Blog
Case Study
Autoblocks used Omnistrate to evolve from a serverless cloud product into an enterprise-ready SaaS platform, enabling secure, compliant, customer-controlled deployments.
Company
Autoblocks, a growth stage company, helps product teams to collaboratively evaluate, test, and improve their GenAI/LLM products.
Category
AI Application Testing & Validation Platform
Challenge
"Enterprise buyers in regulated industries such as healthcare and finance were highly interested in Autoblocks but required strict data control and compliance — limiting its ability to sell into those markets."
Result
With Omnistrate, Autoblocks stood up an enterprise SaaS delivery platform in weeks (vs. ~12 months DIY), enabling flexible customer-managed deployments of the Autoblocks workspace including BYOC and on-prem environments —and unlocking access to an estimated $230B in regulated-industry AI budgets.
Autoblocks helps companies develop and validate AI applications before they reach production. Its platform enables teams to simulate real-world scenarios, evaluate model behavior, and continuously improve AI performance with real-world scenarios and subject matter expert (SME) feedback.
Autoblocks had validated market traction, but scaling to enterprise buyers revealed four major friction points:
Data Residency & Compliance
Distributing Autoblocks software to Healthcare and financial customers with regional data residency controls to meet HIPAA and GDPR mandates.
AI Infrastructure Complexity
Managing GPU orchestration, CUDA environments, and third-party AI integrations (e.g., Amazon Bedrock) across clouds demanded scale that a small team couldn't support.
Operational Burden
Each enterprise install required manual, bespoke DevOps support, slowing sales and consuming engineering time.
Monetization & Visibility
Lacking built-in usage tracking and billing, Autoblocks couldn't measure cost efficiency or expansion metrics investors wanted to see.
— Adam Nolte
Co-Founder & CTO, Autoblocks
To meet enterprise demand for secure, customer-controlled deployments, Autoblocks needed a scalable way for customers to run its AI testing platform within their own cloud environments. Rather than building this complex infrastructure from scratch, Autoblocks partnered with Omnistrate.
Autoblocks used Omnistrate's powerful Agentic Control Plane as a Service to power the Autoblocks Deployment Portal — a self-service environment where enterprise customers can deploy, manage, and monitor Autoblocks directly in their own cloud infrastructure, all with centralized visibility and automated lifecycle management.
Secure, Customer-Managed Deployments
Enabled Bring Your Own Cloud (BYOC) and on-prem deployments so enterprises can run Autoblocks entirely within their own environments — ensuring data sovereignty, security, and compliance.
AI-Native Infrastructure Support
Delivered GPU orchestration, CUDA support, and Amazon Bedrock integrations to power high-performance AI workloads with fast model startup and scaling.
Unified Operations Layer
Centralized monitoring, upgrades, and lifecycle management — giving Autoblocks' DevOps and security teams a unified operations layer and single point of control across all customer environments.
Integrated Billing & Marketplace Readiness
Delivered built-in usage metering and per-tenant cost insights, automated invoicing, and AWS Marketplace integration — giving Autoblocks full visibility into resource economics while enabling usage-based pricing and faster enterprise monetization through cloud marketplaces.
— Adam Nolte
Co-Founder & CTO, Autoblocks
Through Omnistrate, Autoblocks evolved from a cloud-only application into an enterprise-ready SaaS with global deployment flexibility.
With these advancements, Autoblocks is positioned for sustainable scale: a leaner operating model, faster enterprise onboarding, and an adaptable architecture that aligns with the growing compliance requirements across AI-driven sectors.
Weeks to Enterprise Deployments
Omnistrate's control-plane-as-a-service cut deployment timelines by over 80%, moving from concept to production in weeks instead of a year.
Sales and Adoption Acceleration
Built-in BYOC options turned regulatory barriers into an Autoblocks differentiator, streamlining security reviews, building trust and accelerating deal closure.
Operational Efficiency
Automation and centralized observability reduced DevOps overhead by half, enabling engineering teams to reinvest capacity into product innovation.
Expanded Addressable Market
Secure, compliant deployments unlocked access to an estimated $230 billion regulated-industry AI market.
— Adam Nolte
Co-Founder & CTO, Autoblocks
With Omnistrate, Autoblocks unlocked access to two of the fastest-growing AI markets, healthcare and financial services, where strict compliance and data-control requirements have historically slowed adoption.
The AI in Healthcare market is projected to grow from $26.5B in 2024 to over $187B by 2030 (CAGR ~39%).
The AI in Financial Services market is expected to rise from $45B in 2024 to nearly $100B by 2027.
Estimated at $230B Total in 2025
Autoblocks selected Omnistrate based on four critical evaluation criteria: speed to market, regulatory compliance, enterprise scalability, and trusted technical expertise. By adopting Omnistrate's control-plane-as-a-service, Autoblocks accelerated regulated-market entry, reduced infrastructure overhead, and positioned its platform for scalable, secure expansion in enterprise AI testing and validation.
Unified control across environments
Omnistrate provided a build-once, run-anywhere control plane for customer-managed deployments across AWS, GCP, and Azure—spanning BYOC, on-prem, and even air-gapped—so enterprises keep data sovereignty and operational control.
Compliance and observability built in
The platform's SOC 2 Type II controls, integrated billing, and end-to-end observability delivered turnkey enterprise-grade operations that met the strict standards of regulated sectors.
AI-native infrastructure
Omnistrate's GPU orchestration, CUDA compatibility, and native integrations with AI services such as Amazon Bedrock enabled Autoblocks to deliver high-performance workloads to enterprise customers.
Proven enterprise partnership
Omnistrate's leadership team brought a track record of innovation in control-plane design and software distribution, underpinned by more than fifty patents across infrastructure awareness, data management, and orchestration technologies.
— Haroon Choudery
CEO, Autoblocks
