Add AI to your product, not a chat toy.
I help teams add useful AI features to existing products: question-answering over your data, summaries, smart search, classification and agents that take actions. The focus is on features that work reliably and stay affordable to run.
About this service
The hard part of AI is rarely calling a model. It is feeding it the right information, checking its answers and keeping cost and speed under control.
I scope one feature at a time, build it into your product, and test it on real inputs so you know how it behaves before users see it.
What's included
LLM and RAG pipelines
AI that answers from your own data using retrieval-augmented generation.
Agents and tool-use
AI that can call your systems and take actions, not just reply.
Cost and latency tuning
Model and prompt choices that keep responses fast and costs sensible.
Integration
The feature wired into your existing app, database and login.
Testing
Evaluating answers on real examples before launch.
Who it's for
- Teams adding real AI features to a product
- Businesses wanting AI over their own documents
- Founders who want to ship AI features without a big team
Timeline and price
Typically 1–4 weeks.
Fixed-price proposal after a free 30-minute call, with milestone payments tied to delivery.
Stack
How it works
1. Pick the feature
The task, the data it needs and how success is measured.
2. Prepare the data
Organise and index the material the AI should use.
3. Build the pipeline
Model calls, retrieval and any tools or actions.
4. Test and tune
Check answers, speed and cost on realistic examples.
5. Launch and monitor
Release, then watch quality and usage.
Common projects
Questions over your documents
Search and answer from manuals, policies or reports.
Summaries and drafts
Condense long content or draft replies for review.
Classification and routing
Sort requests, tickets or leads automatically.
Smart assistants in your app
Help users take actions inside your product.
What affects the price
- The amount and format of your data.
- How accurate the feature must be.
- Expected usage volume.
- Integrations with your systems.
Why work with me
One person, start to finish
You talk to the developer doing the work, from the first call to support after launch.
Fixed price in writing
Scope, price and timeline are agreed before work starts, with milestone payments tied to delivery.
You own the code
You own 100% of the code and IP once it is handed over.
Quick replies
I usually reply within 4 hours, working in IST with overlap for EU and US East.
Frequently asked questions
What is RAG?
Retrieval-augmented generation: the system finds relevant material from your data first and writes the answer from it, which makes answers more accurate and traceable than a model working alone.
Will AI features be expensive to run?
Model usage has a cost that depends on volume. I choose models and design prompts to keep it sensible, and estimate it in the proposal.
How is the project priced?
Fixed-price proposal after a free 30-minute scoping call, with milestone payments tied to delivery. No hourly billing surprises. All prices on this site include GST.
Who owns the code?
You do. You own 100% of the code and IP once it's handed over.
Can you work with clients outside India?
Yes. I work in IST and overlap 4+ hours daily with EU and US East. I'm happy to sign an NDA before you share anything sensitive.
Which AI models do you use?
I work with leading models such as those from OpenAI and Anthropic and pick based on quality, speed and cost.
Tell me what you're building.
Share the problem, not the tech. You'll get an honest scope, timeline and price.