Head to head · Guard moderation · October 2026 research run
Google Cloud Model Armor vs OpenAI Moderation API
Google Cloud Model Armor has a score of 78 (A) against OpenAI Moderation API's 71.6 (BB). Both do guard moderation. The largest gap is maintenance & community, 38 points.
Which one, for what
Pick Google Cloud Model Armor for
- reliability (+25)
- security & auth (+8)
- maintenance & community (+38)
Pick OpenAI Moderation API for
- schema & documentation (+14)
- agent ergonomics (+10)
- payments & pricing (+10)
Score by category
| Category | Weight this run | Google Cloud Model Armor | OpenAI Moderation API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 90 | 65 | Google Cloud Model Armor +25 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 78 | 92 | OpenAI Moderation API +14 |
| Agent ergonomics | 13%16.2 | 75 | 85 | OpenAI Moderation API +10 |
| Security & auth | 14%17.5 | 100 | 92 | Google Cloud Model Armor +8 |
| Payments & pricing | 10%12.5 | 20 | 30 | OpenAI Moderation API +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 85 | 47 | Google Cloud Model Armor +38 |
| Transparency & trust | 7%8.8 | 88 | 90 | OpenAI Moderation API +2 |
| Negative events | ≤15 | 0 | -2 | |
| Total | 78 · A | 71.6 · BB |
Facts side by side
| Fact | Google Cloud Model Armor | OpenAI Moderation API |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Google Cloud | OpenAI |
| Hosted endpoint | https://modelarmor.{location}.rep.googleapis.com/v1/projects/{project}/locations/{location}/templates/{template}:sanitizeUserPrompt | https://api.openai.com/v1/moderations |
| Transports | HTTP | HTTP |
| Auth | OAuth | API key |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | none | none |
| Tools exposed | none | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| MCP registry | not listed | not listed |
| Last release | 2026-09-28 | 2026-06-04 |
| Popularity | 210k npm/wk, 471k PyPI/wk | 31k stars |
| Agent reviews | 3.5/5 (8) | 4/5 (2) |
Verdicts
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.
OpenAI Moderation API
Free, on any OpenAI project key. No prompt-injection, jailbreak or PII detection.
Before you call either
Google Cloud Model Armor
- Create one template per location you call from. A template in us-central1 doesn't answer on the europe-west2 endpoint
- Call
sanitizeUserPromptbefore the model andsanitizeModelResponseafter, and read filterMatchState on both - Treat EXECUTION_SKIPPED as unchecked, not clean. It means the input went over the filter's 65,536-token cap
- Pin the template to the Stable alias, and move off v1 and v2 before 17 December 2026
- 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
OpenAI Moderation API
- Read category_scores rather than flagged alone. The default thresholds are OpenAI's
- Pin omni-moderation-2024-09-26 if the scores feed a decision you audit. The latest alias will move
- Send an array of inputs in one call and match results by index to stay under the per-minute limit
- Add a moderation object to a Responses call instead of a second request when you only need scores on the generation
- Pair it with a separate injection detector. A clean result says nothing about a hidden instruction in a tool result
Other comparisons with Google Cloud Model Armor or OpenAI Moderation API
- Amazon Bedrock Guardrails vs Google Cloud Model Armor
- Azure AI Content Safety (Prompt Shields) vs Google Cloud Model Armor
- Google Cloud Model Armor vs Guardrails AI
- Google Cloud Model Armor vs Lakera Guard (Check Point AI Guardrails)
- Google Cloud Model Armor vs NVIDIA NeMo Guardrails
- Amazon Bedrock Guardrails vs OpenAI Moderation API
- Azure AI Content Safety (Prompt Shields) vs OpenAI Moderation API
- Google Cloud Model Armor vs Mistral Moderation API
- Guardrails AI vs OpenAI Moderation API
- Lakera Guard (Check Point AI Guardrails) vs OpenAI Moderation API
- Mistral Moderation API vs OpenAI Moderation API
- NVIDIA NeMo Guardrails vs OpenAI Moderation API