trail

Overview

trail is ranked #11 of 56 in AI governance software on Specifiction. It runs on API, Self-hosted, Web. There is no free plan. A free trial is offered.

Compared on AI governance software

Free plan

Notrail-ml.com

AI system inventory

Yestrail-ml.com

Risk assessments

Yestrail-ml.com

Policy and controls

Yestrail-ml.com

Compliance frameworks

EU AI Act, ISO/IEC 42001, NIST AI RMFtrail-ml.com

Deployment options

hybridtrail-ml.com

Listed integrations

Databricks, MLflow, Langfuse, Git, Atlassian Suite, OneTrust, Collibra, ServiceNow, SAP LeanIX, Confluence, Jira, GitHub, GitLab, SharePoint, Notion, Hugging Face, ZenML, n8ntrail-ml.com

Facts

Product

Trail provides AI governance and GRC tools that automate compliance work for AI systems and software.trail-ml.com · 8 Oct 2026

AI inventory

The platform maintains a centralized registry of AI use cases, systems, agents, and models.trail-ml.com · 8 Oct 2026

Risk management

Trail includes a curated library of over 170 AI risks, including risks from MIT, NIST, OWASP, and BSI.trail-ml.com · 8 Oct 2026

Compliance workflows

Users can apply or customize frameworks and controls, with prebuilt templates for the EU AI Act and ISO 42001.trail-ml.com · 8 Oct 2026

Automation

AI analyzes connected sources and documents to assess control effectiveness and gather evidence.trail-ml.com · 8 Oct 2026

Human review

Trail’s Copy-on-Write approach holds changes for human approval before writing them to connected systems.trail-ml.com · 8 Oct 2026

Integrations

The site lists OneTrust, Collibra, ServiceNow, SAP LeanIX, Confluence, Jira, GitHub, GitLab, SharePoint, Notion, Databricks, MLflow, Hugging Face, ZenML, and n8n among its integrations.trail-ml.com · 8 Oct 2026

Custom integrations

Custom integrations are available through a GraphQL API, and the product page also describes API and Python package access.trail-ml.com · 8 Oct 2026

Deployment

Trail offers SaaS hosted in EU data centres, on-premises deployment, and BYOC on AWS, Azure, or GCP.trail-ml.com · 8 Oct 2026

Security

The company says it complies with GDPR and holds ISO/IEC 27001 and ISO/IEC 42001 certifications.trail-ml.com · 8 Oct 2026

Support

Trail offers implementation and onboarding, access to AI governance experts, and partner support.trail-ml.com · 8 Oct 2026

Trial

The FAQ says Trail offers a time-limited test account and may run structured proof-of-concept programs; it does not specify a trial duration.trail-ml.com · 8 Oct 2026

Intended users

The product is designed for organizations building or using AI, with regulated enterprises, risk and compliance teams, and AI teams identified as likely users.trail-ml.com · 8 Oct 2026

Company update

Trail ML announced that Collibra acquired it on October 5, 2026.trail-ml.com · 8 Oct 2026

AI governance

Trail provides an AI governance platform for tracking AI assets, managing risks, and automating compliance and documentation.trail-ml.com · 8 Oct 2026

Asset inventory

The platform provides a centralized registry for AI use cases, systems, agents, and models, with classification and reporting.trail-ml.com · 8 Oct 2026

Frameworks

Trail offers templates and workflows for requirements such as the EU AI Act and ISO 42001, and lets organizations customize frameworks.trail-ml.com · 8 Oct 2026

GRC agents

Trail’s governance agents automate tasks such as control assessments, policy drafting, risk assessments, and evidence collection.trail-ml.com · 8 Oct 2026

Acquisition

Trail’s announcement says Collibra acquired trail ML in October 2026.trail-ml.com · 8 Oct 2026

Company

Headquarters

Munich, Germanytrail-ml.com · 28 Sept 2026

Where it ranks on Specifiction

• Best AI Governance Software in 2026#11 of 56

Sources

• trail-ml.com· checked 8 Oct 2026
• trail-ml.com/ai-governance· checked 8 Oct 2026
• trail-ml.com/blog/collibra-acquires-trail-ml-to-auto· checked 8 Oct 2026
• trail-ml.com/agents· checked 8 Oct 2026