Turn Complex AI, Mobile & Web Ideas Into High-Converting Products
Led by Harsh Shah (8+ years experience) alongside a specialized engineering squad. From autonomous MCP AI agents and ColBERT RAG to Flutter mobile apps and Shopify Plus storefronts — delivered in rapid 2–4 week sprints with 100% IP ownership.
Solutions We Architect & Ship
From enterprise Agentic AI systems and high-precision RAG to production mobile apps, SaaS web portals, and custom eCommerce storefronts.
Agentic AI & Model Context Protocol (MCP)
Autonomous multi-agent orchestration, tool-calling agents with AWS Bedrock AgentCore, and natural-language BI queries grounded in enterprise data catalogs via MCP.
Mobile App Engineering (Flutter / iOS / Android)
Cross-platform mobile applications with clean architecture, offline-first data sync, real-time push notifications, payment processing, and embedded AI voice features.
Web Platforms, SaaS & Cloud Dashboards
Fast, responsive web applications and enterprise portals built with Next.js, React, and robust API layers. Designed for sub-second load times and intuitive user journeys.
eCommerce Platforms & Shopify Solutions
Turn clicks into buyers. Custom Shopify Plus storefronts, headless eCommerce architectures, bespoke Shopify Apps, payment gateway integrations, and speed optimization.
Production RAG & Vector Search Architectures
High-precision semantic retrieval over complex regulatory PDFs, medical documents, and enterprise data with ColBERT late-interaction re-ranking and Milvus binary quantization.
Custom LLM Fine-Tuning & vLLM Serving
Domain adaptation of open-source models (LLaMA 3, Vicuna, Flan-T5) on your private data. Replace costly third-party API calls with high-throughput private GPU serving.
Predictive Analytics & Ad-Intelligence ML
Machine learning systems predicting per-ad performance (Attention, Outcome, Alpha scoring across 6 networks) and customer churn pipelines achieving 92% accuracy.
Enterprise MLOps & Big Data Pipelines
Reliable ETL and model operations powered by 100+ production Airflow DAGs, AWS SageMaker endpoints, and automated conversation quality evaluators.
We manage the entire lifecycle: UI/UX design, cloud architecture, model training/fine-tuning, and App Store / production web rollout.
Featured Platforms & Client Deliverables
Explore production systems spanning Agentic AI & RAG pipelines, scalable mobile apps, modern SaaS web platforms, and custom eCommerce storefronts.
Enterprise Agentic BI Platform
Architected a semantic retrieval and agentic BI platform on AWS Bedrock AgentCore and Amazon DataZone, allowing enterprise teams to run natural-language business queries grounded in verified data catalogs via Model Context Protocol (MCP).
Multi-Jurisdiction Regulatory RAG System
High-precision RAG pipeline extracting state-, municipality-, and year-wise architectural norms and safety standards from multi-jurisdiction building-regulation PDFs. Integrated RAG fusion, binary quantization in Milvus, and ColBERT late-interaction re-ranking.
Voice AI Candidate Screening Copilot
Domain-adapted Vicuna/Flan-T5 model for conversational interviews. Features dynamic question generation, salary extraction, and one-line automated summarization, reducing interview call duration and review cost by 80%.
Ad-Intelligence Performance Scoring Engine
3-Score ML system (Attention, Outcome, Alpha) predicting per-ad performance using peer-relative labeling (CTR, CVR, ROAS benchmarked across same-platform cohorts) across 6 advertising networks with confidence bands.
Gymfans / GymCommunity
Production fitness social platform connecting certified instructors and students. Features live workout streaming via Agora SDK, short video reels feed, in-app payments, and real-time chat via WebSockets.
Explore Pay
QR-based contactless payment application for merchants and consumers. Features biometric app lock after 30s inactivity, encrypted local transaction database, and real-time payment webhook verification.
Checkhub Field Ticket Management
Offline-first field ticket and maintenance tracking app for industrial mechanical teams. Features SQLite migrations, OAuth authentication, geolocation task assignment, and Quickblox audio/video calling.
