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AIQualityHQ

Free, browser-native suite of deterministic AI prompt tools to generate, audit across 6 dimensions, optimize token costs, and scan for security vulnerabilities.

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By Puneet Kralia

AIQualityHQ is AI quality assurance for prompts and LLM systems — “measure, audit, optimize, and harden AI prompts with deterministic and LLM-powered quality tools.” It runs in the browser and, for the local tools, never sends your prompt anywhere.

The deterministic angle is the argument. Asking an LLM to review your prompt gives you a different answer each time, costs an API call, and hallucinates. AIQualityHQ’s rule engine produces identical, reproducible scores in under 10 milliseconds — a regression test you can actually run in CI, not a second opinion.

Seven Tools

  1. System Prompt Generator — Production-grade system instructions with role parameters.
  2. Prompt Rewriter & Compiler — Refactors prompts for Claude, GPT-4o, and Gemini.
  3. Prompt Checker — Scores across 6 quality dimensions with instant diagnostics.
  4. Prompt Length Optimizer — Cuts token bloat and estimates multi-provider costs.
  5. Injection Scanner — Detects 15+ prompt injection attack vectors.
  6. Jailbreak Detector — Identifies guardrail-bypass patterns including DAN personas and obfuscation.
  7. AI Audit — Assesses website LLM readiness and GEO compliance.

Key Features

  • 6-dimension scoring — Prompt Structure, Memory & State, Context Grounding, Trust & Accuracy, PII & Privacy, and Security & Safety.
  • Sub-10ms analysis — Deterministic, reproducible, no model call.
  • 100% browser-based — Local tools run entirely in your browser’s JavaScript sandbox.
  • No signup — Local tools are completely free to use.
  • Exportable fixes — Apply recommendations and export production-ready prompts.

Who It’s For

Teams shipping LLM features — prompt engineers validating instructions, QA engineers testing reliability, and developers debugging prompt quality, injection risks, and jailbreak threats before production.

How It Works

  1. Select a tool or paste your prompt.
  2. The deterministic engine evaluates it in under 10 milliseconds.
  3. Review the scored dimensions and export the fixed prompt.

All tools are free. Local analysis runs in-browser; the AI-powered tools (Prompt Rewriter, AI Audit) are clearly labeled as such and may incur provider costs.

Frequently asked questions

Is my prompt data private?

Local analysis tools run 100% in your browser — your prompt never leaves your device. The AI-powered tools send your prompt to an AI provider and are clearly labeled as such.

How is this different from asking an LLM to review my prompt?

AIQualityHQ uses deterministic static analysis rules, producing identical, 100% reproducible scores in under 10 milliseconds — without model hallucinations, API costs, or data privacy risks.

Can it protect against injection and jailbreaks?

The Injection Scanner covers 15+ known injection vectors and the Jailbreak Detector identifies guardrail-bypass patterns such as DAN personas and obfuscation. Both are best-effort pattern matching, not a guarantee.

What does it cost?

All tools are free. The local tools require no signup; AI-powered tools may incur costs at your AI provider.