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LangChain
AI Development

LangChain Development Services - LangChain Development
Built for Production

We build RAG pipelines, AI agents, and LLM-powered applications using LangChain connecting your data to the world's most powerful AI models. Real answers. Real context. Production-ready.
RAGPipelines
MultiLLM Support
250+AI Systems Built
Since2022
Core Capabilities

End-to-End LangChain Development Services

From RAG pipelines to AI agents, vector databases & custom chains — we engineer robust LLM systems.

RAG Pipelines

Build Retrieval-Augmented Generation systems that let your LLM answer questions using your own documents, databases, and knowledge bases — with accurate, cited answers.

AI Agent Chains

Create multi-step AI agents that reason, plan, use tools, and execute tasks autonomously — from research agents to code-writing bots to complex decision engines.

Vector Database Integration

Connect Pinecone, Supabase Vector, Weaviate, or pgvector to store and retrieve embeddings at scale — the foundation of every accurate RAG and semantic search system.

Document Intelligence

Parse, chunk, embed, and query PDFs, Word docs, spreadsheets, and web pages — so your LLM can reason over large document collections accurately.

LLM Orchestration

Route queries across multiple LLMs — GPT-4o, Claude, Gemini, or open-source models — based on cost, latency, or capability, with automatic fallbacks.

Custom Chain Development

Build custom LangChain chains and tools tailored to your exact use case — memory management, structured output parsing, tool use, and multi-agent coordination.

Why Choose Mind Stack Labs

Production-Ready. Zero Hallucinations.

LangChain enables accurate, multi-step LLM applications connected to your real business data — backed by our engineering expertise.

Impact ComparisonReal-World ROI
Naïve Prompts

Disconnected prompts, hallucinations, no data context & manual parsing errors.

With Mind Stack Labs

Production RAG pipelines, 90%+ retrieval accuracy & multi-agent coordination.

  • Connects LLMs to your real business data
  • Production-ready — not just prototypes
  • Supports GPT-4o, Claude, Gemini & open-source
  • Built-in memory, tools, and agent frameworks
  • Scales from MVP to enterprise workloads
  • Open-source with massive ecosystem

Why Work With Us — 8 Key Pillars

Verified Credentials
01

LangChain specialists since 2022

02

GPT-4o, Claude & open-source LLM experts

03

250+ AI systems delivered globally

04

Dedicated project manager per engagement

05

Clean, documented, production-ready code

06

NDA & full IP ownership guaranteed

07

Long-term support & maintenance plans

08

Free 30-day post-launch support included

Industry Expertise

Industries We Serve

Custom LangChain solutions tailored to the operational demands of high-growth global sectors.

E-commerce

Catalog & Support RAG

Healthcare

HIPAA Document Search

B2B / SaaS

In-App AI Agents

Legal & Finance

Contract Analysis Pipelines

Logistics

Supply Chain Query Agents

Agencies

Custom AI Client Solutions

What We Build
Use Cases

LangChain Systems We Engineer

From RAG document Q&A to support bots, research agents, code generators, and multi-source data intelligence.

Document Q&A System
RAG System01

Document Q&A System

Upload your internal docs, manuals, or legal files → LangChain chunks and embeds them → users ask questions in plain English → system returns accurate, cited answers from your documents.

Workflow Chain
Doc Ingestion→Vector Chunking→Semantic Search→Cited Answer
AI Customer Support Bot
AI Support02

AI Customer Support Bot

LangChain retrieves relevant knowledge-base articles → GPT-4o generates a contextual reply → escalates to human if confidence is low → logs conversation to CRM.

Workflow Chain
User Query→KB Retrieval→GPT-4o Reply→Human Escalation
Research & Summarisation Agent
AI Research03

Research & Summarisation Agent

Agent receives a topic → searches the web or internal docs → reads and summarises findings → produces a structured report — in minutes, not hours.

Workflow Chain
Topic Input→Web / Doc Search→LLM Analysis→Report Export
Code Generation Assistant
Developer Tools04

Code Generation Assistant

Internal dev tool where engineers describe a feature → LangChain agent generates code → runs tests → iterates on failures → produces a PR-ready diff.

Workflow Chain
Feature Spec→Code Generation→Test Execution→PR Creation
Contract & Legal Document Analysis
Legal Tech05

Contract & Legal Document Analysis

Upload contracts → LangChain extracts key clauses, dates, obligations, and risks → produces a plain-English summary → flags anomalies for legal review.

Workflow Chain
Contract Upload→Clause Parsing→Risk Extraction→Flag Summary
Multi-source Data Intelligence
Business Intelligence06

Multi-source Data Intelligence

Connect your CRM, database, and docs to a LangChain agent → business users ask questions in plain English → agent queries the right source and synthesises a complete answer.

Workflow Chain
Plain English Query→Multi-Source Fetch→Data Synthesis→Structured Answer
Technologies

LangChain Ecosystem Tech Stack

Frameworks, vector databases, LLMs, APIs, and runtime environments that power our LangChain solutions.