CurSinn MyHealth (STS)
Healthcare monitoring app syncing with Beurer BLE medical devices for blood pressure, ECG, and pulse oximetry. Implemented in MVVM architecture with cipher-encrypted local database and emergency clinician alerts.
Axiom Enterprise Cloud Analytics Portal
Responsive web management dashboard built with Next.js and TypeScript. Features granular role-based permissions, real-time KPI data visualizations, automated report exporting, and webhook integrations.
Court Booking & League Management Platform
Full-stack sports venue booking portal with automated calendar scheduling, player matching algorithms, split-bill payment checkout, and admin facility manager portals.
Liivra Real Estate & Property Portal
High-performance property discovery portal with interactive map filtering, virtual property tour embeds, scheduled viewing calendar, and agent CRM lead routing.
D2C Luxury Lifestyle & Apparel Storefront
High-converting custom Shopify Plus storefront designed for international retail. Features dynamic currency conversion, bespoke product configurator, 1-click upsells, and sub-second page performance.
Headless B2B Wholesale Ordering Platform
Bespoke wholesale eCommerce portal with tier-based volume pricing, automated net-30 invoicing, ERP inventory synchronization, and custom checkout flows built using Next.js on top of Shopify APIs.
MagicalRecharge Commission & Payment Gateway
Utility top-up and eCommerce subscription platform with automated referral commission payouts, Cashfree payment gateway integration, and Branch.io deep-link tracking.
Have a High-Stakes AI, Mobile, Web, or eCommerce Project?
Let’s connect on a free 30-minute technical discovery call. We’ll review your data readiness, recommend architectures, and outline a delivery roadmap.
Production-Grade Technologies & Frameworks
A full-spectrum engineering toolkit — from cross-platform mobile apps and agentic AI systems to modern SaaS web platforms and high-converting eCommerce stores.
Mobile App Development
Agentic AI & Machine Learning
Web Platforms & SaaS
eCommerce & Shopify Plus
Backend & Cloud Services
MLOps & DevOps Pipelines
Engineering Production AI, Mobile & Web Systems
A product-minded engineering squad bridging cutting-edge AI research with battle-tested mobile, web, and eCommerce execution.
We help ambitious startups and enterprises turn complex requirements into market-leading digital products.
I’m Harsh Shah — an AI Solutions Architect and Full-Stack Engineering Lead. Alongside my specialized machine learning and full-stack engineering team, we design, build, and deploy production software without the fluff or junior outsourcing.
Whether you are architecting an autonomous multi-agent tool-calling system via the Model Context Protocol (MCP), deploying a zero-hallucination ColBERT RAG pipeline over enterprise PDFs, scaling a high-concurrency Flutter/Android mobile app, or launching a high-converting Shopify Plus / Next.js web platform, we deliver in rapid 2–4 week sprints.
- 🤖Agentic AI & MCP SystemsAWS Bedrock AgentCore, Tool-Calling, Natural Language BI
- 📱Cross-Platform Mobile AppsFlutter, Android (Kotlin/Java), iOS Swift, Clean Architecture
- 🌐SaaS Web Platforms & DashboardsNext.js App Router, TypeScript, Real-Time Analytics & APIs
- 🛍️Shopify Plus & eCommerceCustom Storefronts, Headless Commerce, Custom Shopify Apps
- 🔍Production RAG & Vector DBsColBERT Late-Interaction, Milvus Binary Quantization, RAGAS
- ⚙️Enterprise MLOps & Pipelines100+ Apache Airflow DAGs, AWS SageMaker Real-Time Serving
- 100% IP & Weights Ownership: All code and models belong to you.
- Strict Mutual NDA: Zero data leakage to public third-party models.
- Rapid 2–4 Week Sprints: Working prototypes evaluated on real data.
How We Deliver: From Concept to Production
A structured, predictable 5-step engineering process designed to eliminate risks, minimize token costs, and guarantee tangible results.
Discovery & AI Feasibility Assessment
We audit your data assets, define concrete evaluation metrics (accuracy, latency, token budgets), and validate feasibility before writing code to prevent wasted spend.
