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elsai foundry platform for
regulated enterprise workflows
One platform to design, deploy, and govern AI agents built for the complexity of regulated industries
elsai foundry platform for
regulated enterprise workflows
One platform to design, deploy, and govern AI agents built for the complexity of regulated industries
elsai foundry platform for
regulated enterprise workflows
One platform to design, deploy, and govern AI agents built for the complexity of regulated industries
Built for: Enterprise IT and business operations
Built for: Enterprise IT and business operations
Trusted by enterprises worldwide
Trusted by enterprises worldwide
About elsai foundry
Most enterprises don't have an AI problem. They have an execution problem.
Today, 38% of enterprises are piloting AI agents, yet only 11% have ever reached production. The bottleneck isn't the model. It's the missing infrastructure: governance frameworks that break under compliance pressure, observability blind spots that obscure cost and risk, and deployments too fragile to scale.
elsai foundry closes the gap. It is a purpose-built enterprise AI execution platform that orchestrates, governs, and operationalizes agentic workflows across complex, high-stakes business environments, from regulated healthcare systems and financial institutions to large-scale enterprise operations, ensuring compliance with industry-specific regulations at every step.
Unlike generic AI toolkits, elsai foundry embeds governance at its core and not as an afterthought. Every deployment ship with policy-as-code compliance, PII redaction, real-time observability through ARMS, and full LLM-agnostic flexibility. Its architecture with 200+ pre-built tools and a right-sized intelligence model, supports seamless integration with existing systems, enabling teams to go from pilot to production in 4–6 weeks without rebuilding from scratch.
Grounded in 16+ years of enterprise delivery through OptiSol Business Solutions with 450+ engineers and 200+ clients across 24 countries elsai foundry brings the operational depth that enterprise AI demands. We serve industries where reliability and regulatory compliance are non-negotiable: healthcare, BFSI, life sciences, and logistics.
We don't ship pilots. We ship operations
About elsai foundry
Most enterprises don't have an AI problem. They have an execution problem.
Today, 38% of enterprises are piloting AI agents, yet only 11% have ever reached production. The bottleneck isn't the model. It's the missing infrastructure: governance frameworks that break under compliance pressure, observability blind spots that obscure cost and risk, and deployments too fragile to scale.
elsai foundry closes the gap. It is a purpose-built enterprise AI execution platform that orchestrates, governs, and operationalizes agentic workflows across complex, high-stakes business environments, from regulated healthcare systems and financial institutions to large-scale enterprise operations, ensuring compliance with industry-specific regulations at every step.
Unlike generic AI toolkits, elsai foundry embeds governance at its core and not as an afterthought. Every deployment ship with policy-as-code compliance, PII redaction, real-time observability through ARMS, and full LLM-agnostic flexibility. Its architecture with 200+ pre-built tools and a right-sized intelligence model, supports seamless integration with existing systems, enabling teams to go from pilot to production in 4–6 weeks without rebuilding from scratch.
Grounded in 16+ years of enterprise delivery through OptiSol Business Solutions with 450+ engineers and 200+ clients across 24 countries elsai foundry brings the operational depth that enterprise AI demands. We serve industries where reliability and regulatory compliance are non-negotiable: healthcare, BFSI, life sciences, and logistics.
We don't ship pilots. We ship operations
Governance-first architecture
Policy enforcement, PII redaction, and guardrails built into the core not added after deployment.
Domain-aware by design
Deep vertical intelligence for healthcare, life sciences, BFSI, and logistics not generic automation.
Full observability with ARMS
Every token, decision, and cost tracked. Defensible audit trails from day one.
Cloud and LLM agnostic
AWS, Azure, GCP, or on-premises. 100+ LLMs supported. No lock-in.
Production-ready in 4-6 weeks
200+ pre-built tools and a right-sized intelligence model. Ship fast, scale without rebuilding.
Governance-first architecture
Policy enforcement, PII redaction, and guardrails built into the core not added after deployment.
