How AI agents differ from chatbots
| Aspect | Chatbot | AI agent |
|---|---|---|
| Main job | Answers questions | Completes tasks towards a goal |
| Data sources | The model itself or fixed Q&A | Enterprise knowledge bases and system data |
| Can it use tools? | Usually not | Can call external tools and systems |
| Steps | One question, one answer | Can break work into multiple steps |
| Governance needs | Lower | Requires permissions, tool approval and activity logs |
What an AI agent platform usually includes
- Model layer: large language models that can be selected and swapped, on-premises or in the cloud.
- Knowledge base: imports enterprise documents so the AI can cite sources in its answers.
- Tool and system integration: lets agents query or operate systems such as ERP and CRM.
- Agent builder: create dedicated agents through configuration or no-code tools.
- Governance: permissions, tool approval, activity logs and usage limits.
When does an enterprise need an AI agent platform?
When an enterprise wants more than individual employees chatting with AI, and wants AI to handle work that follows a set process, needs enterprise data and affects business outcomes, such as audit preparation, document comparison or taking repair requests, it needs a platform that manages data permissions, tools and logs in one place.
How NOVARK helps
NOVARK is an enterprise AI agent platform. Every account includes standard capabilities such as AI Chat, Knowledge Base and MyAgent (for configuring dedicated agents with no code). It also offers six themed applications: ISO management system and audit, Intelligent document management, Intelligent inspection, Intelligent finance, Intelligent customer service and Intelligent war room, all of which share one AI governance standard.
NOVARK Audit
NOVARK Service
NOVARK CommandFAQ
How is an AI agent different from RPA?
RPA executes repetitive steps according to fixed rules and suits work with fixed formats. AI agents can understand meaning, handle unstructured documents and conversations, and decide the next step based on the situation, which is also why they need more governance such as permissions and logging.
Where should we start when adopting an AI agent platform?
Start with a scenario that has a clear process, accessible data and measurable results, such as audit preparation or document comparison. Validate it with a PoC, then expand.
This article is general guidance. Adapt the approach to your organisation's size, industry regulations and data. NOVARK is an enterprise AI agent platform.