I've spent 25+ years building custom production systems, over $500K worth and more than 20 of those in .NET, and these days I'm focused on AI. I build LLM and RAG pipelines, AI agents, and document-intelligence workflows in Python and .NET, usually for businesses whose operations are too unique for off-the-shelf software to fit. The messy, niche, one-off projects most people won't touch are the ones I enjoy most. I automate the manual work that's eating your time and only bring in AI where it genuinely adds value.
Hire me when you need something actually built, not just wired together out of existing tools. When the requirements are one of a kind and the domain is a real tangle, I work out the architecture, learn whatever the problem needs, and ship a production system from scratch. That's a big part of why clients stick with me: one for 13 years, another for 4, and a lot of them started with a single project and just kept coming back.
"I have yet to give him a hurdle he can't clear." — Scot Nichols, Automotive Diag (2-year client)
WHY BUSINESSES CHOOSE ME
I don't just build what's on the ticket. I want the actual problem first. Before I write any code I dig into how your business runs: does AI really help here, or would something simpler be more reliable? How will it scale? What will the ongoing model and compute costs look like? Good software, AI or not, has to fit how your business actually works, not whatever's trendy this quarter. I spot the issues you might not see yet — runaway LLM costs, latency under load, multi-user concurrency, awkward integrations — and head them off before they get expensive. I've also helped clients set subscription pricing and cut cloud bills. And I build to last: Clean Architecture, real test coverage, monitoring, and documentation.
WHAT SETS ME APART
I work across the whole AI and software stack and more than one ecosystem:
• AI & LLM engineering — OpenAI, Azure OpenAI, Anthropic/Claude APIs, RAG pipelines (vector + BM25 hybrid, reranking), pgvector, prompt engineering, model selection and benchmarking
• AI agents & automation — Microsoft Foundry (Agent Service, Agent Framework), multi-agent orchestration, custom tools via Azure Functions / OpenAPI / Logic Apps / MCP, knowledge-grounded agents over SharePoint / OneLake / Blob, human-in-the-loop approval gates, A2A federation — published into Microsoft Teams and 365 Copilot
• Document intelligence — Azure Document Intelligence (prebuilt + custom neural/template models for invoices, receipts, IDs, contracts), Azure AI Search knowledge mining, confidence-scored extraction with human-review routing, PII detection/redaction
• Enterprise .NET — ASP.NET Core, Entity Framework, WPF, Clean Architecture
• Python data engineering — FastAPI, pandas, Apache Airflow, async processing
• Multi-cloud & real-time — Azure, GCP, AWS with Terraform; file monitoring, API integrations, automated workflows
When I do use AI, I back it with real numbers, not guesswork — recall@k, MRR, and LLM-as-judge scoring for faithfulness and relevance. For agents that means real guardrails: per-agent identity and RBAC (Microsoft Entra ID), least-privilege tool access, prompt-injection mitigation, approval gates on anything business-critical, and monitoring of citation rates, retrieval accuracy, and token cost. If a plain, non-AI solution is more reliable or cheaper, I'll tell you up front.
PORTFOLIO HIGHLIGHTS
RAG Pipeline (Security Compliance) — End-to-end RAG over NIST security publications (SP 800-53 Rev 5 + AI RMF). Hybrid retrieval (vector + BM25) with a cross-encoder reranker, measured on a hand-labeled 95-question eval set: recall@5 0.63 → 0.83, MRR 0.48 → 0.64, holding at 10,000-chunk scale. Inline citations, grounded "I don't know", prompt-injection guardrails.
Tech: Python, FastAPI, Azure Container Apps, Azure OpenAI, pgvector, Langfuse, CI/CD
Automotive Documentation Platform — Multi-tenant system that automated a fully manual Google Sheets process. Syncs PDFs/images from field devices, organizes jobs, generates branded reports, and reconciles with QuickBooks invoices, eliminating missed billing. Built as a multi-tenant Azure SaaS.
Tech: ASP.NET Core, Azure, QuickBooks API, OCR / PDF extraction
Climate Data Integration Pipeline — One-off platform integrating 120+ government data sources, with scheduling, error handling, and monitoring. No template ETL tool could handle the source variation.
Tech: Python, GCP, Apache Airflow, PostGIS
Real-Time File Monitoring System — Event-driven Azure platform processing 100,000+ files. Self-healing recovery, parallel processing, sub-second latency.
Tech: .NET 9, Azure Cosmos DB, Docker, Azure Functions
LET'S TALK
Top Rated Plus | 100% Job Success Score | $500K+ Delivered | 10+ Years on Upwork
Send me your project details and I'll usually get back within a day, with real questions and a first take on how I'd approach it.