Domain-aware by design
Deep vertical intelligence for healthcare, life sciences, BFSI, and logistics not generic automation.
Full observability with ARMS
Every token, decision, and cost tracked. Defensible audit trails from day one.
Cloud and LLM agnostic
AWS, Azure, GCP, or on-premises. 100+ LLMs supported. No lock-in.
Production-ready in 4-6 weeks
200+ pre-built tools and a right-sized intelligence model. Ship fast, scale without rebuilding.
A unified platform for enterprise AI agents
Under the hood, elsai provides the building blocks you need to run agents safely, efficiently, and at scale.
A unified platform for enterprise AI agents
Under the hood, elsai provides the building blocks you need to run agents safely, efficiently, and at scale.
1
Orchestration to define multiagent workflows with clear roles and handoffs.
2
Safety and policy to enforce guardrails on every input, decision, and output.
3
Observability to trace every run, decision, and tool call endtoend.
4
Prompt and behavior control to evolve agent logic centrally and safely.
1
Orchestration to define multiagent workflows with clear roles and handoffs.
2
Safety and policy to enforce guardrails on every input, decision, and output.
3
Observability to trace every run, decision, and tool call endtoend.
4
Prompt and behavior control to evolve agent logic centrally and safely.
elsai foundry becomes the backbone of your internal agent factory where engineering, data, and domain teams build agents that are safe to run in real production environments, not just sandboxes.
elsai foundry becomes the backbone of your internal agent factory where engineering, data, and domain teams build agents that are safe to run in real production environments, not just sandboxes.
elsai foundry conceptual architecture
From observability to execution, a complete AI operating layer
elsai foundry conceptual architecture
From observability to execution, a complete AI operating layer
Observability
ARMS
Agent observability
Token tracking
Logging
Alters & notifications
Observability
ARMS
Agent observability
Token tracking
Logging
Alters & notifications
Multi-agent workflow
Agent orchestration
Prebuild agents
Reconciliation
Procurement
Customer support
and more..
Multi-agent workflow
Agent orchestration
Prebuild agents
Reconciliation
Procurement
Customer support
and more..
Compliance & security
Guardrails
Protection against 10+ Vulnerabilities
Compliance & security
Guardrails
Protection against 10+ Vulnerabilities
Prompt CI/CD
Prompt manager
Auto prompt optimiser
Prompt versioning
Prompt testing and simulation
Prompt CI/CD
Prompt manager
Auto prompt optimiser
Prompt versioning
Prompt testing and simulation
Framework & components
elsai core
Intelligence
LLM router
LLM router
Context Engineering
Purpose built
3rd party tools
200+ tools
Short term memory
External connectors
Long term memory
5+ RAGs
Utilities
MCP
Speech services
Framework & components
elsai core
Intelligence
LLM router
LLM router
Context Engineering
Purpose built
3rd party tools
200+ tools
Short term memory
External connectors
Long term memory
5+ RAGs
Utilities
MCP
Speech services
Performance &
Analytics
Monitoring
System metrics
Cost tracking
Agent decision tracking
Execution logs
OCR metrics
Success / error analytics
Performance & Analytics
Monitoring
System metrics
Cost tracking
Agent decision tracking
Execution logs
OCR metrics
Success / error analytics
From complex workflows to intelligent, governed operations
From complex workflows to intelligent, governed operations
Define the workflow and guardrails.
Choose the process, map the stages (intake, analysis, decision, action), and capture the unbreakable regulatory and policy constraints.
Define the workflow and guardrails.
Choose the process, map the stages (intake, analysis, decision, action), and capture the unbreakable regulatory and policy constraints.
1
2
Design agent roles and responsibilities.
Split the workflow into specialized agents' intake, enrichment, analysis, decision, action, and follow-up with explicit human-in-the-loop points where necessary.
Design agent roles and responsibilities.
Split the workflow into specialized agents' intake, enrichment, analysis, decision, action, and follow-up with explicit human-in-the-loop points where necessary.
Connect to systems, data, and tools.
