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Jobs-To-Be-Done (JTBD) Canvases
Summary
This document breaks down the Core Jobs users hire the LinkedIn Automation System to perform. Each job canvas specifies functional, emotional, and social dimensions alongside competing solutions and success metrics.
1. Job 1: Automated Authority Content Creation
Job Statement
When I complete new research or build an AI feature, I want to automatically transform my notes into polished, engaging LinkedIn content, so that I build professional authority without losing development momentum.
Core Dimensions
| Dimension | User Requirement |
|---|---|
| Functional Job | Query NotebookLM brain, extract key insights, generate formatted LinkedIn posts with Hook-Body-CTA structure. |
| Emotional Job | Feel confident that published content is accurate, authentic, and reflects my expertise. |
| Social Job | Be recognized by industry peers, recruiters, and clients as an active AI thought leader. |
Outcome Metrics
- Minimization: Reduce post creation time from 45 minutes to < 10 seconds.
- Accuracy: Zero hallucinated technical statements by grounding generation in NotebookLM sources.
2. Job 2: Safe Autonomous Execution
Job Statement
When running autonomous background jobs or scripts, I want to ensure every operation passes safety checks and work logs, so that I never accidentally execute destructive commands or publish invalid data.
Core Dimensions
| Dimension | User Requirement |
|---|---|
| Functional Job | Intercept actions via judge_guard.py, verify WORK_LOG.md status, and block unapproved state mutations. |
| Emotional Job | Peace of mind knowing background processes operate within immutable guardrails (MASTER_ORCHESTRATION.md). |
| Social Job | Maintain high platform integrity and trust within team environments. |
3. Job 3: Closed-Loop Performance Analytics
Job Statement
When posts are live on LinkedIn, I want to collect engagement data and feed performance insights back into the AI brain, so that future content automatically improves over time.
Core Dimensions
| Dimension | User Requirement |
|---|---|
| Functional Job | Aggregate impressions, likes, comments, and shares via analytics.py and upload weekly briefing reports to NotebookLM. |
| Emotional Job | Satisfaction seeing continuous data-driven improvement. |
| Social Job | Demonstrate measurable ROI on automated growth efforts. |