AgenticAnts Docs
Welcome to the AgenticAnts Documentation - your comprehensive guide to building, deploying, and managing AI agents at scale.
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What is AgenticAnts?
AgenticAnts is a comprehensive AI Governance Platform (AIGP) delivering agentic observability (LLMOps) for the enterprise agentic workforce, with built-in security and regulatory compliance. A built-in Discovery & Visibility Platform inventories agents, models, tools, services, and data lineages, while LLMOps serves as the foundation — powering AI Governance with integrated AI Cost and AI Resilient capabilities to give you complete control over your agentic workforce.
Ants Platform Overview
LLMOps Framework
Built on a robust LLMOps foundation, the Ants Platform enables the rapid development and deployment of advanced AI use cases through three core capabilities:
Observability in LLM Applications
Observability is essential for understanding and debugging LLM applications. Unlike traditional software, LLM applications involve complex, non-deterministic interactions that can be challenging to monitor and debug. AgenticAnts provides comprehensive tracing capabilities that help you understand exactly what's happening in your application.
- Traces include all LLM and non-LLM calls, including retrieval, embedding, API calls, and more.
- Support for tracking multi-turn conversations as sessions and user tracking.
- Capture traces via our native SDKs for Python/JS, 50+ library/framework integrations, OpenTelemetry, or via an LLM Gateway such as LiteLLM.
- Based on OpenTelemetry to increase compatibility and reduce vendor lock-in.
Prompt Management
Prompt Management is critical in building effective LLM applications. AgenticAnts provides tools to help you manage, version, and optimize your prompts throughout the development lifecycle.
- Manage, version, and optimize your prompts throughout the development lifecycle
- Test prompts interactively in the LLM Playground
- Run Experiments against datasets to test new prompt versions directly within Ants Platform
Evaluation
Evaluation is crucial for ensuring the quality and reliability of your LLM applications. AgenticAnts provides flexible evaluation tools that adapt to your specific needs, whether you're testing in development or monitoring production performance.
- Get started with different evaluation methods: LLM-as-a-judge, user feedback, manual labeling, or custom
- Identify issues early by running evaluations on production traces
- Create and manage Datasets for systematic testing in development that ensure your application performs reliably across different scenarios
- Run Experiments to systematically test your LLM application
Explore the complete LLMOps Framework →
AI Governance
AI Governance is the central pillar of AIGP, providing end-to-end governance, compliance, and risk management for enterprise AI systems. It ensures every AI agent, model, and workflow operates within policy, regulatory, and ethical boundaries — with continuous drift detection, automated evidence collection, and audit-ready compliance reporting.
- AI Policies — Define and enforce policies for data classification, model approval, token quotas, and output guardrails across all agents
- AI Compliance & Evidence Collection — Generate comprehensive BOM reports for EU AI Act, CA AI Act, NIST AI RMF, ISO/IEC 42001, detailing every agent's lifecycle including creation date, ownership, data access scope, transaction volumes, activity status, and open CVEs
- Active Drift Detection — Continuously monitor agents for behavioral, policy, performance, and data drift with automated quarantine and kill switch controls
- PII Detection & Protection — Automatically detect and redact sensitive data in inputs, outputs, and training data
- Incident Response — Automated escalation workflows integrated with ServiceNow and PagerDuty
AI Governance also encompasses AI Cost and AI Resilient as integral sub-sections:
- AI Cost — Financial visibility, token monitoring, budget management, and ROI analytics
- AI Resilient — Performance monitoring, SLO management, and availability tracking
Learn more about AI Governance →
Popular Integrations
AgenticAnts integrates seamlessly with your existing AI stack:
Available Now:
- SDKs: JavaScript/TypeScript, Python, OpenTelemetry
- DevOps Tools: JIRA, Slack
- Incident Response: ServiceNow, PagerDuty
Coming Soon:
- AI Frameworks: LangChain, LlamaIndex, Semantic Kernel, AutoGen, Haystack
- No-Code Tools: Flowise, Langflow, Dify.AI, n8n, LobeChat
- AI Gateways: OpenRouter, LiteLLM Proxy
Support & Community
- Documentation: You're here! Browse the docs for detailed guides.
- Discord Community: Join our Discord (opens in a new tab) for support and discussions.
- GitHub: Report issues (opens in a new tab) and contribute.
- Email Support: sales@agenticants.ai for enterprise support.