Skip to main content
aitoolsatlas.ai
BlogAbout

Explore

  • All Tools
  • Comparisons
  • Best For Guides
  • Blog

Company

  • About
  • Contact
  • Editorial Policy

Legal

  • Privacy Policy
  • Terms of Service
  • Affiliate Disclosure
Privacy PolicyTerms of ServiceAffiliate DisclosureEditorial PolicyContact

© 2026 aitoolsatlas.ai. All rights reserved.

Find the right AI tool in 2 minutes. Independent reviews and honest comparisons of 890+ AI tools.

  1. Home
  2. Tools
  3. PromptBrake
OverviewPricingReviewWorth It?Free vs PaidDiscountAlternativesComparePros & ConsIntegrationsTutorialChangelogSecurityAPI
AI Security
P

PromptBrake

PromptBrake is a paid AI security testing platform for live LLM endpoints, AI APIs, and chatbots. It runs repeatable adversarial scans for prompt injection, data leakage, unsafe tool behavior, output-control bypasses, memory exposure, retrieval injection, and launch-readiness failures, then reports PASS, WARN, and FAIL findings with evidence and remediation guidance.

Starting at$49/month
Visit PromptBrake →
OverviewFeaturesPricingUse CasesLimitationsFAQ

Overview

PromptBrake is a paid AI security testing platform for teams that need repeatable adversarial scans of live LLM endpoints, AI APIs, and chatbots, with pricing published for Scout, Pro, and Enterprise plans starting at $49, $99, and $499 per month. It is best for teams that need answer-first, repeatable security evidence before releasing an LLM-powered API or chatbot. Instead of reviewing prompts in isolation, it tests the actual endpoint being shipped and checks whether the running system can leak instructions, expose context, misuse tools, bypass output rules, or regress after prompt, model, retrieval, or tool changes. That endpoint-first model is useful for product teams and security reviewers because the findings reflect the behavior customers or downstream applications would encounter, not just the intended design of a prompt template.

Public PromptBrake pages describe a Full profile with 13 tests and 60+ attack scenarios, hosted scans for fast validation, CI-ready workflows on Pro, and an Enterprise Docker runner for scans inside a customer's own infrastructure. The stated coverage areas include prompt injection, indirect injection, data exposure, unsafe tool or function-call behavior, structured-output escapes, output-control bypasses, memory exposure, retrieval injection, policy confusion, and chatbot launch-readiness failures. Results are framed as PASS, WARN, and FAIL findings with evidence logs and remediation guidance, which makes the product more decision-oriented than a generic prompt experiment or one-off red-team note.

Compared with manual AI red teaming, PromptBrake is positioned around faster regression coverage and release gating. A manual review can still find nuanced product-specific risks, but PromptBrake gives teams a repeatable scan set they can run before launch, after model swaps, after prompt updates, when retrieval sources change, or when tools and function calls are added. Compared with general prompt-testing tools, its differentiation is the AI security workflow: endpoint-based adversarial tests, PASS/WARN/FAIL evidence, remediation guidance, baseline diffing, CI gates, JSON artifacts, PDF reporting on Pro, and an optional self-hosted runner for privacy-sensitive teams.

The pricing structure makes Scout the lower-cost entry point for basic hosted validation, Pro the more complete option for teams that need CI gates, JSON/PDF reporting, dashboard-generated CI keys, scan triggers, policy gates, and Baseline Diff, and Enterprise the fit for organizations that need scans to run inside their own environment. Enterprise is especially relevant when prompts, credentials, and scan results should remain on a customer's machine, VM, or CI worker, with PromptBrake receiving only license validation and quota usage according to the listed plan details.

PromptBrake does not replace a full application penetration test, infrastructure review, authentication review, or broader authorization assessment. Its value is narrower and more focused: it helps founders, product managers, engineers, and security-conscious teams validate risky LLM behavior before customers interact with an AI feature and then keep checking that behavior as the system changes.

🎨

Vibe Coding Friendly?

▼
Difficulty:intermediate

Suitability for vibe coding depends on your experience level and the specific use case.

Learn about Vibe Coding →

Was this helpful?

Key Features

Endpoint-first adversarial scans+

PromptBrake tests the API endpoint the application already uses, rather than only testing a model provider or isolated prompt. This lets scans exercise prompts, tools, retrieval, auth path, and response handling together.

