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At a Glance

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

Core Tech Stack

OpenAI GPT + LangChain + Python
Built on industry-standard AI frameworks including GPT-4/3.5, LangChain for conversational logic, and vector databases like Pinecone for document retrieval.

RAG Included

All Tiers — Train on Your Own Data
Retrieval-Augmented Generation is included from the base package, meaning the chatbot can be trained on your PDFs, FAQs, or website content rather than general knowledge alone.

Source Code Ownership

Full Code Delivered
Source code is included across all packages, giving buyers full ownership and the ability to maintain, modify, or host the chatbot independently after delivery.

CRM & Multi-Language

Available from Boost Tier ($425 base)
CRM or database integration and multi-language support are unlocked in the Boost and Premium upgrades, making those tiers more suited to customer-facing or enterprise workflows.

What You'll Receive

Formats:
Source Files
Custom Code
Written Report
Delivery Method:
Order Manager
Notes: Source code will be delivered as a compressed archive via the order manager. A written handover note explaining the setup, configuration, and how to run the chatbot will be included. Any API keys or environment variable placeholders will be clearly documented. Please ensure you have the requirements ready before the order starts to avoid delays.

Full Description

Stop losing time to repetitive queries, manual responses, and disconnected workflows. A custom AI chatbot built on OpenAI GPT and LangChain puts intelligent, context-aware automation at the heart of your business — answering questions, drafting emails, summarising content, and guiding users through conversations without you lifting a finger.

Zinn Digital® are Software Engineers and AI Developers based in London, England. We design, build, and deploy intelligent, production-ready AI chatbots tailored to your specific use case — not cookie-cutter demos. Every project begins with clear requirement analysis so the solution we deliver actually fits your business.

WHAT WE CAN BUILD FOR YOU

We handle a wide range of AI chatbot use cases, including:

— Q&A bots trained on your documents (PDFs, FAQs, internal knowledge bases)
— Email generation and drafting assistants
— Content summary and strategy suggestion tools
— Customer support and sales bots
— Internal staff assistants
— API-based chatbot integrations
— AI automation for repetitive tasks

All bots are built with Retrieval-Augmented Generation (RAG), meaning your chatbot draws answers from your actual content rather than guessing — giving users accurate, grounded responses every time.

TECH STACK

Every chatbot is built using Python, the OpenAI API (GPT-4 / GPT-3.5), LangChain for conversational logic, vector databases (such as Pinecone) for document retrieval, REST APIs for integration, and cloud-ready backend architecture for scalability.

WHAT EVERY BUILD INCLUDES

Regardless of the tier you choose, your chatbot will include:
— AI LLM model integration (OpenAI GPT)
— Retrieval-Augmented Generation (RAG)
— Pre-set conversational journey
— User authentication
— Full source code delivered to you

For larger scopes, we also offer CRM and database integration as well as multi-language support — available in the Standard and Full tiers.

HOW IT WORKS

We strongly recommend messaging us before ordering to confirm scope and feasibility. Once your order is placed, we gather your requirements via the order chat, agree on the conversational flows and data sources, build and test the chatbot, and deliver clean, maintainable code with documentation.

WHO THIS IS FOR

This service is ideal for startups, SMEs, and growing businesses that want to automate customer-facing or internal workflows with reliable, scalable AI — without the overhead of a full in-house engineering team.

Why Zinn Digital®? We are business-oriented engineers who write clean, maintainable code, communicate clearly at every stage, and build solutions designed to work in production — not just in a demo environment. Ongoing support options are also available should you need them after delivery.

