All 7 new use-cases have been successfully created in the Notion database. Here's a summary of what was accomplished:
✅ Task Completed
Reddit Monitoring
Both r/AI_Agents and r/aiagents subreddits were scanned (hot feed), and comments were fetched from the most relevant posts to gather deeper context.
New Use-Cases Identified & Added to Notion (7 entries)
| # | Use-Case Name | Source |
|---|
| 1 | AI Customer Support Ticket Automation with Dual Confidence Scoring | r/AI_Agents – post on automated support pipeline with classify → generate → decide architecture |
| 2 | Internal Business Analytics Agent with Scheduled Multi-Source Reporting | r/AI_Agents – thread on internal agents, with detailed comment from a practitioner running analytics, synthetic user study, and copy agents |
| 3 | AI-Led Candidate Screening Agent with Behavioral Signal Tracking | r/aiagents – thread on behavioral changes observed after deploying AI interview screens |
| 4 | Hybrid Human-AI Support Email Pipeline with OCR and Dual-Dimension Confidence Gating | r/AI_Agents – post on reducing repetitive support work with retrieval + OCR + confidence scoring |
| 5 | Autonomous Web Accessibility QA Agent with Automated Issue Reporting | r/aiagents – post on a WCAG accessibility QA agent that auto-files GitHub issues |
| 6 | Meeting Transcript Integration Layer for Agent Memory and Workflow Automation | r/aiagents – thread on using meeting data inside agent workflows |
| 7 | Tiered Worker-Reviewer Coding Agent for Cost-Efficient Autonomous Development | r/AI_Agents – post on advisor mode pairing a cheap worker with an expensive reviewer at decision points |
Deduplication
All new entries were verified against the 30+ existing Notion database items to ensure uniqueness. No duplicates were added.