Restructure critical applications without disrupting the business.

Critical business logic often sits in tightly coupled, poorly documented applications that are difficult to maintain. We restructure these systems responsibly, modernizing what matters without disrupting the business they support.

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The expertise to tackle complex application environments

CRM modernization

Restructure rigid, heavily customized CRM environments around unified customer data and workflows that adapt as sales, marketing, and service processes evolve - without requiring a development cycle every time the business changes.

Billing & revenue management modernization

Modernize legacy billing and revenue infrastructure to support current monetization models - including subscriptions, usage-based pricing, and hybrid structures - with rating, invoicing, and revenue recognition capabilities built for how the business sells today.

ERP modernization

Modernize core ERP environments across SAP, Oracle, Microsoft Dynamics, and custom-built platforms to consolidate fragmented modules, remove unsupported customizations, and realign finance, supply chain, and operations workflows with current business processes.

A structured approach to modernizing what matters

01
Assess

Comprehensively assess the existing codebase, technical debt, and system dependencies across ERP, CRM, and Billing platforms.

02
Decompose

Decompose monolithic applications into modular, independently deployable services.

03
Modernize & Enable

Modernize underlying frameworks and languages, containerize with Docker and Kubernetes, and enable APIs to expose existing business logic to modern integrations.

04
Automate

Implement CI/CD pipelines to make releases routine and predictable.

05
Decommission

Systematically decommission components that no longer serve the business.

Performance that keeps pace with the business

Faster releases

Faster, lower-risk release cycles across core business systems.

Lower maintenance costs

Reduced maintenance and support costs.

Less legacy dependency

Decreased dependency on specialized legacy expertise.

Built to scale

Improved scalability and system reliability.

The technology behind the transformation

Frequently asked questions

How fast can you start?

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No. We build the substrate environments, reward models, eval harnesses, data pipelines, feedback loops and hand it to your training infrastructure. You run the GPUs. We run the engineering around them. That lane discipline is part of why we work as a partner, not a vendor.

Can the work be co-authored or made public?

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No. We build the substrate environments, reward models, eval harnesses, data pipelines, feedback loops and hand it to your training infrastructure. You run the GPUs. We run the engineering around them. That lane discipline is part of why we work as a partner, not a vendor.

How do you handle confidentiality and data?

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No. We build the substrate environments, reward models, eval harnesses, data pipelines, feedback loops and hand it to your training infrastructure. You run the GPUs. We run the engineering around them. That lane discipline is part of why we work as a partner, not a vendor.

Do you run the actual training?

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No. We build the substrate environments, reward models, eval harnesses, data pipelines, feedback loops and hand it to your training infrastructure. You run the GPUs. We run the engineering around them. That lane discipline is part of why we work as a partner, not a vendor.