AIApplicationDevelopment
Practical Machine Learning for Real Products
The Strategic Advantage
Why AI Application Development?.
The gap between AI hype and what founders actually need is massive. You probably don't need to train a 100-billion parameter foundation model from scratch. You likely need a robust classification endpoint, intelligent data extraction, or a perfectly prompted RAG (Retrieval-Augmented Generation) pipeline.
I focus on practical AI. Whether it's integrating the OpenAI API to summarize complex reports, or training a custom scikit-learn model for a specific classification task, I build AI features that ship to production and actually drive revenue.
I've built and deployed a Fake News Detection System achieving 94% accuracy using TF-IDF and LSTM, wrapped in a FastAPI endpoint. That's real AI in production, not just a ChatGPT wrapper.
✓Key Benefits
- ✓Custom NLP Models: Text classification, sentiment analysis, and intelligent routing.
- ✓LLM Integration: Securely integrate GPT-4 or Claude with your proprietary database (RAG).
- ✓Predictive Analytics: Turn your existing data into actionable business forecasts.
- ✓Production Serving: ML models deployed efficiently via FastAPI and Docker.
- ✓Cost Optimization: Knowing when to use a cheap open-source model vs an expensive API.
Comprehensive Solutions
My Offerings.
LLM & RAG
Connect Large Language Models to your private data for accurate, hallucination-free answers.
Predictive ML
Custom models using scikit-learn or TensorFlow for regression and classification.
API Deployment
Wrap Python machine learning models into highly concurrent REST APIs.
Modern Tools
My Tech Stack.
Proven Experience
Real Projects.
See how I've implemented these technologies in real-world production environments.
How I Work
Development Process.
Discovery
Understand your goals & constraints
Proposal
Written scope, milestones & pricing
Build
Fortnightly sprints with live demos
QA
Testing, review & refinement
Launch
Deploy, hand off & support
Technical Comparison
LLM APIs vs Training Custom Models.
| Criteria | OpenAI/Claude API | Custom Model Training |
|---|---|---|
| Time to Market | Days/Weeks | Months/Years |
| Cost | Low (Pay per token) | Extremely High (GPU Compute) |
| Use Case | Text, Logic, Chat | Highly proprietary data patterns |
| Maintenance | Managed by Provider | Requires MLOps team |
What Clients Say
Real feedback from real projects.
"Nimesh built the GymTaar Flutter app from scratch — gym management, member tracking, trainer scheduling, the works. We had it on the App Store in about 10 weeks. Clean code, zero hand-holding required, and he flagged a database design issue in week two that would've caused us real pain later. Would hire again without hesitation."
Rajin Acharya
Founder, GymTaar (Nepal)
"We needed the BabalCloud platform built fast and built right. Nimesh delivered a Next.js frontend with a Django backend that's been running in production for over a year with no major issues. What stood out was the communication — weekly updates, no surprises, and he pushed back on a couple of feature requests that would've added weeks of scope for no real user benefit."
Anupam Bista
Founder, BabalCloud (Nepal)
"Our Insuretech Nepal website needed to handle a lot of dynamic content and load fast on mobile. Nimesh sorted out the architecture properly from the start — server-side rendering, proper SEO setup, and it scored well on Core Web Vitals on launch day. He works like someone who's done this before, not like someone learning on your project."
Suman Silwal
CEO, Insuretech Nepal
Common Inquiries
Frequently Asked Questions.
Transparent Pricing
Investment.
Transparent pricing — no surprises. All prices in USD.
Fixed Price
From $500
Defined scope, milestones, and delivery date. Ideal for well-specified projects where the requirements won't change.
Hourly Rate
$25–$45 / hr
Flexible for ongoing work, iterations, or evolving requirements. Billed weekly with time reports.
Retainer
From $800 / mo
Dedicated hours each month. Priority availability. Best for long-term product partnerships.
Free 30-min consultation included with every inquiry. Contact me for a tailored estimate.
Let's Build Something Exceptional Together
Have a project in mind? I'd love to hear about it. I usually reply within 24 hours.
< 24 hrs
Avg. response time
30+
Projects shipped
98%
Client satisfaction
Need a Developer?
I'm based in Kathmandu and available for freelance projects worldwide. Let's build something that works.
Start a free conversation →