13 checks and 60+ failure patterns+

The website lists 13 checks covering more than 60 ways AI endpoints can break. Coverage includes prompt injection, instruction leaks, context leaks, tool misuse, schema escape, memory exposure, retrieval injection, and chatbot launch checks.

Evidence-based PASS, WARN, and FAIL results+

Each flagged result includes a status, the strongest triggering prompt, the endpoint reply, sanitized evidence, remediation guidance, and a targeted re-test path. This gives teams concrete evidence for release decisions instead of a vague security score.

Replay Packs for real-world attack patterns+

PromptBrake lists Replay Packs based on publicly reported LLM incidents, including Grok persona system prompt leaks dated 2025-08-18, DeepSeek R1 system prompt exposure dated 2025-01-24, and Slack AI data exfiltration via prompt injection dated 2024-08-21. These packs help teams test whether similar attack patterns affect their own endpoint.

Enterprise self-hosted Docker runner+

Enterprise customers can run the PromptBrake Docker runner on their own machine, VM, or CI worker. The site states that prompts, credentials, and scan results stay in the customer environment, with PromptBrake receiving license validation and quota usage only.

Pricing Plans

Scout Trial

$49/month

  • ✓1 free scan in trial
  • ✓Lower-volume scan allowance
  • ✓Fast pre-release check
  • ✓First pass on endpoint security validation
  • ✓Good starting point for smaller teams

Pro Trial

$99/month

  • ✓2 free scans in trial
  • ✓More scans and fuller workflow support
  • ✓Reports
  • ✓Compare view and baseline diff
  • ✓CI-ready release gate preview

Enterprise Trial

$499/month after trial for private runner scans

  • ✓3 free hosted app scans
  • ✓14 private runner scans during trial
  • ✓Runner trial lasts 14 days
  • ✓Pull and run the PromptBrake Docker runner
  • ✓Prompts, credentials, and scan results stay in your environment
  • ✓License and quota checks only
See Full Pricing →Free vs Paid →Is it worth it? →

Ready to get started with PromptBrake?

View Pricing Options →

Best Use Cases

🎯

A product team is about to launch a customer-facing chatbot and wants to test for leaked system instructions, missed handoff behavior, invented policies, unsafe promises, and output-rule failures before users interact with it.

⚡

An engineering team changed a system prompt, swapped models, or added a new retrieval source and needs repeatable evidence showing whether instruction leaks, context leaks, or policy hallucinations changed before merging.

🔧

A security reviewer needs PASS, WARN, and FAIL evidence with the exact triggering prompt and endpoint response to decide whether an AI API is ready for release or should be blocked for remediation.

🚀

A team with tool-using agents wants to check for unsafe function use, fake tool transcripts, tainted tool output, parameter tampering, and unauthorized action attempts against the actual endpoint workflow.

💡

A CI-oriented team wants release-gate style AI behavior checks using Pro features such as reports, compare view, baseline diff, and CI-ready release-gate preview.

🔄

An enterprise team wants private AI endpoint scans inside its own infrastructure using a Docker runner so prompts, credentials, and scan results stay local.

Limitations & What It Can't Do

We believe in transparent reviews. Here's what PromptBrake doesn't handle well:

  • ⚠PromptBrake needs an endpoint to test; it is not designed as a static prompt review tool or source-code scanner.
  • ⚠The lower Scout Trial is described as a lower-volume starting point, while fuller workflow support is attached to the Pro Trial.
  • ⚠Enterprise self-hosted testing requires pulling and running the PromptBrake Docker runner in the customer environment.
  • ⚠The public website does not present PromptBrake as a replacement for application pentesting, authentication testing, authorization review, or infrastructure security assessment.
  • ⚠The test results reflect the configured endpoint and scan timing, so teams should re-run scans after meaningful prompt, model, retrieval, tool, or response-handling changes.

