Build AI Agents with Elasticsearch as Your Knowledge Base

Transform your data from a passive resource into an active, conversational partner. Create specialized AI agents that understand, plan, execute, and synthesize insights from your business data.

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100+
AI Agents Deployed
95%
Query Accuracy
10x
Faster Insights
24/7
Intelligent Support

Why Build AI Agents with Elasticsearch/OpenSearch?

Combine the power of large language models with the advanced search and analytics capabilities of Elasticsearch or OpenSearch to create AI agents that truly understand your business.

Conversational Data Interaction

Transform your passive data into active, conversational partners. Enable natural language interactions with complex business data and analytics.

Intelligent Query Understanding

Leverage hybrid search and semantic understanding to interpret user intent accurately, combining vector search with traditional queries.

Safe AI with Guardrails

Implement parameterized queries and controlled access patterns to ensure AI agents interact safely with your proprietary data sources.

Domain-Specific Expertise

Build specialized agents for finance, cybersecurity, SRE, marketing, or any business domain with custom tools and instructions.

Comprehensive AI Agent Development Services

End-to-end services from architecture design to production deployment, ensuring your AI agents deliver real business value.

Agent Architecture & Design

  • Custom AI agent architecture design
  • Tool and capability definition
  • Persona and instruction engineering
  • Multi-agent orchestration patterns
  • Understand-Plan-Execute-Synthesize workflow
  • Knowledge base integration strategy

Elasticsearch/OpenSearch Integration

  • ES|QL query optimization for agent tools
  • Vector search and semantic retrieval
  • Hybrid search implementation
  • Cross-index data correlation (LOOKUP JOIN)
  • Parameterized query templates
  • Real-time data pipeline integration

Agent Development & Implementation

  • LLM integration and fine-tuning
  • Custom tool development
  • Agent testing and evaluation frameworks
  • Conversational flow design
  • Context management and memory
  • API and system integration

Security & Production Readiness

  • AI safety and guardrail implementation
  • Access control and data governance
  • Monitoring and observability
  • Performance optimization
  • Error handling and fallback strategies
  • Continuous learning and improvement

Real-World AI Agent Applications

From financial analysis to cybersecurity, we build domain-specific AI agents that transform how businesses interact with data.

Financial Analysis Agent

Build agents that analyze market data, perform trend analysis, and provide investment insights through natural language queries.

Cybersecurity Threat Hunter

Create specialized agents that hunt for threats, correlate security events, and provide actionable intelligence from security logs.

Site Reliability Assistant

Deploy SRE agents that monitor systems, analyze incidents, and provide troubleshooting recommendations from operational data.

Marketing Intelligence Agent

Develop agents that optimize campaigns, analyze customer behavior, and provide strategic recommendations from marketing data.

Our AI Agent Development Process

A proven methodology for building production-ready AI agents that deliver measurable business outcomes.

1

Define & Design

We analyze your business domain, data sources, and use cases to design the optimal agent architecture. This includes defining tools, capabilities, and the agent's persona with detailed instructions.

2

Build Knowledge Base

Configure Elasticsearch or OpenSearch with optimized indices, vector search capabilities, and ES|QL queries. Implement parameterized query templates and cross-index correlation for comprehensive data access.

3

Develop & Train

Integrate LLMs, build custom tools with natural language descriptions, and implement the agent's workflow. We ensure proper safety guardrails and controlled access to your data sources.

4

Deploy & Optimize

Launch your AI agent with comprehensive monitoring, evaluation frameworks, and continuous optimization. We provide ongoing support to ensure your agent evolves with your business needs.

Built on Industry-Leading Platforms

We leverage the advanced capabilities of Elasticsearch and OpenSearch to power your AI agents.

Elasticsearch

OpenSearch

AWS OpenSearch

Elastic Cloud

Advanced Technical Capabilities

ES|QL with LOOKUP JOIN

Enable cross-index data correlation for comprehensive analysis, allowing agents to connect insights across multiple data sources.

Parameterized Queries

Implement AI guardrails with safe, controlled query templates that prevent unintended data access or modifications.

Hybrid Search

Combine vector search for semantic understanding with traditional keyword search for precise, context-aware retrieval.

Natural Language Tools

Create reusable tools with natural language descriptions, enabling agents to dynamically select the right capability.

Ready to Build Your AI Agent?

Transform your Elasticsearch or OpenSearch deployment into an intelligent, conversational system. Let's create an AI agent that understands your business domain and delivers actionable insights.