| Risk | Likelihood | Impact | Mitigation | |------|------------|--------|------------| | – tags become less relevant as language evolves | Medium | High | Schedule weekly re‑training on latest data; monitor acceptance rate and trigger auto‑retrain if < 60 %. | | Performance spikes during large batch uploads | Low | High | Use a separate “batch‑mode” endpoint that processes asynchronously and writes tags in bulk. | | Privacy breach if model sends data to external API | Low | Critical | Run all inference on‑prem; enforce data‑masking for any logging. | | User confusion over auto‑suggested tags | Medium | Medium | Provide clear UI affordances (tooltips, “Why this tag?”) and easy reject options. | | Tag taxonomy conflict with existing manual taxonomy | Medium | Medium | Admin UI to map auto‑generated tags to canonical taxonomy; allow black‑listing of problematic tags. |
| Metric | Target (6 months) | |--------|-------------------| | | ≥ 70 % of suggested tags accepted | | Search click‑through rate | ↑ 15 % vs. baseline keyword‑only search | | Average search latency | ≤ 500 ms | | Model inference latency | ≤ 300 ms | | Admin config changes | ≤ 2 per month (indicates stability) | | User satisfaction (NPS) | +5 points relative to pre‑launch baseline | juq 699
+-------------------+ +-------------------+ +-------------------+ | Front‑end (SPA) | <--API--> | API Gateway | <--gRPC-->| Tagging Service | +-------------------+ +-------------------+ +-------------------+ | ^ | | | | | | | v | v +----------+ +-----------+ | Search | | Model(s) | | Service | | (DistilBERT| +----------+ +-----------+ | Risk | Likelihood | Impact | Mitigation
| # | As a … | I want to … | So that … | |---|--------|-------------|-----------| | | Content Creator | see suggested tags as I type a title/description | I can quickly add accurate metadata without leaving the editor | | JUQ‑699‑02 | Content Creator | edit or accept/reject the suggested tags | I stay in control of the taxonomy and can correct any mistakes | | JUQ‑699‑03 | Power User | search using natural language (e.g., “draft proposals from last quarter”) | I find the exact items I need without remembering exact keywords | | JUQ‑699‑04 | Admin | configure the confidence threshold for auto‑tagging and whitelist/blacklist tag vocabularies | I can tune the system to match our domain terminology | | JUQ‑699‑05 | Product Analyst | view analytics on tag usage and search success rates | I can measure adoption and continuously improve the model | | | User confusion over auto‑suggested tags |
I’m unable to identify or provide a write-up for something labeled — it doesn’t correspond to any known public case, product code, regulation, or academic reference I can verify.