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
Stage 5·Mature products improving efficiency and reliability
Extract more value from what you've built.
We help mature product teams improve performance, reduce costs, pay down technical debt, and prepare systems for AI integration.
50%
cost reduction
10x
performance gains
99.99%
uptime achieved
70%
tech debt reduced
Common challenges at this stage
01Rising infrastructure costs
02Performance degradation over time
03Accumulated technical debt
04Preparing for AI integration
What you'll achieve
01
Lower operating costs
Cut cloud spend by 30-50% through right-sizing, caching, and architectural optimization.
02
Faster, more reliable product
Achieve sub-second response times and 99.99% uptime through systematic performance tuning.
03
Cleaner, maintainable codebase
Transform legacy code into well-documented, tested systems that developers enjoy working on.
04
AI-ready infrastructure
Prepare your data and systems for AI integration with proper pipelines and architecture.
How we work together
01
System Audit
Comprehensive analysis of performance bottlenecks, cost drivers, and technical debt.
02
Optimization Roadmap
Prioritized plan balancing quick wins with longer-term architectural improvements.
03
Incremental Improvement
Phased execution that delivers measurable improvements without disrupting operations.
04
Monitoring & Iteration
Continuous monitoring and optimization to maintain and extend improvements over time.
Relevant services
View all servicesFrequently asked questions
We use profiling, load testing, and detailed analysis of your systems to identify the highest-impact improvements. No guesswork—data-driven decisions.
Almost always. We typically find 30-50% savings through right-sizing, reserved instances, spot instances, and architectural changes that reduce resource needs.
Incrementally. We improve test coverage first, then refactor in small, safe steps. Each change is validated before moving to the next.
If you have a stable product with good data practices, yes. We can identify high-impact AI opportunities and implement them without disrupting your core product.
Is your organization ready for AI?
Take our free 40-point assessment and find out in 10 minutes.
Case Studies
Products we've designed, built, and shipped for teams across industries.
IInsights
From our team
View allStrategy10 min read
From MVP to Scale: Technical Decisions That Matter
The architectural choices you make in your MVP will haunt you—or help you—when you need to scale. Here's how to get them right.
Nov 28, 2025AI/ML9 min read
RAG Beyond the Basics: Advanced Retrieval Strategies
Vector similarity search is just the beginning. Here's how to build RAG systems that actually work for complex enterprise use cases.
Nov 10, 2025Ready to start building?
Share your project details and we'll get back to you within 24 hours with a free consultation—no commitment required.
Registered Office
Boolean and Beyond
825/90, 13th Cross, 3rd Main
Mahalaxmi Layout, Bengaluru - 560086
Operational Office
590, Diwan Bahadur Rd
Near Savitha Hall, R.S. Puram
Coimbatore, Tamil Nadu 641002