Solution Architecture
REST API
AI Development
Database Design
Entity Framework
Clean Architecture
C#
.NET Core
ASP.NET Core
Azure App Service
Microsoft SQL Server
Azure Cosmos DB
Blazor
JavaScript
Windows App Development
Priyanka G.
Toronto, Canada
$14/hr
4.9
88 jobs
Hello there!
With over 5 years of marketing practices, I brought fresh new ideas and creativity to all my web projects. I have a vast amount of experience in working with people from all over the world and always exceed the expectations of my clients.
I am an entrepreneur at heart. The business aspect is one of the core reasons I started doing this sort of work. What appeals to me about my projects is being able to assist a fellow entrepreneur or company in expanding businesses and taking it to the next step for them to succeed.
Most of my clients are established and successful small and medium businesses, innovative startups, well-known brands, non-profit organizations, etc.
I am passionate and dedicated to my work and believe in delivering quality work even on tight deadlines. By not giving up on issues, I have developed excellent troubleshooting skills and gained
a lot of experience by working on complex projects.
I am seeking opportunities in these fields:
- Digital Consulting
- Healthcare Marketing
- Marketing Strategies
- Corporate Website Development
- PPC & Facebook Ads Management
- Technical SEO, On-page SEO, Ongoing SEO
- Social Media Marketing
I represent my own agency Knovatek Inc. So I can undertake big projects and provide a team of marketing specialists and developers, or act as a consultant.
If you have any questions on the above or how I can help you, please contact me.
Best Regards,
Priyanka.
Google Analytics
Google Trends
Google Search Console
SEO Keyword Research
Search Engine Optimization
Digital Marketing Strategy
Email Marketing
YouTube Marketing
Search Engine Marketing
SMO
Blog
Social Media Optimization
WordPress
Digital Marketing
Facebook
mustafa M.
Mississauga, Canada
$50/hr
4.8
74 jobs
𝐇𝐢! Are you seeking a solution-oriented 𝐓𝐞𝐜𝐡 𝐋𝐞𝐚𝐝/𝐂𝐓𝐎/𝐅𝐮𝐥𝐥 𝐒𝐭𝐚𝐜𝐤 𝐃𝐞𝐯 who can create scalable, maintainable, and future-ready applications (SaaS/Web/Mobile/AI)?
I am a Full-Stack Developer with over 12 years of experience transforming complex ideas into scalable digital products that drive results for Startups and Enterprises across North America, Europe, and the Middle East.
𝐖𝐡𝐲 𝐟𝐨𝐮𝐧𝐝𝐞𝐫𝐬 𝐩𝐫𝐞𝐟𝐞𝐫 𝐭𝐨 𝐰𝐨𝐫𝐤 𝐰𝐢𝐭𝐡 𝐦𝐞:
✅To-Rate Plus - Top 1% Upwork Talent
✅ 23000+ Upwork hours
✅ 100% Job Success score
✅ 100% Satisfied Client
✅ Delivers high-quality work
✅ Cost-efficient Solution
✅ Bag of 200+ projects (Web+Mobile)
✅ 90% client retention
✅ Full Cycle Application Development Process
✅ Fast-paced working mindset and capability to meet deadlines under pressure
✅ Ensure clean, manageable, and reusable code
𝐇𝐨𝐰 𝐜𝐚𝐧 𝐈 𝐡𝐞𝐥𝐩 𝐲𝐨𝐮?
☑️ 𝐌𝐕𝐏 𝐒𝐭𝐫𝐚𝐭𝐞𝐠𝐲 & 𝐓𝐞𝐜𝐡 𝐋𝐞𝐚𝐝𝐞𝐫𝐬𝐡𝐢𝐩:
- Plan, architect, and launch scalable MVPs with the right tech stack and execution strategy.
- Lead teams, QA, sprint planning, and product delivery from idea to launch.
☑️ 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 & 𝐆𝐞𝐧𝐀𝐈 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬:
- Build AI Chatbots, Voice Agents, AI Assistants, and RAG-based systems.
- Integrate LLM-powered text, image, and speech experiences.
☑️ 𝐀𝐈 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 & 𝐃𝐚𝐭𝐚 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬:
- Develop intelligent automation and data-driven systems that improve efficiency and decision-making.
☑️ 𝐅𝐮𝐥𝐥-𝐒𝐭𝐚𝐜𝐤 𝐖𝐞𝐛 & 𝐌𝐨𝐛𝐢𝐥𝐞 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭:
- Build scalable websites, SaaS platforms, web apps, and cross-platform mobile applications.
- Develop CRMs, ERPs, marketplaces, dashboards, e-commerce, and live-streaming solutions.