Wire agents to LLMs, RAG knowledge bases, OCR, and enterprise APIs so they can read documents, query records, and trigger downstream updates autonomously
Connect to systems, data, and tools.
Wire agents to LLMs, RAG knowledge bases, OCR, and enterprise APIs so they can read documents, query records, and trigger downstream updates autonomously
3
4
Embed safety and behavior controls.
Establish guidelines for inputs and outputs, and create prompts/templates that outline business rules, escalation paths, and tone for agents.
Embed safety and behavior controls.
Establish guidelines for inputs and outputs, and create prompts/templates that outline business rules, escalation paths, and tone for agents.
Simulate, observe, and refine
Run the workflow in a controlled environment, check traces and metrics, and refine prompts and thresholds until you achieve your accuracy and risk goals.
Simulate, observe, and refine
Run the workflow in a controlled environment, check traces and metrics, and refine prompts and thresholds until you achieve your accuracy and risk goals.
5
6
Deploy, monitor, and scale
Promote the workflow to production with versioned configs and observability, then reuse this pattern for adjacent workflows on the same platform.
Deploy, monitor, and scale
Promote the workflow to production with versioned configs and observability, then reuse this pattern for adjacent workflows on the same platform.
Modular. Composable. Production-hardened.
The technical building blocks inside elsai Foundry designed to be assembled into governed, production-grade agent workflows.
Modular. Composable. Production-hardened.
The technical building blocks inside elsai Foundry designed to be assembled into governed, production-grade agent workflows.
Integration
Multi-provider model connectors
Stop being locked into one AI provider. elsai connects your workflows to OpenAI, Azure, AWS Bedrock, Anthropic, Gemini, and more through a single unified interface. Switch models, mix providers, and scale intelligently without rewriting a single line of your workflow. Built-in streaming and async support means your agents respond faster and cost less to run.
elsai-model
100+ LLMs
Async +
Streaming
View docs
Discover →
Integration
Multi-provider model connectors
Stop being locked into one AI provider. elsai connects your workflows to OpenAI, Azure, AWS Bedrock, Anthropic, Gemini, and more through a single unified interface. Switch models, mix providers, and scale intelligently without rewriting a single line of your workflow. Built-in streaming and async support means your agents respond faster and cost less to run.
elsai-model
100+ LLMs
Async +
Streaming
View docs
Discover →
Retrieval
Hybrid RAG and graph intelligence
When your agent searches for an answer, it needs to find the right one not just a similar one. elsai combines two powerful search strategies together so nothing relevant gets missed, even across thousands of enterprise documents. The result is more accurate answers, fewer hallucinations, and agents your business can actually trust. Powered by Pinecone and ChromaDB vector storage.
elsai-retrievers
BM25 +
Semantic Search
Pinecone
ChromaDB
View docs
Discover →
Retrieval
Hybrid RAG and graph intelligence
When your agent searches for an answer, it needs to find the right one not just a similar one. elsai combines two powerful search strategies together so nothing relevant gets missed, even across thousands of enterprise documents. The result is more accurate answers, fewer hallucinations, and agents your business can actually trust. Powered by Pinecone and ChromaDB vector storage.
elsai-retrievers
BM25 +
Semantic Search
Pinecone
ChromaDB
View docs
Discover →
Graph Intelligence
Graph RAG and knowledge construction
Most AI tools read documents. elsai understands the relationships between them. Graph RAG automatically maps entities, obligations, and connections across your contracts, policies, and enterprise data building a knowledge graph your agents can reason over. The result is answers that reflect how your business actually works, not just what a single document says.
elsai-graph-constructor
elsai-graph-query-rag
Entity extraction
View docs
Discover →
Graph Intelligence
Graph RAG and knowledge construction
Most AI tools read documents. elsai understands the relationships between them. Graph RAG automatically maps entities, obligations, and connections across your contracts, policies, and enterprise data building a knowledge graph your agents can reason over. The result is answers that reflect how your business actually works, not just what a single document says.
