Core Diagnostics

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Retrieval Visualization

Interactive dashboards showing chunk relevance scores, embedding distances, and retrieval patterns. See exactly which documents your vector DB returns and understand why.

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Query Analysis

Analyze how different query formulations affect retrieval results. Identify query patterns that lead to poor retrieval and optimize your query preprocessing.

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Embedding Inspector

Visualize your embedding space with t-SNE and UMAP projections. Identify clustering issues and semantic gaps in your document corpus.

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Rerank Analysis

Compare pre and post-reranking results. Understand how your reranker changes document order and whether it improves relevance.

Quality Management

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Failure Labeling

Tag and categorize retrieval failures with custom labels. Build annotated datasets to systematically improve your RAG system over time.

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Ground Truth Management

Create and manage golden datasets for evaluation. Track retrieval accuracy against known-good query-document pairs.

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Hallucination Detection

Identify when LLM outputs aren't grounded in retrieved context. Flag responses that may contain fabricated information.

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Quality Scorecards

Automated scoring of retrieval quality, answer relevance, and groundedness. Track metrics over time with trend analysis.

Experimentation

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A/B Experiments

Run controlled experiments comparing chunking strategies, embedding models, reranking approaches, and prompt templates.

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Experiment Runner

Automated experiment execution with statistical significance testing. Compare multiple configurations simultaneously.

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Automated Reports

Weekly insights on retrieval quality, failure trends, and optimization opportunities. Delivered to your inbox or Slack.

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Regression Testing

Catch quality regressions before they reach production. Automated testing against your golden datasets on every change.

Enterprise Features

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SSO & RBAC

Enterprise single sign-on with SAML/OIDC. Role-based access control for teams with different permission levels.

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On-Premise Deployment

Deploy RAGDebugger in your own infrastructure. Keep sensitive data within your security perimeter.

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API & Integrations

RESTful API for programmatic access. Integrations with popular vector DBs, LLM providers, and observability tools.

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Dedicated Support

Priority support with dedicated success managers. Custom onboarding and training for enterprise teams.

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