Compare

How TapPass compares. Honestly, by category.

Most AI security tools answer one question well: is this prompt an attack, is this output valid, is this model safe. TapPass answers a different one: may this agent do this, and can you prove it later. Here is where each tool fits, and how they work together.

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Model monitoring“How are our models behaving over time?”Arthur AI
Enterprise AI security“How does the security team manage AI policy?”CalypsoAI
Validation library“Is this output in the right shape?”Guardrails AI
Detection API“Is this prompt an attack?”Lakera
Security API toolkit“Which security API do I call for this?”Pangea
Injection shield“Is this a jailbreak?”Prompt Armor
ML supply chain“Is this model safe to deploy?”Protect AI
TapPass · authority layer“May this agent do this, and can you prove it later?”allow · hold · redact · block, on the record
01Side by side

Seven comparisons. One page each.

Each page says when to choose the other tool, when to choose TapPass, and how the two work together.

TapPass vs Arthur AIArthur AI monitors model performance, bias and explainability. TapPass governs agent actions at runtime and blocks before damage happens.Model monitoring TapPass vs CalypsoAICalypsoAI provides enterprise AI security dashboards. TapPass is developer-first: drop-in integration, pipeline-as-code, self-hosted and EU-built.Enterprise AI security TapPass vs Guardrails AIGuardrails AI is a Python library that validates model outputs in your code. TapPass is an external authority layer, with no code changes required.Validation library TapPass vs LakeraLakera is a prompt injection detection API. TapPass is the authority layer that also decides, holds for a person and records every call.Detection API TapPass vs PangeaPangea offers security APIs, AI Guard among them, that you call and orchestrate. TapPass is one governance pipeline in a single pass.Security API toolkit TapPass vs Prompt ArmorPrompt Armor shields models from jailbreaks and prompt injection. TapPass governs agents end to end, with injection defence as one capability.Injection shield TapPass vs Protect AIProtect AI secures the ML supply chain and scans models before deployment. TapPass governs agents at runtime. They are complementary.ML supply chain See the platformThe gateway, the policy engine, the MCP gateway and the Verdict API, on one record.GatewayVerdict API By industryFinancial services, insurance, healthcare, legal, government, consulting and SaaS.DORANIS2EU AI Act
02How to read these pages

Scope, not quality. Most teams run more than one.

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Detection tools do detection well. TapPass is the layer that decides.

TapPass decides what an agent may do, holds the calls that need a person, and leaves a record you can hand to an auditor. If you already run one of these tools, TapPass sits in front of it rather than replacing it. Every comparison reflects public product information as we understood it when we wrote it; tell us if something is out of date.

Questions

Comparisons, in plain answers.

Something else on your mind? Talk to our team.

Is TapPass a prompt injection tool?

Injection defence is one step in TapPass, not the product. TapPass is the authority layer: it decides what an agent may do, holds risky calls for a person, and records every decision.

Do we have to replace the tools we already run?

No. If you already run a detection, validation or monitoring tool, TapPass sits in front of it rather than replacing it.

How current are these comparisons?

They reflect public product information as we understood it when we wrote them. Products change quickly; tell us if something is out of date and we will correct it.

Where is TapPass based?

TapPass is built in Belgium by Cogniqor BV and hosted in the EU. Enterprise customers can also run it on their own infrastructure.

Keep the tools you trust. Add the layer that decides.

Connect one agent and see every call TapPass would have held, stopped or routed elsewhere. Nothing is blocked while you learn.

✓ Free for one person✓ No credit cardBacked by Start it @KBCVLAIO✓ EU hosted✓ Built in Belgium✓ Your own model keys✓ Encrypted at rest and in transit✓ DPA on request