Pros & Cons

✓ Pros

  • ✓Tests the real application endpoint instead of only evaluating a standalone prompt, so results reflect prompts, tools, retrieval, auth path, and response handling together
  • ✓Covers 13 checks and 60+ failure patterns, including prompt injection, context leaks, tool misuse, schema escape, memory exposure, retrieval injection, and chatbot launch checks
  • ✓Reports PASS, WARN, and FAIL outcomes with the strongest triggering prompt, endpoint response evidence, remediation guidance, and a targeted re-test path
  • ✓Pro Trial at $99/month includes workflow-oriented capabilities such as reports, compare view, baseline diff, and CI-ready release-gate preview
  • ✓Enterprise Trial includes 3 hosted app scans plus 14 private runner scans, with the private runner trial lasting 14 days
  • ✓Enterprise Docker runner can run on a customer machine, VM, or CI worker while keeping prompts, credentials, and scan results local

✗ Cons

  • ✗Requires a working live, dev, or staging API endpoint because PromptBrake tests behavior by sending adversarial prompts to the endpoint
  • ✗Scout Trial is positioned as a lower-volume first pass and does not include the fuller release workflow described for Pro
  • ✗Enterprise private runner pricing starts at $499/month after the trial, which may be high for small teams that only need occasional hosted scans
  • ✗The product focuses on AI behavior security and does not replace application penetration testing, infrastructure review, authentication review, or authorization testing
  • ✗A PASS result is point-in-time evidence for the tested endpoint and test suite, not a permanent guarantee against future model, retrieval, prompt, or tool regressions

Frequently Asked Questions

What does PromptBrake test?+

PromptBrake tests live AI endpoints and chatbots for risky LLM behavior before release. The website lists 13 checks and 60+ ways endpoints can break, including prompt injection, instruction leaks, context leaks, unsafe tool calls, schema escape, memory exposure, retrieval injection, and chatbot launch failures. It calls the endpoint your application already uses, so the test includes the real prompt stack, tools, retrieval path, auth behavior, and response handling. Results are returned as PASS, WARN, and FAIL findings with evidence and remediation guidance.

Do I connect PromptBrake directly to OpenAI, Claude, or Gemini?+

PromptBrake’s website says teams should connect their application endpoint, not the model provider directly. If your app uses OpenAI, Claude, or Gemini behind the scenes, PromptBrake is intended to test the route your product actually calls. That matters because many failures come from the full system around the model, such as retrieval, tool calls, prompt assembly, response formatting, and handoff rules. Testing the real endpoint gives more useful release evidence than testing a provider model in isolation.

How does PromptBrake handle sensitive prompts, credentials, and scan results?+

For hosted scans, PromptBrake recommends using a dev or staging key and states that API keys are not stored. The website also says no repository access is needed because the product tests behavior through the endpoint rather than inspecting source code. For Enterprise customers, PromptBrake offers a Docker runner that can run on a customer machine, VM, or CI worker. In that setup, prompts, credentials, and scan results stay in the customer environment, while the runner sends license validation and quota usage only.

Which PromptBrake plan should a team choose?+

Scout Trial costs $49/month and is described as a first pass for endpoint security validation, with 1 free scan in trial and a lower-volume scan allowance. Pro Trial costs $99/month and is the better fit when scans need to become part of a release workflow, because the site lists reports, compare view, baseline diff, and CI-ready release-gate preview. Enterprise Trial includes 3 free hosted app scans plus 14 private runner scans, then private runner scans cost $499/month. Enterprise is the strongest fit when prompts, credentials, and results need to stay inside the organization’s infrastructure.

Does PromptBrake replace a security audit or penetration test?+

No. PromptBrake is focused on adversarial AI behavior testing for LLM endpoints and chatbots, not full application security. It can help catch release-blocking issues such as leaked instructions, unsafe tool calls, context leakage, broken output rules, policy hallucinations, and retrieval injection. Teams still need separate testing for authentication, authorization, infrastructure security, data access controls, logging, compliance, and conventional application vulnerabilities. Based on our analysis of 870+ AI tools, PromptBrake is best understood as an AI endpoint regression and release-gating tool rather than a complete security program.
🦞

New to AI tools?

Read practical guides for choosing and using AI tools

Read Guides →

Get updates on PromptBrake and 370+ other AI tools

Weekly insights on the latest AI tools, features, and trends delivered to your inbox.

No spam. Unsubscribe anytime.

User Reviews

No reviews yet. Be the first to share your experience!

Quick Info

Category

AI Security

Website

promptbrake.com/
🔄Compare with alternatives →

Try PromptBrake Today

Get started with PromptBrake and see if it's the right fit for your needs.

Get Started →

Need help choosing the right AI stack?

Take our 60-second quiz to get personalized tool recommendations

Find Your Perfect AI Stack →

Want a faster launch?

Explore 20 ready-to-deploy AI agent templates for sales, support, dev, research, and operations.

Browse Agent Templates →

More about PromptBrake

PricingReviewAlternativesFree vs PaidPros & ConsWorth It?Tutorial