I will take your AI prototype to reliable production
Hardening, evals, guardrails, cost controls, monitoring, and launch — so a demo that works in the room works for thousands of real customers.
Anyone can build an AI demo in a weekend. Making it reliable, affordable, and safe for thousands of real customers is the hard part — and that's the work I do. Pick a service below, or book a free call.
Hardening, evals, guardrails, cost controls, monitoring, and launch — so a demo that works in the room works for thousands of real customers.
Tell me what you need and we'll scope it together.
We talk through where you're stuck. No pitch, no obligation — you'll leave with at least one useful idea.
I assess your AI feature for reliability, cost, and risk, then hand you a prioritized plan you fully own — yours to keep, with or without me.
If it's a fit, I harden it hands-on with your team — evals, guardrails, cost controls — with progress you can see weekly.
We agree up front what 'production-ready' means — accuracy, latency, cost per request — and track against it. Outcomes, not activity.
Semantic caching, prompt trimming, and per-feature spend tracking — cut a fast-climbing OpenAI bill by more than half with no drop in answer quality.
SaaS · Cost optimizationHardened a RAG search demo for a million daily shoppers — vector caching, async retrieval, and a cheaper fallback model held sub-second responses at peak traffic.
Retail · E-commerceAdded input/output guardrails, topic boundaries, and a human-review path for edge cases. Compliance team signed off; risky responses caught before users saw them.
Fintech · Healthcare
RSI've spent 14+ years shipping software that holds up under real load — at Extreme Networks, and on products for Volvo, Allianz, and Home Depot used by millions of people a day. What I learned: writing the code was never the hard part. Making it reliable, affordable, and safe enough to ship was.
That's the same gap most AI projects hit now — a good demo that isn't ready for real customers. That's the work I take on. I won't sell you hype or a rewrite you don't need, and if AI isn't the right tool for your problem, I'll say so.
Using AI tools and shipping a reliable AI feature to your customers are very different things. The second one needs evals, guardrails, cost control, and someone accountable when it's live. That's the part I own.
I'm not here to train models from scratch. I take AI features the last mile — from working prototype to dependable, affordable, monitored production — and bring 14 years of shipping at scale to the judgment calls.
Then you may not need me yet — build the demo, have fun. Call me when it has to work for real customers without surprising costs or wrong answers. That's the expensive, risky part.
Yes. I work under your NDA, use your own keys and infrastructure, and design for data privacy from day one. Nothing leaves your control without your say-so.
Vendor-agnostic — OpenAI, Anthropic, and open models, with RAG, agents, and vector search as the problem requires. I pick what fits your cost, accuracy, and privacy needs, not what's trendy.
A free 30-minute call to see if it's a fit. Most teams begin with the ₹35,000 AI Readiness Audit — fixed scope, one to two weeks, and a plan you keep whether or not we continue.