Trace Every Prompt, Tool Call, and Response
The new Traces dashboard brings every LLM session into one place. See the user, model, topics, and tokens for each, then open any session to trace every prompt, tool call, and response.

AI Observability
LLM observability
See prompts, users, services, token usage, and activity timelines in one view. Atlas captures every LLM interaction for monitoring and investigation.

AI Observability
Conversation Insights
Classify the topics queried in each LLM session automatically in the Traces dashboard. Spot patterns and risky prompts without reading full transcripts.

AI Guardrails
Compliance guardrail presets
Pick a compliance framework and Akto auto-configures the guardrail policies that map to it. GDPR, HIPAA, EU AI Act, OWASP, and NIST AI, ready without manual setup.

AI Guardrails
Browser LLM targeting
Choose exactly which browser LLMs to govern. Enforce guardrail policy on the specific in-browser LLMs/AI tools your employees use.

AI Guardrails
Compliance framework mapping
Map every guardrail activity to the regulatory frameworks each guardrail violation affects, so you know which standards a detection impacts as it happens.

AI Guardrails
Guardrail policy scope
See how many MCP servers and agent servers a policy touches before you deploy it. Apply to All now shows the full scope up front.

AI Guardrails
Policy targeting by team and role
Scope guardrail policies to specific teams and user roles. Apply stricter controls exactly where the blast radius is highest.

AI Guardrails
Host and path blocking
Block agent outbound traffic to specific domains and API paths before requests reach the target. Cut off exfiltration routes at the policy layer.

AI Guardrails
Default denied topics
Enforce Akto's default denied topics instantly, or define your own. Block off-limits conversations without building policies from scratch.

Platform
New agentic assets layout
Browse AI agents, MCP servers, LLMs, skills, and endpoints in the New Layout beta. Richer asset context and faster navigation in one workflow

AI Guardrails
Guardrails as a standalone API
Call Akto guardrails over a standalone HTTP API from any AI agent. No SDKs, no proxies, and no framework-specific integrations required.

AI Guardrails
Compliance guardrail presets
Pick a compliance framework and Akto auto-configures the guardrail policies that map to it. GDPR, HIPAA, EU AI Act, OWASP, and NIST AI, ready without manual setup.

AI Guardrails
Host and path blocking
Block agent outbound traffic to specific domains and API paths before requests reach the target. Cut off exfiltration routes at the policy layer.

AI Guardrails
Guardrail policy scope
See how many MCP servers and agent servers a policy touches before you deploy it. Apply to All now shows the full scope up front.

AI Guardrails
Default denied topics
Enforce Akto's default denied topics instantly, or define your own. Block off-limits conversations without building policies from scratch.

AI Guardrails
Compliance framework mapping
Map every guardrail activity to the regulatory frameworks each violation affects, so you know which standards a detection impacts as it happens.

AI Red Teaming
Probe Copilot Studio agents
Red team enterprise Microsoft Copilot Studio deployments directly in Akto. Argus uses your configured OAuth credentials to run adversarial probes against live agents.

AI Red Teaming
Scan by attack technique and strategy
Run scans by specific attack technique and attack strategy. Target probes at the methodologies and scanning approaches that fit your threat model.

AI Red Teaming
Scan run status
Read whether each scan finished, failed, or stopped, and why, right in the results. Find problems fast instead of digging through logs.

Integrations
Dify connector
Route Dify LLM traffic through Akto guardrails from the Connectors page. Argus applies your policies and moderates content on every Dify call.