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trail

trail-ml.com

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Spec score 7.6 #23 of 56 in AI governance tools

Spec sheet

Product
Trail provides AI governance and GRC tools that automate compliance work for AI systems and software.Read 8 Oct 2026 · trail-ml.com
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.Read 8 Oct 2026 · trail-ml.com
Deployment
Trail lists SaaS, on-premises, and BYOC deployment options, including AWS, Azure, and Google Cloud.Read 8 Oct 2026 · trail-ml.com
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.Read 8 Oct 2026 · trail-ml.com
Integrations
Listed integrations include Confluence, SharePoint, Jira, Notion, ServiceNow, GitHub, GitLab, Bitbucket, Collibra, OneTrust, Databricks, MLflow, HuggingFace, AWS, Microsoft Azure, and Google Cloud.Read 8 Oct 2026 · trail-ml.com
Security
Trail states that it is certified under ISO 27001 and ISO 42001 and lists EU data centers, SSO, 2FA, role-based access control, and audit logging.Read 8 Oct 2026 · trail-ml.com
Support
Trail offers implementation and onboarding, access to AI governance experts, and partner support.Read 8 Oct 2026 · trail-ml.com
Headquarters
Munich, GermanyRead 28 Sep 2026 · trail-ml.com
Acquisition
Trail’s announcement says Collibra acquired trail ML in October 2026.Read 8 Oct 2026 · trail-ml.com
AI governance
Trail provides an AI governance platform for tracking AI assets, managing risks, and automating compliance and documentation.Read 8 Oct 2026 · trail-ml.com
AI inventory
The platform maintains a centralized registry of AI use cases, systems, agents, and models.Read 8 Oct 2026 · trail-ml.com
Asset inventory
The platform provides a centralized registry for AI use cases, systems, agents, and models, with classification and reporting.Read 8 Oct 2026 · trail-ml.com
Automation
AI analyzes connected sources and documents to assess control effectiveness and gather evidence.Read 8 Oct 2026 · trail-ml.com
Company update
Trail ML announced that Collibra acquired it on October 5, 2026.Read 8 Oct 2026 · trail-ml.com
Compliance workflows
Users can apply or customize frameworks and controls, with prebuilt templates for the EU AI Act and ISO 42001.Read 8 Oct 2026 · trail-ml.com
Custom integrations
Custom integrations are available through a GraphQL API, and the product page also describes API and Python package access.Read 8 Oct 2026 · trail-ml.com
Frameworks
Trail offers templates and workflows for requirements such as the EU AI Act and ISO 42001, and lets organizations customize frameworks.Read 8 Oct 2026 · trail-ml.com
GRC agents
Trail’s governance agents automate tasks such as control assessments, policy drafting, risk assessments, and evidence collection.Read 8 Oct 2026 · trail-ml.com
Human review
Trail says agent outputs require human approval before changes are committed to connected systems, with changes recorded in an audit history.Read 8 Oct 2026 · trail-ml.com
Risk management
Trail includes a curated library of over 170 AI risks, including risks from MIT, NIST, OWASP, and BSI.Read 8 Oct 2026 · trail-ml.com

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