You will get AI copilot + semantic search for your knowledge base


Project details
I build practical AI copilots and semantic search for your knowledge base. We ingest and index your sources, build retrieval + prompt strategy, integrate into your app/UX, and tune for accuracy. You get source code, documentation, and a handoff walkthrough.
AI Algorithms
Large Language Model, Transformer ModelAI Applications
AI Chatbot, Conversational AI, Natural Language GenerationAI Development Language
PythonAI Tools
Hugging Face, PyTorchAI Models
ChatGPT, GPT-4What's included $600
These options are included with the project scope.
$600
- Delivery Time 7 days
- Number of Revisions 2
- AI Model Integration
- Database Integration
- Natural Language Processing
- Prompt Engineering
- Source Code
About Matvey
AI Integration & Workflow Automation Engineer
Exeter, United Kingdom - 4:24 pm local time
My background sits across both engineering and product, which means I’m comfortable not only building systems, but also shaping what should be built in the first place. I work on web applications, internal tools, AI features, workflow automation, dashboards, APIs, and product infrastructure — from early concept and planning to launch and iteration.
On the development side, I work across front-end and back-end: building web platforms, integrating third-party services, designing APIs, connecting databases, and shipping tools that fit real business workflows. I’ve worked with React, TypeScript, Python, FastAPI, automation systems, and modern deployment stacks, and I’m equally comfortable building client-facing products or internal operational software.
On the AI side, I build practical systems rather than gimmicks — copilots, knowledge tools, workflow automation, RAG-based solutions, model integrations, and custom AI functionality that supports real use cases inside a business.
What also makes me useful is the product side. I’ve worked in project and product leadership roles, so I understand requirements, scope, prioritization, delivery, cross-functional coordination, and how to move a product forward without losing weeks in confusion. I can help think through the structure of a system, define the right feature set, and then actually build it.
In practice, I’m best suited for clients who need someone who can combine technical execution with clear thinking — whether that means building a web app, improving an existing platform, adding AI features, automating business processes, or helping shape a product from idea to release.
I care about making things useful, clean, and commercially relevant — not just technically impressive.
Steps for completing your project
After purchasing the project, send requirements so Matvey can start the project.
Delivery time starts when Matvey receives requirements from you.
Matvey works on your project following the steps below.
Revisions may occur after the delivery date.
Requirements & ingestion plan
Scope sources, access, user personas, retrieval goals, success metrics.
Build retrieval + prompt chain
Embed+index, retrieval strategy, prompt templates, integration to UX.