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At a Glance

Key details about this service to help you decide. Generated by Zinn Hub, not the seller.

AI Tech Stack

LangChain, OpenAI, LLaMA, RAG & FastAPI
Covers a broad modern GenAI stack including agentic frameworks, open and closed LLMs, retrieval-augmented generation, and high-performance API backends.

Delivery Tiers

3 to 7 days depending on package
Basic ships in 3 days for quick tasks; Boost and Premium extend to 5–7 days to accommodate model creation, fine-tuning, validation, and performance monitoring.

Source Code Included

All packages include full source code
Every tier ships with clean, documented source code plus research, data preprocessing, and API integration — no hidden code lock-in regardless of budget.

Scalability Options

Fine-tuning & monitoring available at higher tiers
The Boost upgrade adds model creation and fine-tuning; Premium adds validation and performance monitoring — useful for buyers planning production-grade AI deployments.

What You'll Receive

Formats:
Source Files
Custom Code
Written Report
Digital Files
Delivery Method:
Order Manager
Notes: All deliverables are shared directly via the order manager. You will receive complete source code, a documented project structure and any supporting files (e.g. requirements.txt, environment configuration). For Full Build orders, model validation results and performance monitoring notes are included as a written summary.

Full Description

If you have a Generative AI idea that needs turning into a working, production-ready application, this is where it happens. Whether you need an autonomous AI agent, a Retrieval-Augmented Generation (RAG) pipeline, an LLM-powered API, or a full GenAI web application, the Zinn Digital team delivers clean, well-documented Python code that is built to scale.

This service covers the full breadth of modern Generative AI engineering. At the entry level you receive research, data preprocessing, API integration and complete source code for a small or medium, well-defined project — delivered in three days. Step up to the Standard tier and model creation, fine-tuning and thorough model documentation are added, giving you a genuinely trained or customised model alongside your application. The Full Build tier adds model validation, testing and performance monitoring, giving you end-to-end confidence before your application goes live.

What is included across all tiers:
• Bespoke GenAI web applications powered by state-of-the-art models
• LangChain and LangGraph pipelines for dynamic, multi-step AI workflows
• AI Agents and Agentic AI systems capable of autonomous, tool-using task resolution
• RAG (Retrieval-Augmented Generation) for intelligent, context-aware data retrieval
• FastAPI integration for high-performance, production-grade backend APIs
• Transformer models for NLP tasks including text generation and classification
• LLM deployment using OpenAI, Groq and LLaMA for real-time applications
• Modular, component-based architecture for maintainable and scalable codebases
• Full source code delivered with every order

How it works: after placing your order, provide a clear brief via the order chat. The team will review your requirements and reach out if any clarification is needed before development begins. You will receive iterative updates and have unlimited revisions to ensure the final delivery matches your vision.

This service is ideal for startups prototyping an AI product, developers who need a specialist to implement complex GenAI architecture, businesses integrating LLMs into existing workflows, and researchers needing rapid proof-of-concept builds.

Zinn Digital is a London-based team with deep expertise in Generative AI, Agentic AI, API development and machine learning engineering. Every project is delivered with scalable architecture, secure implementation and clean, readable documentation — so your team can maintain and extend the work confidently long after delivery.

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Compare Packages

FeatureStarter BuildStandard BuildFull Build
Delivery Time3 days5 days7 days
Revisionsunlimitedunlimitedunlimited
Small or medium scope GenAI / AI agent project✓✕✕
Research and data preprocessing included✓✕✕
API integration (OpenAI, Groq, LLaMA, etc.)✓✕✕
LangChain / LangGraph pipeline setup✓✕✕
FastAPI backend integration✓✕✕
Full source code delivered✓✕✕
Everything included in the Starter Build✕✓✕
Custom model creation tailored to your use case✕✓✕
Model fine-tuning on your data or domain✕✓✕
Full model documentation provided✕✓✕
Agentic AI / autonomous agent development✕✓✕
Full source code with documented architecture✕✓✕
Everything included in the Standard Build✕✕✓
Model validation and rigorous testing suite✕✕✓
Performance monitoring setup and reporting✕✕✓
RAG pipeline with intelligent data retrieval✕✕✓
Scalable, modular component-based architecture✕✕✓
End-to-end support from development to deployment✕✕✓

Portfolio

Examples of the seller's work related to this Zinn.

Build AI Agents, RAG Pipelines and GenAI Apps in Python

Build AI Agents, RAG Pipelines and GenAI Apps in Python

Extra Information

Why Choose Me

Team Location:London, England — specialist GenAI and API development team
Core Strengths:Generative AI & Agentic AI engineering | LangChain & LangGraph pipelines | RAG system design | FastAPI backend development | Model fine-tuning & validation | Clean, documented Python code
Delivery Promise:Scalable, secure, well-documented code with unlimited revisions until the agreed scope is met

Tools I Use

AI Frameworks:LangChain | LangGraph | Hugging Face Transformers | OpenAI API | Groq | Meta LLaMA
Development Stack:Python | FastAPI | RAG pipelines | Agentic AI tooling | NLP libraries

Perfect For

Ideal Clients:Startups prototyping a GenAI product | Developers needing specialist LLM architecture | Businesses integrating AI into existing workflows | Researchers building proof-of-concept systems | Teams requiring production-ready AI backends

Frequently Asked Questions

Yes, it is strongly recommended. Every GenAI project has unique requirements, and a brief conversation via order chat ensures the correct tier is selected and the scope is clearly understood before work begins. Please share your project outline before purchasing.

A clear description of your project goals, any data or documents to be used, the AI models or tools you have in mind (or leave it to us), and any existing codebase or API credentials you already hold. The more detail you provide, the faster we can begin.

It means we will keep iterating on the delivered work until it meets the agreed scope. Revisions cover adjustments to the existing functionality — they do not extend the scope to new features not discussed at the outset.

The Starter Build suits quick, well-defined tasks such as a simple chatbot, API wrapper or proof-of-concept pipeline. The Standard Build is best when you need a custom or fine-tuned model alongside your application. The Full Build is for production-ready systems that require validation, testing and monitoring before going live.

Yes. Full source code is included with every tier. The code is clean, well-commented and structured for maintainability so your own team can extend it after delivery.

Absolutely. If you have an existing project you would like to extend, or specific API credentials (OpenAI, Groq, etc.) you want used, simply share the relevant details in the order chat and we will integrate seamlessly.

The team works extensively with LangChain, LangGraph, OpenAI GPT models, Groq, Meta LLaMA, Hugging Face Transformers, FastAPI and Python. If you have a specific model or framework in mind, mention it in your brief.

All project details, data and credentials shared via the order are treated with strict confidentiality. No client data or proprietary information is shared with third parties beyond what is required to fulfil the order.

Customer Reviews

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Once again developed fast, thoughtful solution that really fit the brief that we asked for. Highly recommend!

Another great engagement with this freelancer - implemented the models that I wanted in great time and explained everything.

Went above and beyond for a small project I needed done. Made a complete revision of the project upon request. Fulfilled the request earlier than stated. Exceptional communication even before accepting the order. Many other reviews state similar results. Thank you!

He went beyond what I expected and helped me through every step. I'm so glad I chose to work with him and advise you to do the same. Very helpful and will definitely use the service again.

Well done!

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