Enterprise AI Governed LLM Infrastructure

Build Beyond the Limits of Traditional AI. Unlock a New Operating Model for Work.

ESAA turns foundational LLMs into secure, context-aware digital coworkers and autonomous agents connected to SAP, ServiceNow, Salesforce, Jira, Google Drive and communication channels, with cited, permission-aware answers inside a governed security boundary.

Explore capabilities ↓
ESAA Enterprise Work AI
Slack Slack
Google Drive Google Drive
Jira Jira
Confluence Confluence
SharePoint SharePoint
GitHub GitHub
Salesforce Salesforce
50+ Connectors
SAP S/4HANA ServiceNow Salesforce Jira Software Confluence Google Drive Slack GitHub Enterprise Microsoft Teams SharePoint Notion Zendesk GitLab Asana Linear HubSpot SAP S/4HANA ServiceNow Salesforce Jira Software Confluence Google Drive Slack GitHub Enterprise Microsoft Teams SharePoint Notion Zendesk GitLab Asana Linear HubSpot
ESAA
Autonomous Execution

Enterprise intelligence without boundaries.

Unite your knowledge base, internal APIs, and autonomous reasoning into one unified workflow engine trusted by enterprise organizations.

Explore 50+ connectors →

Knowledge is scattered.
Answers are unreliable.
ESAA is built for enterprise scale.

50+ Connectors

Connect ERP, cloud storage, chat, wikis, code, and CRM tools. Content is indexed continuously and respects each source's permissions.

Explore all connectors →
01 / ARCHITECTURE

Context

Connects directly to internal tools, enterprise systems, and communication channels without creating unmanageable data silos.

02 / RETRIEVAL

Intelligence

Dense vector + BM25 keyword hybrid search with cross-encoder re-ranking and inline citations for verified precision.

03 / GOVERNANCE

Permissions

Document-level ACL mirroring and Enterprise SSO ensure users only see content they are explicitly authorized to view.

04 / AUTOMATION

Efficiency

Built-in actions with SAP, ServiceNow, and MCP support turn static answers into autonomous multi-step execution.

01 Better answers
→
02 Stronger security
→
03 Faster work
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The Enterprise AI Advantage

Transforming unstructured enterprise knowledge into verified, actionable execution.

Stop toggling across 20 browser tabs. ESAA brings your ERP records, engineering wikis, Slack messages, and cloud documents into one coherent workspace.

Engineered for production scale

Rigorous architectural benchmarks tested against high-concurrency enterprise workloads.

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Connectors
Pre-built integrations across ERP, CRMs, document stores, and team chats.
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Pillars
Comprehensive unified platform architecture from ingestion to omnichannel bots.
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Model Providers
Model-agnostic: OpenAI, Claude, Gemini, Bedrock, Azure, or private Ollama/vLLM.
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SCIM Protocol
Automated user provisioning, deprovisioning, and enterprise group sync.
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Search Connectors
Built-in live web search providers including Google PSE, Brave, Serper & Exa.
<0GB
Lite Mode RAM
Ultra-efficient runtime profile for edge containers and sovereign air-gapped instances.
ENTERPRISE READY

Security & Governance

Built for teams that cannot compromise on data control.

Deploy on Kubernetes or Docker in your own AWS, Azure, or GCP account. Run on-premise or fully air-gapped with a local model, and use Lite Mode (under 1GB RAM) for edge sites.

Pillar 1 & 2

Unified Enterprise Knowledge & Agentic RAG

  • Hybrid Dense + Sparse Indexing
    Combines vector embeddings with BM25 keyword matching for exact part numbers, SKUs, and jargon.
  • Cross-Encoder Re-Ranking
    Dynamically scores candidate passages so LLMs receive the most accurate semantic context.
  • Document Sets & Inline Citations
    Group knowledge by department; every generated answer links directly back to verified source files.
Live RAG Query
"Locate the latest enterprise compliance policy across Confluence and Google Drive, then highlight data retention obligations."
Dashboard preview

Live Enterprise Dashboards

Unified observability, SAP sales operations, IT service desk resolution metrics, and ingestion throughput.

Platform Overview Healthy

Cluster & Index Health

Production cluster health, storage load, and continuous connector status.

Cluster Uptime 99.98%
Indexed Chunks 2.4M
Total Storage 1.8 TB
Connector Health 52 / 52 Active
SAP Operational Live Sync

S/4HANA Sales Orders

Real-time order statuses, net value execution, and fulfillment channels.

Order Status 98.2% Auto-Processed
Net Values Tracked $14.2M
Active Channels Direct & EDI
Partner Accounts 412 Verified
ServiceNow ITSM Resolving

Incident Triage & KB Health

State breakdown by priority, knowledge article coverage, and AI ticket resolutions.

