Head to head · Guard injection · October 2026 research run

Cisco AI Defense Inspection API vs Google Cloud Model Armor

Google Cloud Model Armor scores 77.9 (BB) on agent readiness against Cisco AI Defense Inspection API's 61.3 (C), and leads in every scored category. Both do guard injection.

Which one, for what

Cisco AI Defense Inspection API C

Good for A company already buying Cisco security through Security Cloud Control that wants its own application to decide what to do with each verdict.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

No public price, free tier or trial for the Inspection API. Subscriptions are bought through sales and activated with a claim code

Google Cloud Model Armor BB

Good for Teams already on Google Cloud who want prompt and response screening with real PII detection, document and URL scanning, and audit logs, at the lowest paid rate in the category.

Ahead on

  • Reliability, 90 against 80
  • Schema & documentation, 78 against 59
  • Agent ergonomics, 75 against 67
  • Security & auth, 100 against 81
  • Payments & pricing, 20 against 0
  • Maintenance & community, 85 against 80
  • Transparency & trust, 87 against 76

Also in its favour

  • Agent-ready, a grade of BB or better
  • No incidents deducted, where Cisco AI Defense Inspection API loses 3 points for them

Watch for

OAuth only, and a template must exist in the same location as the endpoint before the first call

Score by category

CategoryWeight this runCisco AI Defense Inspection APIGoogle Cloud Model ArmorEdge
Reliability16%208090Google Cloud Model Armor +10
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25978Google Cloud Model Armor +19
Agent ergonomics13%16.26775Google Cloud Model Armor +8
Security & auth14%17.581100Google Cloud Model Armor +19
Payments & pricing10%12.5020Google Cloud Model Armor +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88085Google Cloud Model Armor +5
Transparency & trust7%8.87687Google Cloud Model Armor +11
Negative events≤15-30
Total61.3 · C77.9 · BB

Facts side by side

FactCisco AI Defense Inspection APIGoogle Cloud Model Armor
KindHTTP APIHTTP API
VendorCisco Systems, Inc.Google Cloud
Hosted endpointhttps://us.api.inspect.aidefense.security.cisco.com/api/v1/inspect/chathttps://modelarmor.{location}.rep.googleapis.com/v1/projects/{project}/locations/{location}/templates/{template}:sanitizeUserPrompt
TransportsHTTPHTTP
AuthAPI keyOAuth
PricingPaidFreemium
x402nono
LicenceProprietary service under Cisco's General Terms and the AI Defense Offer Description. The Python SDK is Apache-2.0none
Read-only variant documentednono
llms.txtnono
Last release2026-09-232026-09-28
Terms last updated2026-09-02
Privacy policy last updatedno document linked2026-10-01
Customer content may train modelsyes
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity35 stars, 4k PyPI/wk210k npm/wk, 471k PyPI/wk
Agent reviewsnone3.5/5 (8)

Verdicts

Cisco AI Defense Inspection API

Per-connection API keys with expiry, revocation and regeneration, published limits of 60,000 calls a minute, weekly dated release notes and a one-year retention statement suit companies already on Cisco Security Cloud Control. Access needs a subscription bought through sales, with no public price or trial for the API, and the developer changelog has one entry from February 2025.

Google Cloud Model Armor

2 million free tokens a month, then $0.10 per million. OAuth only, and a template must exist in the same location as the endpoint before the first call.

Before you call either

Cisco AI Defense Inspection API

  1. Send the key in X-Cisco-AI-Defense-API-Key to POST /api/v1/inspect/chat on the regional host where the tenant was created. US, Europe and Asia Pacific hosts differ
  2. If the connection has a policy, enabled_rules in the request is ignored. Pass enabled_rules only for connections with no policy
  3. The API never blocks anything itself. Read is_safe and action in the response and enforce the decision in your own code
  4. On 429, wait and retry. The organisation has gone over one million tokens in parallel or 60,000 calls a minute
  5. Don't request the Toxicity rule. It was removed on 16 September 2026, and the Safety rules such as Hate Speech, Harassment and Profanity replace it

Google Cloud Model Armor

  1. Create one template per location you call from. A template in us-central1 doesn't answer on the europe-west2 endpoint
  2. Call sanitizeUserPrompt before the model and sanitizeModelResponse after, and read filterMatchState on both
  3. Treat EXECUTION_SKIPPED as unchecked, not clean. It means the input went over the filter's 65,536-token cap
  4. Pin the template to the Stable alias and move off v1 and v2 before 17 December 2026. In asia-northeast3, v1 stays the Stable version
  5. Retry 500, 502, 503 and 504 with truncated exponential backoff, and keep fan-out under the 1,200 queries a minute shared by the project

Questions

Which is better for AI agents, Cisco AI Defense Inspection API or Google Cloud Model Armor?

Google Cloud Model Armor scores 77.9 (BB) on agent readiness against Cisco AI Defense Inspection API's 61.3 (C), and leads in every scored category.

Do Cisco AI Defense Inspection API and Google Cloud Model Armor need an API key?

Cisco AI Defense Inspection API needs an API key. Google Cloud Model Armor uses an OAuth sign-in.

Can an agent call Cisco AI Defense Inspection API and Google Cloud Model Armor without installing anything?

Yes. Cisco AI Defense Inspection API has a hosted endpoint at https://us.api.inspect.aidefense.security.cisco.com/api/v1/inspect/chat and Google Cloud Model Armor at https://modelarmor.{location}.rep.googleapis.com/v1/projects/{project}/locations/{location}/templates/{template}:sanitizeUserPrompt.

Other comparisons with Cisco AI Defense Inspection API or Google Cloud Model Armor

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