elsai-graph-constructor
elsai-graph-query-rag
Entity extraction
View docs
Discover →
Integration
Cloud and DB connectors
Your data lives everywhere S3 buckets, Azure Blob, SharePoint, OneDrive, internal databases. elsai connects to all of it natively, without moving or copying your data. Business teams can query it in plain English. Engineering teams get secure, token-managed connections with zero data egress. One integration layer. Every data source. No compromise on security.
elsai-cloud-connectors
elsai-db-connectors
AWS
Azure
SharePoint
View docs
Discover →
Integration
Cloud and DB connectors
Your data lives everywhere S3 buckets, Azure Blob, SharePoint, OneDrive, internal databases. elsai connects to all of it natively, without moving or copying your data. Business teams can query it in plain English. Engineering teams get secure, token-managed connections with zero data egress. One integration layer. Every data source. No compromise on security.
elsai-cloud-connectors
elsai-db-connectors
AWS
Azure
SharePoint
View docs
Discover →
Platform services
NLI and speech services
Let your agents understand what people actually mean not just what they literally say. elsai's NLI layer classifies intent and extracts key entities from any input, so agents respond to the purpose behind a request. Add voice with Whisper-powered speech-to-text and your workflows become accessible to anyone, through any channel, in any format.
elsai-nli
Whisper
STT
Intent classification
View docs
Discover →
Platform services
NLI and speech services
Let your agents understand what people actually mean not just what they literally say. elsai's NLI layer classifies intent and extracts key entities from any input, so agents respond to the purpose behind a request. Add voice with Whisper-powered speech-to-text and your workflows become accessible to anyone, through any channel, in any format.
elsai-nli
Whisper
STT
Intent classification
View docs
Discover →
Memory management
Agent memory
An agent that forgets every conversation is not an agent it is a chatbot. elsai gives your agents persistent, structured memory so they carry context from one session to the next, just like a human team member would. Whether it is a customer's history, a workflow's prior decisions, or an ongoing task your agents remember, adapt, and deliver continuity at scale.
elsai-chat-history
Session memory
Multi-backend
View docs
Discover →
Memory management
Agent memory
An agent that forgets every conversation is not an agent it is a chatbot. elsai gives your agents persistent, structured memory so they carry context from one session to the next, just like a human team member would. Whether it is a customer's history, a workflow's prior decisions, or an ongoing task your agents remember, adapt, and deliver continuity at scale.
elsai-chat-history
Session memory
Multi-backend
View docs
Discover →
Embed AI agents into your existing systems
Seamlessly integrate AI agents into your current platforms to elevate capabilities, optimize workflows, and accelerate innovation.
Embed AI agents into your existing systems
Seamlessly integrate AI agents into your current platforms to elevate capabilities, optimize workflows, and accelerate innovation.
Why CTOs and COOs choose elsai foundry?
Why CTOs and COOs choose elsai foundry?
Single platform, not a toolkit zoo
One place to orchestrate, secure, and observe agents across business units and regions.
Single platform, not a toolkit zoo
One place to orchestrate, secure, and observe agents across business units and regions.
Built for regulated, complex workflows
Guardrails and observability are tuned for highstakes environments where every decision must be explainable.
Built for regulated, complex workflows
Guardrails and observability are tuned for highstakes environments where every decision must be explainable.
Future proof AI layer
Swap models, add tools, or expand to new use cases without rearchitecting the stack.
Future proof AI layer
Swap models, add tools, or expand to new use cases without rearchitecting the stack.
Operations first design
Versioning, audit trails, and metrics are firstclass, so agentic workflows can pass the same scrutiny as any core system.
Operations first design
Versioning, audit trails, and metrics are firstclass, so agentic workflows can pass the same scrutiny as any core system.
elsai foundry where enterprise agents are made.
Where GenAI stops being a project and starts being infrastructure
elsai foundry where enterprise agents are made.
Where GenAI stops being a project and starts being infrastructure
Co-innovate with us →
Co-innovate with us →
elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.






























