Adeptiv AI wins for teams whose primary concern is AI governance, compliance automation, and model monitoring. Collibra wins for organizations that need unified data and AI governance with data cataloging, lineage, and stewardship capabilities.
| Feature | Adeptiv AI | Collibra |
|---|---|---|
| AI Governance Depth | Purpose-built for AI governance with 30+ regulation mappings | AI governance as extension of data governance platform |
| Data Cataloging | Not available | Full data catalog with lineage, glossary, and stewardship |
| Compliance Automation | Auto-suggests controls and evidence per regulation | Policy-based compliance workflows requiring manual configuration |
| Ecosystem Breadth | Focused integration set (Snowflake, Databricks, MLflow, S3, Okta) | Broader platform covering data quality, lineage, and governance workflows with 100+ connectors |
| Deployment Flexibility | SaaS, private cloud, and on-premises options | Cloud-hosted only (Collibra Cloud) |
| Feature | Adeptiv AI | Collibra |
|---|---|---|
| Core Capabilities | ||
| AI Inventory Discovery | Automatic discovery across organization | Manual registration via data catalog |
| Data Cataloging | ❌ | Full catalog with search, lineage, glossary |
| Compliance Mapping | Auto-maps to 30+ regulations (EU AI Act, ISO 42001, NIST) | Policy-based compliance workflows |
| Risk Scoring | Auto-detect risk levels with contextual guidance | Manual risk assessment via governance workflows |
| Real-Time Monitoring | Production drift, bias, and performance monitoring | Data quality monitoring (not AI-model-specific) |
| Integration & Deployment | ||
| Deployment Options | SaaS, private cloud, on-premises | Cloud-hosted (Collibra Cloud) |
| Data Platform Integration | Snowflake, Databricks, MLflow, S3 | Snowflake, Databricks, AWS, Azure, GCP, Tableau, dbt |
| Identity Provider | Okta integration | SAML/SSO support |
| API Access | REST API for enterprise integration | REST API with extensive documentation |
| Pricing & Plans | ||
| Free Trial | 30-day trial (1 user, 2 AI use cases) | No free trial available |
| Pricing Model | Tiered by user seats + AI use cases | Enterprise licensing (contact sales) |
AI Inventory Discovery
Data Cataloging
Compliance Mapping
Risk Scoring
Real-Time Monitoring
Deployment Options
Data Platform Integration
Identity Provider
API Access
Free Trial
Pricing Model
Adeptiv AI wins for teams whose primary concern is AI governance, compliance automation, and model monitoring. Collibra wins for organizations that need unified data and AI governance with data cataloging, lineage, and stewardship capabilities.
Choose Adeptiv AI if:
Choose Adeptiv AI if your top priority is AI-specific governance with automated compliance mapping to regulations like the EU AI Act and ISO 42001
Choose Collibra if:
Choose Collibra if you need a unified platform covering data cataloging, lineage, quality, and governance alongside AI oversight
Choose both if:
Consider using both if your organization has separate data governance and AI governance teams with distinct requirements
This verdict is based on general use cases. Your specific requirements, existing tech stack, and team expertise should guide your final decision.
Not directly. Adeptiv AI focuses specifically on AI governance — model inventory, compliance automation, risk scoring, and production monitoring. Collibra is a broader data governance platform that includes data cataloging, lineage tracking, and data quality management. Organizations with both data and AI governance needs may deploy both tools.
Adeptiv AI has deeper EU AI Act support with automatic risk classification and compliance mapping to 30+ regulations. Collibra can support compliance through policy workflows but requires more manual configuration for AI-specific regulations.
Yes. Adeptiv AI handles AI-specific governance (model lifecycle, risk, compliance) while Collibra manages broader data governance (catalog, lineage, quality). Both offer REST APIs for integration.
Adeptiv AI offers a 30-day free trial with 1 user seat, 2 AI use cases, and full feature access on SaaS at $0 cost. Collibra does not offer a self-service free trial; prospective buyers go through a sales-led demo and proof-of-concept process.