Engineering8 min read
Building AI Agents for Production: Lessons from the Field
What we've learned deploying autonomous AI agents in real business environments—from architecture decisions to guardrails that actually work.
Dec 15, 2025
Escape the constraints of legacy technology. We help you modernize systems, reduce technical debt, and build a platform that can grow with your business.
Trusted by 100+ innovative teams
Upgrade aging systems to modern tech stacks — improving performance, security, and maintainability — without rebuilding everything from scratch.
Learn moreMove from on-premise to cloud, or between cloud platforms — with proper planning, execution, and optimisation for cost and performance.
Learn moreBreak apart monolithic applications into modular, maintainable services — incrementally and safely — for faster development and better scalability.
Learn morePrepare your systems for AI by modernising data flows, APIs, and compute infrastructure — so you can adopt AI capabilities without major rework later.
Learn moreWhat you'll get
Clean up years of accumulated complexity and create a maintainable codebase.
Modern architectures that deliver faster load times and better user experiences.
Cloud-native solutions that scale efficiently and reduce infrastructure overhead.
Architecture that can easily adopt new technologies and integrate AI capabilities.
Applications
See how teams like yours are putting this service to work.
Replace aging monoliths with modern, microservices-based architectures.
Move from on-premise infrastructure to cloud platforms with proper optimization.
Redesign application architecture for better performance, scalability, and maintainability.
LEGACY TO MODERN
Migration Framework
Tech Stack
We choose the right tools for your specific needs, not just what's trending. Our stack is battle-tested across hundreds of production deployments.
Case Studies
Share your project details and we'll get back to you within 24 hours with a free consultation—no commitment required.
100+
Projects Shipped
24h
Response Time
95%
Client Satisfaction
It depends on the scope. Small migrations can take 2-3 months, while large enterprise modernizations may span 6-12 months. We always work in phases to deliver value incrementally.
Yes. We use strangler fig patterns and parallel running to ensure business continuity. Users experience no downtime during the transition.
Data migration is a core part of every modernization project. We ensure complete data integrity with validation checks and rollback capabilities at every step.
We provide comprehensive documentation and training as part of every project. We also design systems that are intuitive and align with industry best practices your team likely already knows.
Product-first thinking
We focus on real user problems, not just shipping features. Every line of code has a purpose.
Production-ready from day one
Clean architecture, scalable systems, and long-term maintainability. No throwaway code.
AI where it makes sense
Intelligence is added intentionally — never for hype. We find where AI creates real value.
Startup speed, enterprise rigor
We move fast without breaking foundations. Agility combined with discipline.
Building AI Agents for Production: Lessons from the Field
What we've learned deploying autonomous AI agents in real business environments—from architecture decisions to guardrails that actually work.
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Boolean and Beyond
825/90, 13th Cross, 3rd Main
Mahalaxmi Layout, Bengaluru - 560086
590, Diwan Bahadur Rd
Near Savitha Hall, R.S. Puram
Coimbatore, Tamil Nadu 641002