docs: Add unlisted chatbot capabilities page (Phase 1-2)

site/guide/chatbot-capabilities.qmd

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+---
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+title: "Chatbot capabilities"
+date: last-modified
+search: false
+---
+
+The {{< var vm.product >}} in-app assistant helps you navigate the platform and find answers to product questions. This page describes what the assistant can and cannot do.
+
+## Current capabilities
+
+The in-app assistant provides context-aware assistance, understanding where you are in the platform and tailoring responses accordingly.
+
+### What the assistant can do
+
+- Answer questions grounded in **published {{< var vm.product >}} documentation**
+- Understand **where you are** in the platform and tailor responses to your current context
+- Provide **permission-aware** guidance based on your role
+- Help you understand platform features and workflows
+- Respond to follow-up questions within a conversation
+- Offer guidance for the specific page or feature you're viewing
+
+### What the assistant cannot do
+
+- Execute actions in the platform on your behalf
+- Make changes to your organization's data
+- Access data you don't have permission to view
+- Guarantee accurate answers for topics outside indexed documentation
+- Replace compliance judgment or regulatory expertise
+
+## Important limitations
+
+Keep these limitations in mind when using the assistant:
+
+- **Hallucination risk** — AI-generated responses may occasionally contain inaccuracies. Verify critical information before acting on it.
+- **Documentation lag** — The assistant's knowledge is based on published documentation, which may not reflect the latest release features. Check [release notes](/releases/all-releases.qmd) for recent changes.
+- **Not a compliance substitute** — The assistant provides guidance but cannot replace professional compliance judgment or regulatory expertise.
+- **Limited live query scope** — When querying your organization's data, the assistant can currently access model inventory and artifacts only. Questions about workflows, analytics, or other platform areas are not yet supported.
+
+## In-app assistant vs. MCP
+
+{{< var vm.product >}} offers two AI-powered interfaces:
+
+| Feature | In-app assistant | MCP integration |
+|---------|------------------|-----------------|
+| Access method | Floating chat window in platform | AI assistants (Cursor, Claude Code) |
+| Primary use | Product help and guidance | Model inventory management |
+| Data access | Documentation + your current context | Your models, artifacts, templates |
+| Actions | Read-only guidance | Create, read, update operations |
+
+The in-app assistant (described on this page) is focused on helping you use the platform. For programmatic access to your model inventory, refer to [Connect AI assistants via MCP](/guide/mcp/connect-ai-assistants-via-mcp.qmd).
+
+## Get help
+
+If the assistant cannot answer your question or you need additional support:
+
+- Browse the [documentation](/guide/guides.qmd) for detailed guides
+- Check the [FAQ](/faq/faq.qmd) for common questions
+- Contact [{{< var support.email >}}](mailto:{{< var support.email >}}) for direct assistance