Tag Intelligence
Automated metadata validation that ensures accuracy, compliance, and retrieval performance at scale.
Technical OverviewHow It Works: A Three-Stage Pipeline
Document SummarizationAMQ analyzes content using Gemini to extract core meaning and context from each document.
Tag Validation & CorrectionThe system confirms tag accuracy against the existing taxonomy, suggests alternatives when tags are wrong, or flags errors for human review.
Logging & Tag AssignmentAll results — validations, corrections, and flags — are stored in BigQuery for auditing, reporting, and continuous improvement.
Performance
Testing across 140 runs showed consistently high classification accuracy. Tag Intelligence flagged problematic areas in taxonomy and surfaced opportunities for improved tagging structures.
- High precision within related domains
- Strong correction capability for mislabeled content
- Identifies taxonomy weaknesses before they degrade retrieval
- Directly improves RAG retrieval quality
- Optional client-side deployment models for organizations requiring maximum isolation
Failure Modes and Safeguards
Tag Intelligence prevents two categories of risk:
Intra-system overlap
Distinguishes highly similar document types within the same category. Prevents one type of compliance document from being confused with another.
Cross-system misclassification
Stops documents from entering the wrong domain entirely, where they would degrade retrieval accuracy for every user in that domain.
Architecture
Tag Intelligence acts as the quality gate between content ingestion and vector embedding. Only validated, clean, and accurately classified content is ever used for retrieval. Nothing enters the corpus unverified.
Who Benefits
Platform Engineers
Prevent Corpus Corruption
Admins
Maintain Clean Taxonomies
Developers
Analyze Classification Behavior
Compliance
Audit Complete Tag History
Better Data. Better Answers.
Your data stays private. Your boundaries stay intact. Your clients, partners, and teams stay protected while AnswerMyQ helps your organization move faster with confidence.
Give us your domain and see how your content gets organized, governed, and retrieved before an answer is generated. Link in your inbox within 24 hours. No call needed.