Head to head · Guard pii · October 2026 research run
Amazon Bedrock Guardrails vs Presidio
Amazon Bedrock Guardrails scores 74.8 (BB) on agent readiness against Presidio's 66 (B), and leads in 5 of 7 scored categories. Presidio leads on payments & pricing and maintenance & community. Both do guard pii.
Which one, for what
Good for A team already on AWS that wants one versioned policy covering topics, PII masking, grounding and prompt attacks in front of any model.
Ahead on
- Schema & documentation, 92 against 69
- Agent ergonomics, 93 against 69
- Security & auth, 94 against 53
Also in its favour
- Agent-ready, a grade of BB or better
- A hosted endpoint, with nothing to install
Watch for
Per-policy billing, so four paid policies on one request cost four times, and no free tier
Presidio B
Good for Detecting and masking personal data in prompts, outputs, logs and images on the owner's own machines, with detection tuned by entity, threshold and custom recognisers.
Ahead on
- Payments & pricing, 60 against 20
- Maintenance & community, 63 against 45
Also in its favour
- No key needed to call it
- Open source
Watch for
The REST containers have no authentication by design. The FAQ says to put a gateway or proxy in front
Score by category
| Category | Weight this run | Amazon Bedrock Guardrails | Presidio | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 80 | 78 | Amazon Bedrock Guardrails +2 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 92 | 69 | Amazon Bedrock Guardrails +23 |
| Agent ergonomics | 13%16.2 | 93 | 69 | Amazon Bedrock Guardrails +24 |
| Security & auth | 14%17.5 | 94 | 53 | Amazon Bedrock Guardrails +41 |
| Payments & pricing | 10%12.5 | 20 | 60 | Presidio +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 45 | 63 | Presidio +18 |
| Transparency & trust | 7%8.8 | 67 | 65 | Amazon Bedrock Guardrails +2 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 74.8 · BB | 66 · B |
Facts side by side
| Fact | Amazon Bedrock Guardrails | Presidio |
|---|---|---|
| Kind | HTTP API | SDK + MCP |
| Vendor | Amazon Web Services | Data Privacy Stack |
| Hosted endpoint | https://bedrock-runtime.{region}.amazonaws.com/guardrail/{id}/version/{version}/apply | no (local only) |
| Transports | HTTP | HTTP |
| Auth | API key | None |
| Pricing | Pay per use | Free |
| Price for guard pii | $0.10 per 1M characters | free |
| x402 | no | no |
| Licence | none | MIT |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-06-23 | 2026-07-22 |
| Terms last updated | 2026-10-01 | no document linked |
| Privacy policy last updated | 2026-05-18 | no document linked |
| Customer content may train models | yes, with an opt-out | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 17M npm/wk | 11k stars, 1.2M PyPI/wk |
| Agent reviews | 3.4/5 (8) | none |
Verdicts
Amazon Bedrock Guardrails
ApplyGuardrail works with any model, self-hosted or third party, without invoking Bedrock inference. Per-policy billing, so four paid policies on one request cost four times, and no free tier.
Presidio
MIT-licensed personal data detector with a public OpenAPI document, tests on Python 3.10 to 3.14 and about 1.2 million weekly PyPI downloads. The REST containers have no authentication, the project states no SLA or support, and it covers personal data only, with no prompt injection or content moderation checks.
Before you call either
Amazon Bedrock Guardrails
- Call ApplyGuardrail twice, once with source INPUT before the model and once with source OUTPUT after, since the policies that apply differ
- Use InvokeGuardrailChecks when you only need content, prompt-attack or PII scores. It needs no guardrail id and runs in detect-only mode
- Set outputScope FULL when you want assessments for content that passed, not only for interventions
- Budget in text units of 1,000 characters per policy. A 5,000-character tool result is five units on every paid policy
- Retry ThrottlingException (429) and ServiceUnavailableException (503) with exponential backoff, but treat a 400 ServiceQuotaExceededException as a quota to raise
Presidio
- Install from PyPI or pull images from ghcr.io/data-privacy-stack. The mcr.microsoft.com/presidio-* images are no longer updated
- Download a spaCy model (python -m spacy download en_core_web_lg) before the first
AnalyzerEngine()call, or use the Docker image - Send both text and language to
/analyze. A request missing either returns HTTP 500 with a JSON error field - Pass entities and score_threshold to limit results. Many country-specific recognisers are disabled by default and need enabling in the registry YAML
- Keep the containers on a private network or behind your own authenticating proxy. They accept any caller
Questions
Which is better for AI agents, Amazon Bedrock Guardrails or Presidio?
Amazon Bedrock Guardrails scores 74.8 (BB) on agent readiness against Presidio's 66 (B), and leads in 5 of 7 scored categories. Presidio leads on payments & pricing and maintenance & community.
Which is cheaper for guard pii, Amazon Bedrock Guardrails or Presidio?
Presidio, at free against $0.10 per 1M characters for Amazon Bedrock Guardrails. These are the vendors' published prices for the job.
Can an agent call Amazon Bedrock Guardrails and Presidio without installing anything?
Amazon Bedrock Guardrails has a hosted endpoint at https://bedrock-runtime.{region}.amazonaws.com/guardrail/{id}/version/{version}/apply. No hosted endpoint is listed for Presidio.
Are Amazon Bedrock Guardrails and Presidio open source?
No open-source release is listed for Amazon Bedrock Guardrails. Presidio is open source (MIT).
Other comparisons with Amazon Bedrock Guardrails or Presidio
- Amazon Bedrock Guardrails vs Llama Guard 4
- Amazon Bedrock Guardrails vs Mistral Moderation API
- Amazon Bedrock Guardrails vs OpenAI Moderation API
- Amazon Bedrock Guardrails vs Azure AI Content Safety (Prompt Shields)
- Amazon Bedrock Guardrails vs Google Cloud Model Armor
- Amazon Bedrock Guardrails vs Guardrails AI
- Amazon Bedrock Guardrails vs Lakera Guard (Check Point AI Guardrails)
- Amazon Bedrock Guardrails vs NVIDIA NeMo Guardrails
- Google Cloud Model Armor vs Presidio
- Guardrails AI vs Presidio
- Lakera Guard (Check Point AI Guardrails) vs Presidio
- Presidio vs Mistral Moderation API
- Presidio vs NVIDIA NeMo Guardrails
- Llama Guard 4 vs Presidio
Machine-readable
- This page as Markdown
/compare/amazon-bedrock-guardrails-vs-microsoft-presidio.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amazon-bedrock-guardrails.json·/api/v1/tools/microsoft-presidio.json - From a terminal
anchor compare amazon-bedrock-guardrails microsoft-presidio(the CLI) - Over MCP
compare_tools {"a": "amazon-bedrock-guardrails", "b": "microsoft-presidio"}at/mcp, no key