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Compare Packages

FeatureStarterStandardFull Build
Delivery Time7 days10 days14 days
Revisionsunlimitedunlimitedunlimited
AI LLM model integration (OpenAI GPT-4 / GPT-3.5)✓✕✕
Retrieval-Augmented Generation (RAG) for document-grounded answers✓✕✕
Pre-set conversational journey tailored to your use case✓✕✕
User authentication built in✓✕✕
Full source code delivered✓✕✕
Single use case: Q&A bot, email generator, summariser, or strategy suggester✓✕✕
Everything included in the Starter tier✕✓✕
Integration with your CRM or existing database✕✓✕
Multi-language support for diverse user bases✕✓✕
Scalable backend logic suitable for production environments✕✓✕
REST API integration for connecting to external systems✕✓✕
Clean, maintainable code with clear documentation✕✓✕
Everything included in the Standard tier✕✕✓
Extended scope for complex, multi-flow conversational systems✕✕✓
Vector database setup (e.g. Pinecone) for large document libraries✕✕✓
Cloud deployment architecture and configuration✕✕✓
Support for customer support, sales, internal assistant, and Q&A use cases in one build✕✕✓
Priority requirement analysis and dedicated build consultation✕✕✓

Portfolio

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

Build a Custom AI Chatbot with GPT and LangChain

Build a Custom AI Chatbot with GPT and LangChain

Extra Information

Why Choose Me

Based In:London, England
Expertise:Software Engineers & AI Developers specialising in LLM-based systems, AI chatbots, and workflow automation
Our Approach:We begin every project with clear requirement analysis and open communication. We write clean, maintainable code and build business-oriented AI solutions designed for production — not just demos. Ongoing support is available after delivery.

Tools I Use

Languages & Frameworks:Python, LangChain, OpenAI API (GPT-4 / GPT-3.5), REST APIs
Data & Storage:Vector Databases (e.g. Pinecone), Document ingestion (PDFs, FAQs, websites)
Deployment:Cloud deployment (scalable, production-ready backend architecture)

Perfect For

Ideal Clients:Startups wanting to automate customer support or internal workflows, SMEs deploying AI assistants across their teams, Businesses needing document-trained Q&A bots, Companies integrating AI into existing CRM or database systems, Teams requiring multi-language conversational AI

Frequently Asked Questions

Yes, we strongly recommend it. Every AI chatbot project is different, and a quick conversation before you order lets us confirm the scope, technical feasibility, and the right tier for your needs. This avoids any misalignment once the order starts.

We will need a clear description of your use case (e.g. customer support bot, document Q&A, email generator), any documents or data sources the bot should reference, your preferred language(s), and details of any systems it needs to connect to (CRM, database, API). The more detail you share, the better we can tailor the build.

Yes. Full source code is included in every tier. The code is written in Python and structured to be clean, readable, and maintainable so your own team can work with it after delivery.

RAG means the chatbot retrieves relevant information from your actual documents or knowledge base before generating a response. Instead of relying purely on the language model's general training, it grounds its answers in your specific content — making responses far more accurate and relevant.

The Starter tier suits straightforward, single-purpose bots such as a Q&A assistant or email generator. Choose Standard if you need CRM or database integration or multi-language support. The Full Build is for complex, multi-flow systems requiring large-scale document retrieval, cloud deployment, and broader integration scope. If you are unsure, message us and we will advise honestly.

Yes. We build chatbots with REST API-based architecture, making them straightforward to integrate into websites, mobile apps, or internal tools. Cloud deployment configuration is included in the Full Build tier and available as a scope discussion on other tiers.

All tiers include unlimited revisions within the agreed scope. If you require ongoing support or bug fixes after the order is marked complete, our post-delivery support add-on provides seven days of dedicated assistance.

Yes. Ongoing support options are available. Please discuss your longer-term requirements with us before or during the order and we can outline what is possible.

Customer Reviews

See what our customers say about this Zinn

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Thank you very much for this work, I recommend it.

Thank you very much

Zinn Hub Review We’re very pleased with Zirsha’s work. He delivered all mandatory requirements and integrated our requested changes quickly and flexibly. What stood out: Clean, well-structured code with a detailed README Fast response times and polite communication Proactive bug-fixing and a constructive attitude throughout the project Room for even smoother hand-offs: Include a version tag or Git commit link with each delivery Neile only a key-free .env.example file for security Overall, an excellent collaboration—looking forward to working together again.

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