The AI Adoption Framework
A practical, non-hype guide to integrating LLMs into existing product architectures.
We embed seasoned technical leaders into growing organizations to fix architecture, scale teams, and align engineering with business goals—without the full-time overhead.
Founders often reach a plateau where technical debt slows feature delivery to a crawl, and the existing engineering team lacks the experience to navigate complex architectural transitions.
Read our guide on technical debt →A bad technical decision early on compounds. According to industry studies, poorly managed technical debt can consume up to 40% of development time, costing businesses millions in lost opportunity.
Calculate the cost →We don't just advise; we execute. We operate as an integrated part of your executive team, bringing decades of hard-won experience from hyper-growth startups and enterprise tech.
Meet our principals →Transitioning from MVP spaghetti code to a scalable architecture ready for rapid growth.
Architecture ReviewsTechnical due diligence and post-acquisition restructuring for distressed engineering orgs.
Due Diligence ServicesTranslating business vision into technical reality without being taken advantage of by vendors.
Vendor Selection GuideFixing toxic engineering cultures, implementing agile processes, and reducing developer turnover.
Team Scaling HandbookWe measure our success by your engineering velocity and system uptime, not the length of our strategy documents.
Use our tool to benchmark your team against industry standards.
Let's build a system that scales with your ambition.
Book a Free Strategy CallA practical, non-hype guide to integrating LLMs into existing product architectures.
What to check immediately when you take over an undocumented codebase.
Moving from ad-hoc scripts to a scalable data warehouse strategy.
No. We often work alongside existing engineering leadership to provide strategic oversight while they handle day-to-day operations.
Retainers are month-to-month, but successful transformations typically take 6-12 months.
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Whether you are running legacy Java monoliths, serverless Node on AWS, or Rust microservices, the principles of team scaling and debt management remain exactly the same.
We offer specialized technical due diligence packages for rapid pre-acquisition assessment.
Learn moreWe can rescue portfolio companies that are missing delivery milestones due to technical debt.
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