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It aims to provide a system that can:\n\n- Process structured data containing dental KPIs.\n- Benchmark current performance against predefined Low, Target, and Stretch bands.\n- Identify variances (Risks and Opportunities).\n- Analyze trends over different timeframes.\n- Suggest potential root causes and improvement levers based on research data.\n- Generate SMART recommendations for action.\n- Compose executive-level emails summarizing the findings and recommendations.\n\n## Components\n\n- `system-prompt.md`: This document contains the detailed instructions and configuration for the AI assistant, including its role, communication style, data input requirements, analysis workflow, email skeleton, dynamic rules, and output format.\n- `convert_to_jsonl.py`: Likely a script used to convert raw data into a JSONL format suitable for processing or storage.\n- `case_acceptance_chunks.jsonl`: Data related to case acceptance, potentially used for root cause analysis or benchmarking.\n- `dental_kpi_metrics.csv`: A sample or input file containing dental KPI data.\n- `Case Acceptance Science Research_.txt`: Research or reference material related to case acceptance, possibly used to inform the root cause analysis.\n\n## How it Works (Conceptual Workflow)\n\n1.  **Data Input**: KPI data is provided in CSV/TSV format.\n2.  **Data Processing**: The data is validated and potentially converted (e.g., using `convert_to_jsonl.py`).\n3.  **Analysis**: The AI assistant (configured by `system-prompt.md`) processes the data, performs benchmarking, variance analysis, trend analysis, and root cause hinting.\n4.  **Recommendation Generation**: SMART recommendations are built based on the analysis.\n5.  **Email Composition**: An executive email is generated using the predefined skeleton and dynamic rules.\n\n## Setup and Usage\n\nSpecific setup and usage instructions depend on the environment where the AI assistant runs (e.g., a custom GPT or OpenAI Assistant). Refer to the `system-prompt.md` for the configuration details required to set up the assistant.\n\nTo use the system:\n\n1.  Prepare your dental KPI data in the required CSV/TSV format.\n2.  Upload the data to the configured AI assistant.\n3.  The assistant will process the data and output a JSON object containing the composed email (in Markdown), flags, and a KPI summary table. ","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faojdevstudio%2Femail-assistant","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faojdevstudio%2Femail-assistant","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faojdevstudio%2Femail-assistant/lists"}