Compare AI governance tools side by side

In brief

Choose two to five platforms. The table shows every criterion score with its reason, each control map step and what each vendor publishes about price. The default shows the top three on our weights.

Choose platforms

Shortlist comparison
Pillar SecurityAliceCredo AI
Total6.88Leads6.226.00
Rank010203
AI discovery and inventory · 128

AI Discovery & Posture is one of four platform pillars, and third-party AI discovery is listed on the governance page.

2

No AI discovery or inventory feature is described on the WonderSuite pages reviewed; Centralized Governance covers the apps WonderFence protects.

9Leads

Credo AI describes discovering AI across agents, models and apps and keeping an agent registry.

Policy to runtime enforcement · 189Ties for lead

Runtime guardrails block prompt injection, jailbreaking and tool manipulation and mask PII, PHI and secrets; policies cover approved model lists and data sovereignty.

9Ties for lead

WonderFence intercepts harmful, non-compliant and off-policy responses between external-facing AI and users, configured to the application's own policies.

4

Credo AI says it enforces policy; runtime blocking of prompts, responses or agent actions is not described on the pages reviewed.

Testing evidence · 169Ties for lead

The RedGraph engine runs multi-turn agentic red teaming with transcripts, and guardrails calibrate from red teaming findings.

9Ties for lead

WonderBuild tests before launch from custom policies and WonderCheck retests in production with drift and regression detection; findings flow into WonderFence or back to WonderBuild.

4

Assess and monitor steps are described; adversarial testing or red teaming is not described.

Framework mapping and audit-ready reports · 149Ties for lead

Pillar says it generates audit-ready reports for GDPR, the EU AI Act, ISO 42001 and SOC, and maps findings to OWASP and MITRE ATLAS.

8

Guardrails are mapped to the EU AI Act, ISO 42001, NIST, MITRE ATLAS and OWASP and every decision is logged; a named audit report product is not described.

9Ties for lead

The product covers discover, assess, govern, monitor and report against the EU AI Act, NIST and ISO.

Regulatory intelligence and expert support · 104

Pillar publishes its own SAIL 2.0 framework; a regulatory intelligence feed or managed expert service is not described.

7

The platform combines automated testing with expert-led red teaming, and WonderBuild offers managed red teaming; a regulatory intelligence feed is not described.

10Leads

A Knowledge Graph of regulatory intelligence and forward-deployed experts are both described.

Third-party AI governance · 108

Third-party AI discovery is listed, and red teaming covers third-party and SaaS AI.

1

No registry or assessment of third-party or vendor AI is described on the pages reviewed.

10Leads

A Third-party AI Registry is named on the product page.

Languages and modalities · 103

Language and modality coverage is not described on the pages reviewed.

9Leads

The platform page lists coverage in 100+ languages, multimodal support and model-agnostic protection.

2

Language and modality coverage is not described on the pages reviewed.

Pricing and trial transparency · 101Ties for lead

Pricing is not published.

1Ties for lead

No prices, free tier or self-serve sign-up are published; the route in is Get a Demo.

1Ties for lead

Pricing is not published.

PolicyPolicy enforcement covers approved model lists and data sovereignty.

Source: Pillar Security governance and compliance page · read 2026-10-01

Policies are configured to the customer's application: WonderFence is 'Built for Your Policies' and the platform lists adaptive and custom policies.

Source: Alice WonderFence product page · read 2026-10-01

A Knowledge Graph of regulatory intelligence informs policies; Credo AI describes enforcing policy across agents, models and apps.

Source: Credo AI home page · read 2026-10-01

ControlRuntime guardrails block prompt injection, jailbreaking and tool manipulation and mask PII, PHI and secrets.

Source: Pillar Security runtime guardrails page · read 2026-10-01

WonderFence sits between external-facing AI and its users and intercepts harmful, non-compliant and off-policy responses in real time.

Source: Alice WonderFence product page · read 2026-10-01

Not described

Source: Credo AI product page · read 2026-10-01

EvidenceEvery prompt, response and tool call is logged; the RedGraph engine runs multi-turn agentic red teaming with transcripts.

Source: Pillar Security red teaming page · read 2026-10-01

WonderBuild runs thousands of adversarial tests based on custom policies before launch; WonderCheck retests after launch with drift and regression detection; every WonderFence decision is logged.

Source: Alice WonderCheck product page · read 2026-10-01

Assess and monitor steps are described across agents, models and apps.

Source: Credo AI product page · read 2026-10-01

ReportPillar says it generates audit-ready reports for GDPR, the EU AI Act, ISO 42001 and SOC.

Source: Pillar Security governance and compliance page · read 2026-10-01

WonderFence maps guardrails to the EU AI Act, ISO 42001, NIST, MITRE ATLAS and OWASP; WonderBuild maps test documentation to regulatory requirements and tracks launch readiness.

Source: Alice WonderBuild product page · read 2026-10-01

Reporting against the EU AI Act, NIST and ISO is described, alongside a Third-party AI Registry.

Source: Credo AI product page · read 2026-10-01

StatusPricing not publishedPricing not published · Demo onlyPricing not published
Pricing

Not published

Source: Pillar Security home page · read 2026-10-01

Not published No free tier or self-serve sign-up was found; the route in is Get a Demo.

Source: Alice documentation · read 2026-10-01

Not published

Source: Credo AI product page · read 2026-10-01

Questions about the shortlist builder

  • How many platforms can I compare?

    Two to five at a time.

  • Are these scores the same as the ranking?

    Yes. The shortlist uses the published weights. To change the weights, use the readiness score.

  • Why do some cells say Not described?

    Because the vendor's public pages we read did not describe that step. It is not a finding that the feature does not exist.