Decision comparison
Adeptiv AI vs Collibra
Adeptiv AI wins for teams whose primary concern is AI governance, compliance automation, and model monitoring. Its focused platform fits organizations needing automated AI discovery, risk assessment, evidence collection, and mappings to the EU AI Act, ISO 42001, and NIST AI RMF. Collibra wins for organizations that need unified data and AI governance with data cataloging, lineage, and stewardship capabilities. Its broader data-intelligence platform is better aligned to enterprise data products, semantic context, quality, governance workflows, and cross-platform collaboration.
Architecture choice. These take different approaches to the same problem. Read the table as a fit question rather than a feature race.
These are different kinds of product — AI Governance and Data Catalog.
Quick Comparison
| Decision factor | Adeptiv AI | Collibra |
|---|---|---|
| AI Governance Depth | Purpose-built for AI governance with 30+ regulation mappings, lifecycle approval checkpoints, a 12-pillar risk framework, vendor assessment, and runtime observability. | AI governance as extension of data governance platform, with a unified AI registry, semantic graph context, traceability, and governance workflows for models and use cases. |
| Data Cataloging | Not available; Adeptiv instead maintains AI, model, agent, vendor, and use-case inventories, including shadow AI discovery and governance metadata. | Full data catalog with lineage, glossary, and stewardship, using a semantic graph to connect raw data with business meaning and trusted context. |
| Compliance Automation | Auto-suggests controls and evidence per regulation, maps inventory to EU AI Act, ISO 42001, NIST AI RMF, and generates audit-ready evidence packs. | Policy-based compliance workflows requiring manual configuration, supported by automated governance workflows, risk reporting across data sources, and standardized decision processes. |
| Ecosystem Breadth | Focused integration set (Snowflake, Databricks, MLflow, S3, Okta), centered on discovering, governing, and monitoring enterprise AI systems rather than broad catalog coverage. | Broader platform covering data quality, lineage, and governance workflows with 100+ connectors, plus Collibra Everywhere integrations for Salesforce, Databricks, Tableau, and Slack. |
| Deployment Flexibility | SaaS, private cloud, and on-premises options; SaaS trial and Starter plans, plus tailored enterprise deployments for custom integrations and scale. | Cloud-hosted only (Collibra Cloud), providing enterprise-scale security, scalability, federated operating models, integrations, APIs, and governance capabilities for regulated organizations. |
| Pricing Model | Adeptiv AI offers tiered enterprise pricing based on user seats and AI use cases managed: - **30-Day Free Trial**: 1 user seat, 2 AI use cases, full feature access, SaaS deployment - **Starter**: Up to 10 users, up to 20 AI use cases, SaaS deployment — contact sales for pricing - **Private Cloud Enterprise**: Custom user count, custom AI use cases, private cloud deployment — contact sales for pricing - **On-Premises Enterprise**: Unlimited users, custom AI use cases, on-premises deployment — contact sales for pricing Annual prepayment discount: 15-20%. No setup fees for SaaS plans; implementation costs may apply for private cloud and on-premises deployments. | Contact for pricing |
Adeptiv AI
- AI Governance Depth:
- Purpose-built for AI governance with 30+ regulation mappings, lifecycle approval checkpoints, a 12-pillar risk framework, vendor assessment, and runtime observability.
- Data Cataloging:
- Not available; Adeptiv instead maintains AI, model, agent, vendor, and use-case inventories, including shadow AI discovery and governance metadata.
- Compliance Automation:
- Auto-suggests controls and evidence per regulation, maps inventory to EU AI Act, ISO 42001, NIST AI RMF, and generates audit-ready evidence packs.
- Ecosystem Breadth:
- Focused integration set (Snowflake, Databricks, MLflow, S3, Okta), centered on discovering, governing, and monitoring enterprise AI systems rather than broad catalog coverage.
- Deployment Flexibility:
- SaaS, private cloud, and on-premises options; SaaS trial and Starter plans, plus tailored enterprise deployments for custom integrations and scale.
