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
Enhance your existing product with AI capabilities that deliver real value. No rebuild required—we integrate intelligently with your current architecture.
Trusted by 100+ innovative teams
Evaluate your existing product and workflows to identify high-impact, low-risk opportunities for AI — prioritised by business value and technical feasibility.
Learn moreConnect your product to LLMs, ML APIs, and AI services — with proper abstraction, error handling, and fallback logic for production reliability.
Learn moreAutomate repetitive tasks and internal workflows using AI — from data processing and classification to decision support and content generation.
Learn moreImprove AI performance while reducing costs — through caching, batching, model selection, prompt tuning, and usage monitoring.
Learn moreWhat you'll get
Add AI capabilities without rebuilding your existing product or disrupting current users.
Identify and implement high-impact AI features that deliver immediate value.
Leverage existing infrastructure and data to maximize ROI on AI investments.
Test AI features with select users before full deployment to minimize risk.
Applications
See how teams like yours are putting this service to work.
Replace keyword search with semantic search that understands user intent and context.
Automate content creation, summarization, and personalization at scale.
AI-powered automation for repetitive tasks like data entry, categorization, and routing.
ENHANCE WITHOUT DISRUPTING
Enhancement Program
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
Not if done correctly. We implement caching, async processing, and smart fallbacks to ensure AI features don't impact your application's core performance.
Your existing data is often your biggest asset for AI. We help you leverage historical data for training models, building recommendation systems, and creating personalized experiences.
Yes. We integrate with virtually any modern tech stack through APIs and microservices. Whether you're running on AWS, GCP, Azure, or on-premise, we can make it work.
We design systems with cost optimization in mind—using caching, batching, model selection strategies, and hybrid approaches that balance capability with cost.
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