LangChainLangChain
OpenAI GPT-4oOpenAI GPT-4o
Supabase VectorSupabase Vector
PineconePinecone
PythonPython
FastAPIFastAPI
PostgreSQLPostgreSQL
Next.jsNext.js
DockerDocker
Our 4-Step Engineering Process

From Design to Live Deployment

Phase 01

Use-case Design

Define retrieval strategy, agent architecture, memory & data sources.

Architecture DesignLLM SelectionData Mapping
Phase 02

Data Pipeline Build

Build ingestion pipelines to load, chunk, clean & embed documents.

Document IngestionChunking StrategyEmbedding Pipeline
Phase 03

Chain & Agent Build

Build retrievers, chains, agents & test accuracy against real queries.

Chain DevelopmentAgent ToolsAccuracy Testing
Phase 04

Deploy & Monitor

Deploy via FastAPI or serverless, set up cost/latency monitoring & handover docs.

API DeploymentCost MonitoringSource Handover
Advanced
LangChain Features

Advanced LangChain Features

Our LangChain architectures feature multi-agent orchestration, conversation memory, hybrid search, and cost optimisation.

Autonomous AIAgent Collaboration

Multi-agent Orchestration

Coordinate multiple specialised AI agents — a researcher, a writer, a reviewer — that collaborate autonomously to complete complex tasks end-to-end.

Context AwarenessSession State

Conversation Memory

LangChain memory modules store conversation history so your AI remembers context across sessions — enabling natural, ongoing conversations not just one-shot queries.

High PrecisionKeyword + Semantic

Hybrid Search (BM25 + Vector)

Combine keyword and semantic search for retrieval — so users get accurate results whether they search with exact terms or describe what they're looking for.

EfficiencySmart Routing

LLM Cost Optimisation

Route simple queries to cheaper models and complex ones to GPT-4o — with caching, batching, and streaming — reducing LLM costs by up to 70%.

FAQ

Common LangChain Development Services Questions

Have more questions? Book a free 30-minute discovery call no commitment required.

Book a free call
Quick Response

We reply to all LangChain development enquiries within 24 hours.

Start Your Project

What's the difference between LangChain and just calling the OpenAI API directly?

Direct API calls work for simple prompts. LangChain adds the infrastructure for complex AI apps — retrieval from your own data, agent reasoning, multi-step chains, memory across conversations, and tool use. It's the difference between a one-shot query and a full AI application.

How accurate are RAG systems with our documents?

Accuracy depends heavily on document quality, chunking strategy, and retrieval tuning. We achieve 85–95% accuracy on well-structured documents by optimising every step of the pipeline — and we test against your real documents before delivery.

Can LangChain work with our existing database or CRM?

Yes. LangChain supports PostgreSQL, MySQL, Supabase, and any SQL database as a retrieval source — plus REST APIs for CRMs. Your AI can query your live data directly alongside your embedded documents.

Which LLM should we use — GPT-4o, Claude, or open-source?

It depends on your accuracy needs, budget, and data privacy requirements. We evaluate the right model for your use case — and often build multi-LLM setups that route queries intelligently between models to balance cost and quality.
Verified Client Reviews
Verified Reviews

Client Experiences That Speak for Themselves

Real experiences from clients who worked with us to turn ideas into production products.

Mike Pettigrew

Mike Pettigrew

Ireland

Trustpilot

“Ziyad and the entire Codex Lancers team have been simply amazing to work with while creating our 11:11 The Divine Mindset mobile app. Communication was outstanding throughout the entire project. They kept us fully informed at every stage, responded quickly, and were always patient, professional and genuinely committed to achieving the best possible result. Their feedback, ideas and suggestions were enormously helpful and significantly improved the finished app. The app they have created is stunningly beautiful in every way, with an elegant, polished design and flawless functionality. They understood our vision perfectly and brought it to life even better than we had imagined. I cannot recommend Ziyad and his team highly enough. Their technical expertise, creativity, attention to detail and dedication are exceptional. We will be using them for all our future app projects and look forward to working with them for many years to come.”

Dan Brown

Dan Brown

Finland

Trustpilot

“I’ve been building with Codelancer (Ziyad and the team) for the past plus two years, and I highly recommend them to anyone in need of a reliable development team. They are deeply committed to their clients’ vision, communicate clearly, are impressively responsive, and have consistently turned complex ideas into fully functional products. Codelancer genuinely prioritizes client success. They don’t just write code -they share valuable insights, make thoughtful suggestions, and support you at every stage of the journey. Over time, they’ve become an integral part of our team, and it’s a real pleasure to work with them and have them by our side. I am very grateful to work with them and highly recommend them to all”

Gabe Hizer

Gabe Hizer

Mexico

Trustpilot

“Great communication, excellent coding work, very open to making changes as the projects have developed. My project involved several different computer languages, for Windows, Mac, iOs, and Android. It was great that they had sufficient talent in their team to pull it all together! I have been working with them for the last almost 3 years.”