- Pricing Model:
- Adeptiv AI offers tiered enterprise pricing based on user seats and AI use cases managed: - **30-Day Free Trial**: 1 user seat, 2 AI use cases, full feature access, SaaS deployment - **Starter**: Up to 10 users, up to 20 AI use cases, SaaS deployment — contact sales for pricing - **Private Cloud Enterprise**: Custom user count, custom AI use cases, private cloud deployment — contact sales for pricing - **On-Premises Enterprise**: Unlimited users, custom AI use cases, on-premises deployment — contact sales for pricing Annual prepayment discount: 15-20%. No setup fees for SaaS plans; implementation costs may apply for private cloud and on-premises deployments.
Collibra
- AI Governance Depth:
- AI governance as extension of data governance platform, with a unified AI registry, semantic graph context, traceability, and governance workflows for models and use cases.
- Data Cataloging:
- Full data catalog with lineage, glossary, and stewardship, using a semantic graph to connect raw data with business meaning and trusted context.
- Compliance Automation:
- Policy-based compliance workflows requiring manual configuration, supported by automated governance workflows, risk reporting across data sources, and standardized decision processes.
- Ecosystem Breadth:
- Broader platform covering data quality, lineage, and governance workflows with 100+ connectors, plus Collibra Everywhere integrations for Salesforce, Databricks, Tableau, and Slack.
- Deployment Flexibility:
- Cloud-hosted only (Collibra Cloud), providing enterprise-scale security, scalability, federated operating models, integrations, APIs, and governance capabilities for regulated organizations.
- Pricing Model:
- Contact for pricing
Public signals
Verified factual signals only. Bars appear only for like-for-like metrics with five weekly assessments for every tool; missing evidence stays explicit. These signals do not establish enterprise adoption, product quality, or total cost.
| Metric | Adeptiv AI | Collibra |
|---|---|---|
| Search interest(Market interest) | Unavailable | 0 |
| GitHub commits, 90d(Developer adoption) | Not available | 110 |
| GitHub stars(Developer adoption) | Not available | 36 |
| Hacker News mentions, 90d(Community interest) | Not available | 0 |
| Stack Overflow questions(Community interest) | Not available | 10 |
As of September 14, 2026 — updated weekly.
Interface Preview
Adeptiv AI
Feature Comparison
| Feature | Adeptiv AI | Collibra |
|---|---|---|
| Core Capabilities | ||
| AI Inventory Discovery | Automatic discovery across organization | Manual registration via data catalog |
| Data Cataloging | Not verified | 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) |
Core Capabilities
AI Inventory Discovery
Data Cataloging
Compliance Mapping
Risk Scoring
Real-Time Monitoring
Integration & Deployment
Deployment Options
Data Platform Integration
Identity Provider
API Access
Pricing & Plans
Free Trial
Pricing Model
Which approach fits
Adeptiv AI wins for teams whose primary concern is AI governance, compliance automation, and model monitoring. Its focused platform fits organizations needing automated AI discovery, risk assessment, evidence collection, and mappings to the EU AI Act, ISO 42001, and NIST AI RMF. Collibra wins for organizations that need unified data and AI governance with data cataloging, lineage, and stewardship capabilities. Its broader data-intelligence platform is better aligned to enterprise data products, semantic context, quality, governance workflows, and cross-platform collaboration.
When each approach fits
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. It is especially suitable when you need to discover shadow AI, enforce lifecycle approval gates, collect evidence automatically, and monitor production risks such as hallucinations, bias, PII exposure, and prompt attacks.
Choose Collibra if:
Choose Collibra if you need a unified platform covering data cataloging, lineage, quality, and governance alongside AI oversight. It is suited to large enterprises that need a semantic graph, federated governance, documented data collaboration, and business context surfaced in tools such as Salesforce, Databricks, Tableau, and Slack.
Choose both if:
Consider using both if your organization has separate data governance and AI governance teams with distinct requirements. Collibra can serve as the broad data governance and catalog foundation while Adeptiv AI provides specialized AI risk, regulatory-control, evidence, vendor-risk, and runtime-observability capabilities.
These scenarios reflect the available product evidence. Your requirements, existing stack, and team expertise should guide the final decision.
Frequently Asked Questions
Is Adeptiv AI a replacement for Collibra?
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.
Which tool is better for EU AI Act compliance?
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.
Can I use both tools together?
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.
How do the free trial options compare?
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.