Home/Solutions/Multi-Agent Systems
Advanced AI Architecture with Memory Systems

Multi-Agent AI with Advanced Memory

Intelligent Agents with Shared Memory & Context Persistence

Our multi-agent systems feature specialized AI agents that share memory, learn from interactions, and maintain context across sessions. Unlike simple chatbots, our agents leverage multi-layer memory architecture—combining short-term working memory, long-term knowledge storage, and episodic memory—enabling them to remember, learn, and collaborate intelligently.

Shared Memory Layer: Agents access unified knowledge base in real-time
Context Persistence: Maintains conversation history across sessions
Adaptive Learning: Agents learn from past interactions and improve over time
💾Shared MemoryVector DB • Context • KnowledgeShort-termLong-term🎯Orchestrator🔬AnalysisAgentExecutionAgent📋PlanningAgentTaskExecutePlanReadWrite💾 Context Preserved Across SessionsPersistent memory enables continuity

Multi-Agent Architecture Patterns

1

Sequential Processing

Agent A processes data → Agent B analyzes patterns → Agent C generates insights

Example:Clinical data pipeline in healthcare platforms
2

Parallel Processing

Multiple agents work simultaneously on different aspects, results are merged

Example:Document analysis across multiple legal frameworks
3

Hierarchical Delegation

Lead agent delegates subtasks to specialist agents based on requirements

Example:RFP generation with research, writing, and review agents
4

Verification & Validation

Answer agent generates response, verifier agent checks accuracy and compliance

Example:Medical or legal advice requiring double-checking
4 Live Multi-Agent Systems

Production Multi-Agent AI Delivering Results

From healthcare to legal to e-commerce, our multi-agent architectures solve complex problems that single AI models cannot handle alone.

Medscribe By Zaltech AI Platform
Production

Medscribe By Zaltech AI

Healthcare / Multi-Agent Clinical Documentation

Sophisticated multi-agent orchestration with three specialized AI agents (Luna for transcription, Nova for medical knowledge, Stella for document analysis) working together via intelligent coordinator.

View Full Case Study
Justiciano Legal Platform Platform
Production

Justiciano Legal Platform

Legal / Multi-Agent Legal Research

Specialized agents trained on 156,000+ Chilean law documents work collaboratively: Document Analyzer, Case Law Researcher, Legal Drafter, and Compliance Checker.

View Full Case Study
Eva AI Sales Assistant Platform
Production

Eva AI Sales Assistant

E-Commerce / Dual-Agent Verification

Two-agent architecture ensures compliance: Answer Agent generates customer responses, Verifier Agent validates accuracy and regulatory compliance before delivery.

View Full Case Study

Showing 1-3 of 4 projects

Technology Stack

Multi-Agent Systems Technology Stack

Built with cutting-edge frameworks, LLM providers, vector databases, and orchestration tools specifically designed for multi-agent AI systems

