data driven decision velocity.


Generative AI & LLMs


OPERATIONALIZE GENAI WITH FLEXIBILITY & PEACE OF MIND

Wallaroo empowers enterprises to deploy, manage, and scale GenAI and LLM models
running with ease and flexibility within their data and AI ecosystem , enabling
faster time to value and optimal infrastructure utilization.

 * Deploy Quickly: Utilize our robust APIs and seamless data connectors to
   package and deploy LLMs across any cloud, edge, or hybrid environment, with
   up to 30x faster time to production.

 * Flexible Monitoring: Bring your own custom monitoring algorithms and metrics
   for your LLMs or integrate LLM monitoring metrics directly in your reporting
   tools for further analysis using Wallaroo’s data connectors.

 * Manage Scale Effortlessly: The Wallaroo platform scales with your needs, from
   a handful to thousands of models, creating repeatable production deployments
   for LLMs that need minimal re-engineering and infrastructure dependencies.


Integrations


WALLAROO MEETS YOU WHERE YOU ARE. USING THE TOOLS YOU USE.

In addition to our rich integration toolkit to the most common data sources and
sinks, Wallaroo.AI works closely with key partners and communities to create
better experiences.


See all Integrations
TECHNOLOGY


1 PLATFORM. 3 CORE COMPONENTS.
FULL PRODUCTION AI CAPABILITIES.

In order to truly operationalize AI in production, AI teams need to consider the
full model operations lifecycle beyond deployment and think of production AI in
terms of continuous iteration, continuous deployment.

See Technology


MODEL OPERATIONS CENTER

Deploy & manage models in seconds with full governance & observability


INFERENCE SERVER

Generate more inferences, faster, on less compute in any cloud, on prem or at
the edge




INTEGRATION TOOLKIT

Integrate into your ecosystem so your data scientists can keep using their
favorite tools

GOVERNANCE & COLLABORATION


ENABLE COLLABORATION AND AGILITY WHILE ENHANCING SECURITY AND CONTROL.

The conventional approach to operationalizing AI involves data scientists
building a model and then handing that model over to ML engineers to deploy into
production. The problem with this waterfall approach is ML models do not lend
themselves to clean handoffs from data scientist to engineer. ML models require
constant monitoring and tweaking even in production as the world continually
changes.

We’ve built Wallaroo.AI on a workspace-based paradigm to make it easy for
administrators to give the right kind of access to the different user types.

Learn More
Workshop & Certification


STAY AHEAD OF THE CURVE WITH PRODUCTION AI & ML BEST PRACTICES

Find out more about Wallaroo.AI’s ML Production Skill-Building Workshop.

Discover More





GET YOUR AI MODELS INTO PRODUCTION, FAST.

Unblock your AI team with the easiest, fastest, and most flexible way to deploy
AI without complexity or compromise. 

 * Cloud
 * Edge & Multi-Cloud
 * Generative AI

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KEEP UP TO DATE WITH THE LATEST ML PRODUCTION NEWS SIGN UP FOR THE WALLAROO.AI
NEWSLETTER




CONTACT US

info@wallaroo.ai
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TRY THE COMMUNITY EDITION

See first-hand how easy it is for Data Scientists and ML Engineers to use our
unified ML production platform.

Try for free


READY TO SCALE YOUR PRODUCTION AI?

Speak to a Solutions Engineer to see how Wallaroo.AI can speed up production
processes while also making them more efficient and effective for faster time to
value.

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Platform
Platform Learn how our unified platform enables ML deployment, serving,
observability and optimization
Technology Get a deeper dive into the unique technology behind our ML production
platform
Solutions
Solutions See how our unified ML platform supports any model for any use case
Computer Vision (AI) Run even complex models in constrained environments, with
hundreds or thousands of endpoints
Resources
Resources
Blog