<img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=1232938&amp;fmt=gif">
Portal Login
Talk to an Expert
LEI_award_logo
redapt - rack integration - white icon
Data Center Infrastructure

Enhance your data center infrastructure with tailored solutions that boost performance and efficiency, ensuring rapid growth and exceptional customer experiences.

redapt - data estate assessment - white icon
Cybersecurity

Fortify your operations with comprehensive cybersecurity solutions that deliver resilient protection and end-to-end risk mitigation.

redapt - cloud adoption ready - white icon
Managed Cloud Services

Align your cloud strategy with your business objectives through our end-to-end managed services, delivering expert oversight across infrastructure, data optimization, and cost control.

Cloud_Adoption
Cloud Adoption

Adopt the cloud confidently with expert guidance on capacity, cloud-native technologies, and a step-by-step path for successful migration.

redapt - devops adoption - white icon
DevOps

Energize your software development lifecycle with tailored DevOps to match your needs and workflows.

redapt - data science experiment - white icon
Data Analytics

Successfully adopt advanced analytics capabilities to unlock insights, inform the design of your products, and make smarter decisions.

Artifical_Intelligence
Artificial Intelligence

Leverage Artificial Intelligence to generate actionable insights, uncover new revenue opportunities, and drive more informed decision-making.

Application_Modernization
Application Modernization

Modernize your applications with advanced development methodologies, driving greater agility, efficiency, and continuous innovation to excel in today’s competitive environment.

BLOG
The latest in infrastructure, technology, and security

From emerging innovations to real-world applications, we cover what helps leaders navigate complexity, drive transformation, and make smarter decisions in a rapidly evolving landscape.

VIDEO CENTER
Go deeper with expert stories, insights, and strategy

Your destination for expert conversations, client stories, and diving deep into the latest in infrastructure, technology, and business strategy.

CUSTOMER STORIES
Discover how we elevate organizations

Read some of our customer stories to learn more about how we develop and implement solutions, along with how those solutions have helped our clients and partners.

KNOWLEDGE CENTER
Stay informed with expert guides, trends, and webinars

Explore our curated collection of eBooks, guides, and webinars designed to help leaders stay informed and ahead of trends.

redapt-employee-unboxing-tech
ABOUT US
Get to know our mission, team, and what drives us

We specialize in implementing and managing technical solutions to support your infrastructure and digital environments. 

RC_DC_6481
LEADERSHIP
Meet the leaders driving innovation and customer success

Bringing together decades of experience in technology, business strategy, and customer success.

What the company needed Image-1
CAREERS
Join a team built on impact, collaboration, and growth

Build lasting relationships and deliver real-world results.

Actionable Insights.

Make-or-Break Focus Areas.

Experts Save You Time.

Let our experts save you time, money, and stress as you explore solutions. Talk to an expert today!

Contact Us

  • There are no suggestions because the search field is empty.
Banner Bg Image

Empowering Scalable Voice AI with Optimized Infrastructure

A leading voice AI platform providing speech-to-text, text-to-speech, and language understanding APIs needed a strategic infrastructure partner to overcome vendor lock-in, optimize costs, and scale for enterprise demand. Dissatisfied with their previous reseller’s biased recommendations, they sought an advisor to compare platforms' right-size AI clusters and ensure future-ready scalability. By migrating to high-performance Tier 1 infrastructure and optimizing hardware spend, they achieved faster model training, lower costs, and seamless growth—securing their competitive edge in the fast-evolving AI market.
Turning Challenges Into Opportunities

Transforming their AI Infrastructure

The voice AI provider enables developers to build advanced speech recognition and natural language applications. Optimized infrastructure ensures high-accuracy, low-latency AI at scale, critical for medical, SaaS, and autonomous agent use cases.

AI demands high-performance, cost-efficient computing. Competitors leveraging optimized hardware gain speed and cost advantages. Without scalable infrastructure, AI platforms risk higher expenses, slower innovation, and missed opportunities in a booming market.

1
The Problem
The company’s previous Value-Added Reseller (VAR) pushed a single platform, leading to vendor lock-in, suboptimal performance, and rising costs. They needed unbiased advice on AI-optimized hardware, cost-performance trade-offs, and scalable infrastructure to support growing enterprise demand.
2
The Solution
Stepping in as a vendor-agnostic advisor, we evaluated Dell vs. Whitebox solutions, right-sized dedicated training/inference clusters, and migrated to Tier 1 infrastructure for better support and scalability—future-proofing their AI deployment.
3
The Outcome
We assisted the company in reducing costs, improving performance, and gaining scalability. With optimized infrastructure, it now efficiently supports enterprise-grade AI workloads, ensuring faster innovation and a stronger competitive position against alternatives like OpenAI.
SOLUTION DEEP DIVE

Delivering Scalable AI Infrastructure

We provided vendor-neutral infrastructure advisory, performance benchmarking, and scalable cluster design to future-proof their AI workloads.
what the company needed
Unbiased Hardware Comparisons
  • Evaluated Dell vs. Whitebox solutions for cost-performance balance.
  • Advised on optimal GPU configurations for training and inference.
what the company needed
Dedicated AI Cluster Optimization
  • Designed separate training & inference clusters for efficiency.
  • Migrated to Dell’s Tier 1 infrastructure for reliability.
what the company needed
Scalability Roadmap
  • Aligned infrastructure with enterprise customer growth.
  • Prepared for multi-cloud and edge deployments.
Partnership Page
THE OUTCOMES

AI Performance, Optimized for Growth

Redapt’s solution delivered cost savings, scalability, and competitive advantage for the voice AI platform.

redapt - engineering operations - green block

Lower Operational Costs
Optimized hardware reduced spend without sacrificing speed.

redapt - code development - green block

Faster Model Training
High-performance clusters accelerated AI iteration cycles.

redapt - application support management - green block

Enterprise-Grade Scalability
Infrastructure now supports rapid customer onboarding.

redapt - flexibility - green block

Future-Proof Flexibility
Ready for multi-cloud and edge AI deployments.

Get Expert Help
CONCLUSION

Building the Future of Voice AI

Modernizing infrastructure with unbiased expertise enables this AI innovator to deliver faster, cheaper, and more scalable voice solutions. With a high-performance foundation, they’re poised to outpace competitors and capture enterprise demand.

What could your business achieve with optimized infrastructure? Connect with us today to discuss how Redapt can help.

Your trust and confidentiality are our top priorities. Redapt prioritizes and protects our customer’s privacy, so we don’t publicly disclose account names or other identifiable information. We are eager to share our successes and are happy to provide specific referrals or case studies upon request.