LangChain
LangChainFramework
LangGraph
LangGraphFramework
CrewAI
CrewAIFramework
AutoGen
AutoGenFramework
LangSmith
LangSmithObservability
OpenAI
OpenAILLM
Anthropic
AnthropicLLM
Gemini
GeminiLLM
Groq
GroqLLM
Anthropic MCP
Anthropic MCPMCP
MCP Servers
MCP ServersMCP
Pinecone
PineconeVector DB
LangChain
LangChainFramework
LangGraph
LangGraphFramework
CrewAI
CrewAIFramework
AutoGen
AutoGenFramework
LangSmith
LangSmithObservability
OpenAI
OpenAILLM
Anthropic
AnthropicLLM
Gemini
GeminiLLM
Groq
GroqLLM
Anthropic MCP
Anthropic MCPMCP
MCP Servers
MCP ServersMCP
Pinecone
PineconeVector DB
LangChain
LangChainFramework
LangGraph
LangGraphFramework
CrewAI
CrewAIFramework
AutoGen
AutoGenFramework
LangSmith
LangSmithObservability
OpenAI
OpenAILLM
Anthropic
AnthropicLLM
Gemini
GeminiLLM
Groq
GroqLLM
Anthropic MCP
Anthropic MCPMCP
MCP Servers
MCP ServersMCP
Pinecone
PineconeVector DB
Weaviate
WeaviateVector DB
Qdrant
QdrantVector DB
ChromaDB
ChromaDBVector DB
Celery
CeleryQueue
Redis
RedisCache
RabbitMQ
RabbitMQQueue
FastAPI
FastAPIBackend
Python
PythonBackend
MongoDB
MongoDBDatabase
PostgreSQL
PostgreSQLDatabase
LangFuse
LangFuseObservability
Weights & Biases
Weights & BiasesObservability
Weaviate
WeaviateVector DB
Qdrant
QdrantVector DB
ChromaDB
ChromaDBVector DB
Celery
CeleryQueue
Redis
RedisCache
RabbitMQ
RabbitMQQueue
FastAPI
FastAPIBackend
Python
PythonBackend
MongoDB
MongoDBDatabase
PostgreSQL
PostgreSQLDatabase
LangFuse
LangFuseObservability
Weights & Biases
Weights & BiasesObservability
Weaviate
WeaviateVector DB
Qdrant
QdrantVector DB
ChromaDB
ChromaDBVector DB
Celery
CeleryQueue
Redis
RedisCache
RabbitMQ
RabbitMQQueue
FastAPI
FastAPIBackend
Python
PythonBackend
MongoDB
MongoDBDatabase
PostgreSQL
PostgreSQLDatabase
LangFuse
LangFuseObservability
Weights & Biases
Weights & BiasesObservability
Clutch
Verified
5.0 RATING

Trusted by Industry Leaders

Delivering enterprise AI solutions that drive measurable business impact

EdTech Client

EdTech Client

CTO

Education Technology Company

"Sohaib and his team at Zaltech AI were fantastic to work with. They built two great AI solutions for us. Beyond their technical skills, they genuinely cared about our success and always found ways to improve our ideas."

Product Lead

Product Lead

VP of Product

AI SaaS Platform

"Working with Zaltech AI has been transformative for our product. Sohaib's deep expertise in AI and its practical applications, combined with a clear understanding of product strategy, made a measurable impact on our platform's capabilities."

Operations Director

Operations Director

Director of Operations

Enterprise SaaS

"We had a great experience working with Zaltech AI. Sohaib and his team were all very professional and had great communication and follow through. We will undoubtedly hire Zaltech AI for future projects."

Founder

Founder

CEO

Data Analytics Startup

"Working with Zaltech AI has been one of the best decisions we've ever made. Sohaib and his team helped us design and build several AI-based software solutions tailored specifically to our needs."

Marketing Director

Marketing Director

Marketing Director

Levo Ai

"Zaltech AI delivered outstanding work on our Levo Ai pre-implementation marketing strategy project. Sohaib's comprehensive market research was thorough and insightful, providing exactly what we needed to position our AI-powered platform competitively."

AI Product Manager

AI Product Manager

Product Manager

Blockchain & AI Platform

"Zaltech AI's expertise in AI solution building and product management proved invaluable in the development of our complex, data-driven AI product. Sohaib's strategic insight and attention to detail not only accelerated our timeline but also enhanced the quality of our final product."

Technology Director

Technology Director

Director of Technology

Healthcare Platform

"Zaltech AI transformed our healthcare platform with cutting-edge AI solutions. Their team understood the complexities of healthcare regulations while delivering innovative solutions that exceeded our expectations. Truly a game-changer for our organization."

Startup Founder

Startup Founder

Founder & CEO

FinTech Startup

"Choosing Zaltech AI was the best investment we made for our startup. Sohaib and his team not only built our AI infrastructure but also provided strategic guidance that shaped our entire product roadmap. Their expertise is unmatched."

Innovation Lead

Innovation Lead

Head of Innovation

Real Estate Tech Company

"Zaltech AI brought our vision to life with remarkable precision. The team's ability to understand our business needs and translate them into intelligent AI solutions was impressive. Their ongoing support and dedication to excellence sets them apart."

The Next Evolution

Ready to Deploy Intelligent ROI?

Build sophisticated AI systems with specialized agents working collaboratively. Schedule a consultation to discuss your complex workflow requirements.

Scaling Innovation Globally