clarity-gatePre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clar...
Install via ClawdBot CLI:
clawdbot install frmoretto/clarity-gateGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/frmoretto/clarity-gateAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
Law firms use Clarity Gate to verify legal briefs and contracts before adding them to a knowledge base for AI legal assistants. It ensures that ambiguous clauses or unverified claims are flagged, preventing the AI from generating confident but incorrect legal interpretations based on assumptions.
Healthcare organizations apply Clarity Gate to pre-process medical research papers and clinical trial reports for RAG systems. It validates that claims about drug efficacy or side effects are properly qualified with uncertainty markers, reducing hallucination risks in AI-generated summaries for doctors.
Financial institutions use Clarity Gate to check earnings reports and market analyses before ingestion into AI-driven investment tools. It enforces clarity on speculative statements, ensuring that predictions or assumptions are not mistaken as facts by the LLM, improving decision-making accuracy.
Tech companies employ Clarity Gate to validate API documentation and user manuals for RAG-based support chatbots. It ensures that incomplete or ambiguous instructions are flagged, preventing the AI from providing misleading technical guidance to users.
Universities and publishers use Clarity Gate to review academic papers before adding them to AI research assistants. It checks for missing citations or unverified claims, helping maintain epistemic quality in AI-generated literature reviews and summaries.
Offer Clarity Gate as a cloud-based API service with tiered pricing based on document volume and validation features. This model targets enterprises needing scalable pre-ingestion verification for their RAG systems, with revenue from monthly or annual subscriptions.
Sell on-premise licenses for large organizations with strict data privacy requirements, such as healthcare or finance. This includes custom integration support and maintenance contracts, generating revenue from one-time license fees and ongoing service agreements.
Provide a free open-source version with basic validation, while monetizing advanced features like batch processing, custom validation rules, and analytics dashboards. This attracts developers and small teams, converting them to paid plans as their needs grow.
💬 Integration Tip
Integrate Clarity Gate early in your document ingestion pipeline to catch clarity issues before they propagate into your RAG system, using the bundled scripts for deterministic claim IDs and document hashes to ensure consistency.
Scored Apr 19, 2026
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