System Architecture & Schema Design
Design the complete pipeline: Model Context Protocol (MCP) server schemas, vector database topologies, mobile UI component systems, and AWS cloud infra.
Rapid Prototype & Benchmark Sprint
Deliver a working end-to-end prototype. We benchmark RAG accuracy with RAGAS, run fine-tuning trials, and provide an interactive test UI for your team.
Production Hardening & Enterprise MLOps
Implement guardrails, fallback routing, Airflow ETL DAGs, AWS SageMaker / vLLM endpoints, and strict privacy controls with automated unit & regression tests.
Deployment, Observability & Scaling
Production release on AWS / Mobile App Stores with real-time drift monitoring, latency alerts, and SLA guarantees for ongoing maintenance.
Measurable Client Outcomes & Stakeholder Trust
Real results delivered across enterprise AI agents, predictive ML pipelines, and production mobile products.
“The Model Context Protocol (MCP) integration with AWS Bedrock completely transformed how our teams query internal data. Being able to ask natural-language business questions grounded in verified data without hallucination is a massive game-changer.”
“The peer-relative ML scoring pipeline across 6 advertising networks unlocked explainable prediction models for our creative teams. We cut our cost-per-acquisition by 28% and automated our ad spend optimization.”
“The churn prediction and tender win-rate models achieved 92% accuracy on historical validation and helped our commercial team lift gross margins by 18% on accepted bids. Deployed seamlessly on AWS SageMaker.”
“Shipped our Flutter platform to both Google Play and App Store on schedule with zero drama. Clean code architecture, payment processing, and responsive communication throughout every sprint.”
Client Inquiries & Enterprise Standards
Clear answers regarding IP ownership, enterprise data security, model accuracy, and engagement models.
Who owns the intellectual property, fine-tuned model weights, and source code?
You own 100% of all intellectual property, source code, data pipelines, and custom model weights. Everything is built directly inside your private repositories and cloud accounts under a strict mutual NDA.
How do you protect data privacy and ensure zero model leaks?
We deploy private open-source models (LLaMA 3, Mistral) on dedicated virtual private cloud (VPC) instances on AWS SageMaker or vLLM with zero data retention. Your proprietary enterprise data is never shared with third-party model trainers.
How do you eliminate AI hallucinations in production RAG pipelines?
We move past basic semantic chunking. We use ColBERT late-interaction re-ranking, Milvus binary quantization, and RAG Fusion with strict confidence-banding and honesty reason tags. Every response is verified using the RAGAS evaluation framework for faithfulness and context recall.
Can you integrate with our existing data stack (Airflow, Snowflake, AWS)?
Yes. We have extensive experience managing 100+ production Airflow DAGs, AWS Bedrock AgentCore, Athena, Glue, and Amazon DataZone, bridging modern Model Context Protocol (MCP) tooling into legacy enterprise databases.
What engagement models do you offer for new client projects?
We offer two primary options: (1) Fixed-Scope Sprints (2–4 weeks) to deliver a working proof-of-concept, evaluation report, and technical prototype; and (2) Dedicated Retainers for full-lifecycle architecture, MLOps, and production mobile engineering.
Do you also build the front-end user experience and mobile apps for the AI?
Yes. Unlike pure ML consultancies that leave you with raw Python scripts, we deliver complete end-to-end products: from backend models and MCP servers to cross-platform Flutter/iOS/Android mobile apps and responsive web interfaces.
Book a Free 30-Min Architecture Call
In 30 minutes, we’ll review your project scope, assess data readiness for AI, recommend optimal stacks (local models vs APIs), and sketch out a 2–4 week delivery plan. Zero sales pitch.
Tell Us What You Want to Build
Whether you have detailed technical specifications or just an early concept, share a few details and we’ll respond with feasibility and next steps within 24 hours.
- ✓Mutual NDA: Signed prior to reviewing any proprietary schemas or datasets.
- ✓100% IP Assignment: All codebases, trained model weights, and assets belong to you.
- ✓Weekly Demos: Working builds shipped to test devices every Friday.