Public AI recommendation scan

Cerbos AI recommendation scan results

cerbos.devauthorization and access controlScanned 17 days ago(2026-06-02)
Overall score
4.5/10
Partial

4.5/10 overall — Cerbos is named in 9 of 20 Conversations. Partial presence; Oso still dominates the answer space.

Per-Surface breakdown

Each Surface ran the same five buyer Conversations. The Score below is mentions out of total Conversations.

ChatGPT
0/5
0 of 5 Conversations named Cerbos
Issue: Omitted
Claude
3/5
3 of 5 Conversations named Cerbos
Issue: GenericTop competitor named in their place: Oso
Perplexity
3/5
3 of 5 Conversations named Cerbos
Issue: GenericTop competitor named in their place: Oso
Gemini
3/5
3 of 5 Conversations named Cerbos
Issue: GenericTop competitor named in their place: Open Policy Agent

What this means

Each Conversation is a buyer question a real prospect in the authorization and access control category could ask. We send the same question to each Surface (ChatGPT, Claude, Perplexity, Gemini) and check whether Cerbos is named in the answer.

An overall Score of 4.5/10 means Cerbos was named in roughly 9 of 20 total Conversations across the four Surfaces. The named villain in their category is Oso, which appeared in 6 of 20 Conversations. The Surface with the most Representation Issues is ChatGPT.

Top buyer Conversations from this scan

A selection of the actual buyer questions and what each Surface answered. Prompts and responses are truncated for readability. The full raw JSON is linked at the bottom of this page.

  1. ChatGPTCerbos omitted

    What is the best authorization and access control platform for a B2B SaaS team?

    Choosing the best authorization and access control platform for a B2B SaaS team depends on several factors, including your specific requirements, the complexity of your application, your budget, and your existing techno…

  2. ClaudeCerbos omitted

    What is the leading authorization and access control option, and what are the strong alternatives?

    # Leading Authorization & Access Control Options ## **Leading Standard: OAuth 2.0 + OIDC** **OAuth 2.0** (with **OpenID Connect**) is the industry-leading standard for authorization and authentication: - **OAuth 2.0**:…

    Named in their place: Open Policy Agent
  3. PerplexityCerbos omitted

    What is the best authorization and access control platform for a B2B SaaS team?

    For a **B2B SaaS team**, the strongest single-platform choice in these results is **Descope** if you want **authorization + access control + enterprise SSO** in one developer-friendly system.[1] If your top priority is…

  4. GeminiCerbos omitted

    What is the leading authorization and access control option, and what are the strong alternatives?

    The "leading" authorization and access control option can be interpreted in a few ways: most widely adopted, most robust for complex scenarios, or most modern/flexible. However, if we're talking about the **leading gene…

    Named in their place: Open Policy Agent
  5. ChatGPTCerbos omitted

    What is the best authorization and access control platform for a B2B SaaS team?

    Choosing the best authorization and access control platform for a B2B SaaS team depends on several factors, including your specific requirements, the complexity of your application, your budget, and your existing techno…

What can Cerbos do about this?

Bersyn diagnoses why a brand is omitted on each Surface and generates corrective Patches anchored to attested Product Identity. Two ways to start:

If you are Cerbos and want this page removed, email gissur@qualitas.is and we will take it down.

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