P1 / P2 Incidents 0 Open (P1) • 4 (P2)
P3 Incidents 28 In Progress
KB Article Health 98.4% Accuracy
Resolved via AI 1,420 Tickets
File Ingestion Processing

Document Parsing Engine

Throughput across enterprise formats, parsing latency, and storage volume.

Supported Formats PDF • DOCX • CSV • TXT
Avg Processing Time 180ms / doc
Daily Ingest Volume 240 GB / day
Storage Load Normal (34% cap)
Model Independence

Supported AI Models & Encoders

Zero vendor lock-in. Route seamlessly across leading commercial APIs, private self-hosted engines, high-performance embeddings, and rerankers.

Frontier LLMs

Commercial Providers

Direct native integrations with leading commercial model gateways.

OpenAI (GPT-4o, GPT-4o-mini, o1, o3-mini) Anthropic Claude Google Gemini Azure OpenAI AWS Bedrock
Air-Gapped & Private

Local & Self-Hosted

Run on sovereign private infrastructure with zero external data egress.

Ollama LiteLLM Proxy vLLM LocalAI
Semantic Indexing

Embedding Models

High-precision vectorization for multi-language enterprise documents.

Voyage AI Cohere Embed OpenAI text-embedding Hugging Face Transformers
Context Precision

Cross-Encoder Rerankers

Second-stage scoring to ensure top passages are passed into model context.

Cohere Rerank Mixedbread BAAI BGE

8 Pillars of Enterprise AI

An end-to-end foundation engineered for security, modularity, and enterprise reliability.

The platform continuously indexes and syncs organizational data with automated incremental polling and webhook triggers across ERP (SAP, ServiceNow, Salesforce), Cloud Storage (Drive, SharePoint, S3), and Team Chat.
SAP S/4HANA ServiceNow Confluence Federated Live Search
Dense vector + BM25 keyword matching, cross-encoder re-ranking, curated document sets, inline source citations, and direct file analysis supporting PDFs, Excel, CSVs, and Word documents.
Dense Vectors BM25 Retrieval Cross-Encoder Inline Citations
Tailored personas with custom system prompts, temperature controls, tool permissions, and scoped document sets. Publish agents globally, restrict by user group, or keep private.
IT Support Agent ERP Sales Agent Role-Based Sharing Starter Prompts
Multi-step iterative research agent that breaks complex user queries into sub-questions, synthesizes findings across internal repositories and external web searches, and outputs comprehensive analytical reports.
Sub-query Generation Web Synthesis Executive Reports
Direct creation of SAP Sales Orders, ServiceNow incident lookup/resolution, Model Context Protocol (MCP) server support, OpenAPI/Swagger import, sandboxed Python code execution, voice STT/TTS, and artifacts generation.
SAP OData ServiceNow Incidents Model Context Protocol Python Sandbox
A development environment where AI agents write, test, and render interactive tools, web apps, and scripts in isolated containers with live preview.
Agentic Sandbox Live Preview Isolated Containers Interactive Tools
Enterprise SSO (SAML 2.0, Okta, Microsoft Entra ID), SCIM 2.0 user provisioning, document-level ACL mirroring, granular RBAC, audit logging, PII guardrails, OpenTelemetry/Langfuse tracing, and Evals CLI.
SAML 2.0 / SCIM 2.0 ACL Mirroring Audit Trail Evals CLI
Slack and Discord bots, complete white-labeling (custom product name, logo, color themes, favicon, welcome screens), deployment on Kubernetes/Docker/AWS/GCP/Azure, and Lite mode under 1GB RAM.
Slack & Discord Bots White-labeling Private Cloud <1GB Lite Mode
EXECUTION ENGINE

Enterprise Actions & Tools

Move beyond passive conversation. ESAA executes deterministic write and update operations straight into critical operational software.

01 / 08
ESAA

Engineered for sovereign control, high precision, and frontier evals.

Autonomous Deep Research Multi-step synthesis →
Craft / Build Mode (Agentic Sandbox) Live sandbox container →
Model Evaluations CLI Recall & latency benchmark →
Example scenario

From knowledge to action in one continuous thread.

When an operational discrepancy occurs, ESAA doesn't just surface the PDF policy—it formulates a multi-step execution plan, verifies system parameters, and executes the resolution across your IT service mesh.

Autonomous Plan: Example: Incident 0 of 3 completed
Execution status Standby
  • ✓
    Fetch SAP Q3 ledger and cross-reference Jira ticket
  • ✓
    Run anomaly verification against policy doc
  • ✓
    Push remediation to ServiceNow & notify on Slack
Guides & Research

Enterprise AI Engineering Notes

Whitepaper Coming soon

Hybrid RAG at Enterprise Scale

Read whitepaper (Coming soon)
Architecture Guide Coming soon

Zero-Trust Document ACL Mirroring

View guide (Coming soon)
Benchmark Coming soon

Evals CLI & Frontier Model Comparison

Review benchmark (Coming soon)
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