AIQualityHQ

AIQualityHQ is an automated QA and security guardrails suite for prompts and AI agents, designed to help you ship more reliable AI behavior without relying on external API calls for analysis. It provides deterministic prompt linting and security checks that run locally in your browser, giving consistent, reproducible diagnostics.

Start by generating or pasting a prompt, then use the browser-native tools to evaluate it across six deterministic dimensions: structure, memory & state, context grounding, trust & accuracy, PII & privacy, and security & safety. You’ll get pass/fail outcomes and a quality score to pinpoint issues like missing role constraints, weak formatting, grounding gaps, privacy exposure, and output boundary violations.

AIQualityHQ also includes prompt hardening and cost controls. Use the prompt injection security scanner and jailbreak detector to assess prompt text and RAG contexts against injection and jailbreak-style threat vectors, then apply refactoring tools to remediate problems. Additional utilities optimize prompt length to reduce token bloat and support faster, cheaper prompt iteration.

Does AIQualityHQ require an API key or signup to run prompt checks?

No—prompt linting and scanning run as free browser tools without requiring API keys.

How fast are the prompt quality checks and diagnostics?

Checks run in the browser using a deterministic engine, with execution reported as under 10ms.

What are the six dimensions AIQualityHQ scores in the prompt quality audit?

It evaluates structural integrity, memory & state handling, context grounding, trust & accuracy risks, PII & privacy exposure, and security & safety against injection/jailbreak-style issues.

Does AIQualityHQ keep my prompt data private while it analyzes it?

Yes—analysis is local-first and client-side in a browser sandbox, so the deterministic checks run in your browser.

What kinds of prompt injection and jailbreak risks can the scanners detect?

They target injection vectors and jailbreak patterns such as DAN-style attempts, instruction overrides, and system prompt leakage risks, including OWASP LLM Top 10–aligned detector coverage.

Can AIQualityHQ help reduce prompt token costs?

Yes. It includes a prompt length optimizer that performs heuristic token reduction and helps trim token bloat for faster, more cost-efficient prompting.