6-dimension prompt scoring
Scores prompts across six dimensions: structure, memory and state, context grounding, trust and accuracy, privacy, and security. The checker presents live feedback as you type.
Overview
AIQualityHQ is a browser-native toolkit for checking and improving AI prompts. Its main checker evaluates prompts with deterministic rules across structure, memory and state, grounding, accuracy, privacy, and security, giving fast feedback before prompts are used in production workflows.
The product also includes adjacent tools for rewriting prompts, generating system prompts, scanning for injection and jailbreak threats, optimizing prompt length, and auditing LLM readiness. The site positions the suite for prompt engineers, QA teams, and developers who want local, reproducible analysis and an optional API path for higher-volume automation.
Core capabilities
Deterministic browser execution
Uses deterministic local rules rather than an LLM-as-a-judge approach, which keeps results reproducible and avoids per-run model calls for browser-based checks.
Injection and privacy scanning
Identifies risky prompt patterns such as injection attempts, jailbreak patterns, unshielded overrides, and privacy issues like exposed PII or secret-like text.
Actionable fix suggestions
Provides specific remediation guidance, including pass/fail diagnostics and optimization suggestions to improve structure, constraints, and grounding before deployment.
Broader prompt workflow tools
Includes adjacent tools for rewriting prompts, generating system prompts, optimizing token length, and auditing LLM readiness and prompt safety.
API access for scale
Offers REST API access on paid plans for high-volume automated checks, with browser tools remaining available without API usage.
Practical use cases
Prompt QA before production
Use the checker to review prompts before shipping LLM features, especially when prompts need role definitions, output constraints, or grounded answers.
Safety and red-team review
Scan prompts for injection attempts, jailbreak patterns, and privacy issues when you need a safety pass in addition to quality scoring.
Prompt optimization workflow
Rewrite or compile prompts for different model context windows, then use the checker to verify structure and constraints after edits.
Automated team pipelines
Use the API plans to run repeated checks in scripts, CI/CD pipelines, or backend services when prompt validation needs to happen automatically at scale.
LLM readiness auditing
Audit llms.txt files, website LLM readiness, and response accuracy concerns when evaluating how a site or model-facing surface is prepared for LLM use.
Pros and Cons
Pros
- Runs deterministic checks locally in the browser, so prompt text stays on the device for interactive tools.
- Provides fast prompt scoring with concrete diagnostics rather than only a general quality rating.
- Covers both quality review and safety review, including injection and jailbreak scanning.
- Offers free browser tools alongside paid plans for API-based automation at higher volume.
- Includes multiple related tools in one suite, which can support a broader prompt QA workflow.
Cons
- The free web tools are browser-only; API access is reserved for paid plans.
- The source does not clearly list every integration or supported platform beyond REST API access and SDKs on paid tiers.
FAQ
How does AIQualityHQ analyze prompts?
The Quality Engine runs local deterministic rules in the browser and grades prompt persona bounds, structural delimiters, instruction specificity, and output schema guidelines in under 10ms.
Are prompts uploaded to external servers?
No. The Free Tier prompt verification tools do not upload prompt text to external servers; the deterministic analysis runs client-side in the browser.
Is there a free version?
The site indicates that interactive browser tools are free forever, while Pro and Team plans are for API access at higher volume. Browser tools do not count against API quota.
Can teams use it in automated workflows?
The free checker is a browser tool. The paid plans add REST API access, SDKs, shared workspaces, SSO, role-based access, and custom rate limits depending on the tier.
What kinds of tasks is it designed for?
The checker is positioned for prompt engineers, QA engineers, and developers working on LLM features. The site also shows examples for prompt checking, rewriting, injection scanning, jailbreak detection, and auditing.
Quick Facts
- Category
- Developer Tool
- Primary users
- Prompt engineers, QA teams, and developers
- Core workflow
- Check, rewrite, optimize, scan, and audit prompts
- Platform
- Browser-based tools with paid API access
- Source domain
- aiqualityhq.com
- Pricing
- Free browser tools; paid Pro and Team API plans
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