NL

Nick Lavars

Australia

Trustpilot

“Partnering with CodeX Lancers has been one of the best decisions for our project. From the initial UI/UX flow design to API implementation and complete end-to-end product guidance, their team consistently demonstrated strong product thinking. They don’t just execute tasks they ask the right questions, provide thoughtful suggestions, and help refine the overall direction of the product. Their involvement went far beyond development. They contributed strategic insights, improved workflows, and ensured that both the user experience and backend integrations were properly aligned. That level of ownership truly makes a difference. Timelines were respected, communication was clear and consistent, and every discussion felt productive and solution-focused. Instead of working with an external agency, it genuinely felt like we had added a committed product team to our side. Their attention to detail, UI clarity, structured approach, and proactive mindset gave us confidence throughout the entire journey. Highly recommended for anyone looking for a dependable team that genuinely cares about both execution and long-term product success.”

Eric Verdi

Eric Verdi

United States

Trustpilot
MC

Mark Chawke

Toronto, Canada

Clutch

“Thanks to CodeX Lancers, the paywall feature was successfully implemented. The client’s notification system was also fixed, and the error-free app was launched. The team managed the engagement well and communicated excellently with the client. They were flexible and delivered great results.”

NT

Neadom Tucker

United States

Clutch

“CodeX Lancers launched the app in the Google and Apple Play Store without errors. The team was knowledgeable about the .NET platform in its first version and completed all tasks on time.”

AK

Anup Kumar

Bengaluru, India

Clutch

“Thanks to CodeX Lancers efforts, the client has received the requested mobile app. The team provides timely deliverables, communicates excellently, and maintains accurate timesheets to verify progress daily. CodeX Lancers responsiveness and commitment have been hallmarks of their performance.”

ZM

Zainab Mithwani

United Kingdom

Clutch

“CodeX Lancers successfully delivered each project phase on time and with high quality. The team provided consistent updates throughout the project and communicated primarily through virtual meetings. Their teamwork impressed the client, resulting in a positive engagement.”

KH

Kamal Hassan

Riyadh, Saudi Arabia

Clutch

“CodeX Lancer has delivered a bug-free app published seamlessly in the Apple store. The team has managed the project excellently and communicated well through virtual meetings and email. Overall, working with CodeX Lancers has brought positive results.”

OP

Opendoor Parenting

Client Partner

Upwork

“I had a great experience working with Ziya. From the very beginning, communication was clear, professional, and consistent. He quickly understood the requirements and translated them into a high-quality working solution. What stood out most was his reliability and attention to detail. Everything was delivered on time, and any feedback or adjustments I requested were handled quickly and smoothly. He was proactive when needed and always available to explain technical aspects clearly. Overall, the collaboration was efficient, smooth, and results-driven. I highly recommend Ziya to anyone looking for a skilled and dependable developer, and I would definitely work with him again.”

LA

lawpoint

Client Partner

Upwork

“Ziya contributed to the project and was generally responsive when contacted. The engagement required additional coordination and clarification on some tasks, and timelines were somewhat longer than expected. Overall, a cooperative developer with potential, particularly if project scope and deliverables are very clearly defined from the beginning.”

LA

Luqta App

Client Partner

Upwork

“Delivered consistent results on our FlutterFlow project, driving steady progress and meeting objectives efficiently. Always helpful and proactive, with a strong can-do attitude toward tasks and execution. Collaboration with the backend team and other stakeholders was smooth and effective, contributing to strong alignment and improved overall project outcomes. We have been working with Ziya and his team on three major milestones, and overall, it has been a productive collaboration. The team demonstrated strong technical skills, responsiveness, and a commitment to delivering quality work. Design & Implementation – The team effectively translated our requirements into a visually appealing and functional UI, ensuring a smooth user experience. Timely Delivery – Most tasks were completed on time, and any delays were well-communicated in advance. Before we finished our current project we started to send them more projects.”

WF

What's for Dinner

United States

Upwork

“Ziya was incredible to work with on my project. Came to the job with clear directions and clear understanding of what I was looking for. Brought ideas to the table that I didn't think about. Excellent communication. Wonderful project knowledge and was very helpful in explaining a process that I know little about. Would definitely use again!”

YA

Yoda App

Client Partner

Upwork

“Ziya delivered our field data collection app for 70+ users on time and bug-free. His Flutter/Dart expertise is solid, and he proactively solved complex challenges including offline sync and GPS tracking without being asked. What impressed me most: clear daily communication, clean code that's easy to maintain, and thoughtful suggestions that improved our original design. When integration issues arose, he fixed them independently rather than just reporting problems. Would definitely hire again and recommend to others needing reliable Flutter development.”

Recognized & Verified Across Major Industry Platforms
Google
Google
5.0
Clutch
Clutch
5.0
Upwork
Upwork
Top Rated+
Trustpilot
Trustpilot
5.0
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Tell us about your data and AI requirements and we'll provide a detailed LangChain proposal within 24 hours.

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