☑️ 𝐌𝐨𝐝𝐞𝐫𝐧 𝐅𝐫𝐨𝐧𝐭-𝐄𝐧𝐝 & 𝐔𝐈 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭:
- Create responsive, SEO-friendly, and accessible user interfaces with scalable design systems.
☑️ 𝐒𝐜𝐚𝐥𝐚𝐛𝐥𝐞 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞 & 𝐃𝐞𝐯𝐎𝐩𝐬:
- Design scalable architectures with microservices, CI/CD, and optimized deployment workflows.
☑️ 𝐀𝐏𝐈𝐬, 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧𝐬 & 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬:
- Integrate APIs, payment systems, real-time services, and workflow automation.
☑️ 𝐋𝐞𝐠𝐚𝐜𝐲 𝐌𝐨𝐝𝐞𝐫𝐧𝐢𝐳𝐚𝐭𝐢𝐨𝐧 & 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐒𝐮𝐩𝐩𝐨𝐫𝐭:
- Modernize legacy systems and maintain scalable, high-performing applications.
☑️ 𝐏𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞, 𝐐𝐀 & 𝐎𝐩𝐭𝐢𝐦𝐢𝐳𝐚𝐭𝐢𝐨𝐧:
- Improve speed, SEO, reliability, and long-term stability through testing and optimization.
☑️ 𝐂𝐨𝐥𝐥𝐚𝐛𝐨𝐫𝐚𝐭𝐢𝐨𝐧 & 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐀𝐥𝐢𝐠𝐧𝐦𝐞𝐧𝐭:
- Align technology decisions with business goals and measurable growth.
☑️ 𝐋𝐞𝐚𝐝𝐞𝐫𝐬𝐡𝐢𝐩 & 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐲 𝐏𝐚𝐫𝐭𝐧𝐞𝐫𝐬𝐡𝐢𝐩:
- Available as a Team Lead, Solution Architect, or CTO-level technology partner.
𝐓𝐞𝐜𝐡 𝐒𝐭𝐚𝐜𝐤:
𝐀𝐈, 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧, 𝐚𝐧𝐝 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠:
- OpenAI GPT & other LLMs
- LangChain, AI Agents & RAG pipelines
- Vector Databases & Embeddings
- Prompt Engineering & AI Workflow Design
- AI Chatbots, Voice Assistants & Automation Systems
- Python-based ML & AI integrations
- n8n, Zapier & Make,com
𝐁𝐚𝐜𝐤𝐞𝐧𝐝:
- Node.js, Express.js
- Python (FastAPI, Django, Flask)
- PHP (Laravel, CodeIgniter)
𝐅𝐫𝐨𝐧𝐭𝐞𝐧𝐝:
- React.js, Next.js, Vue.js, Nuxt.js
- React Native & Expo
- Tailwind CSS, Material UI, Ant Design
========================================
𝐋𝐞𝐭’𝐬 𝐆𝐞𝐭 𝐒𝐭𝐚𝐫𝐭𝐞𝐝:
Need to build a new SaaS platform, modernize a legacy system, or add AI capabilities to existing software - I can help you design, develop, and scale with confidence.
📞 𝐅𝐞𝐞𝐥 𝐟𝐫𝐞𝐞 𝐭𝐨 𝐦𝐞𝐬𝐬𝐚𝐠𝐞 𝐦𝐞 𝐭𝐨𝐝𝐚𝐲 𝐨𝐧 𝐔𝐩𝐰𝐨𝐫𝐤.
========================================
𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐢𝐞𝐬 𝐈 𝐖𝐨𝐫𝐤𝐞𝐝 𝐖𝐢𝐭𝐡:
Experience working with 70+ industries, the following are some of those
✅ Healthcare & Wellness & Insureance
✅ Fitness & Lifestyle
✅ Logistics, Fleet Management & Tracking
✅ EdTech & Learning Management Systems
✅ Marketplaces, E-Commerce & Delivery
✅ HR, Payroll, and Recruitment
✅ Marketing & Sales CRM
✅ Inventory Management
✅ Automotive Sector
✅ Food Delivery and Transport
✅ Booking & Events
✅ IoT & Smart Devices
✅ Property Tech & Real Estate Management
✅ Lead Generation and Management Platform
OpenAI API
AI Agent Development
Python
JavaScript
TypeScript
React
Node.js
ExpressJS
PostgreSQL
MongoDB
Artificial Intelligence
LLM Prompt
Automation
AI Chatbot
Machine Learning
AI Data Analytics
Retrieval Augmented Generation
React Native
Pinecone
Vector Database
Yolaine B.
Rockwood, Canada
$90/hr
4.5
1 jobs
Top skills
C#, .NET, ASP.NET
Experiences
Maintaining and creating new website, databases and admin sites.
Interests
Write testable, maintainable code to fit the client's needs.
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