SageCompass — A virtual consultant for evaluating AI…

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About this project

SageCompass is an augmented decision system designed to help businesses determine whether investing in AI is worthwhile. It consistently analyzes potential AI projects, providing a clear, data-driven assessment to decide if an idea is worth pursuing before resources are committed.

SageCompass: An Augmented AI Decision Framework

SageCompass serves as a comprehensive augmented decision-making system designed to evaluate the necessity of artificial intelligence (AI) for business ideas before significant resources are invested in development. This framework acts as a virtual consultant that applies consistent logic across various AI concepts, providing quantifiable insights that inform stakeholders about the viability of their projects.

Purpose and Functionality

SageCompass employs a structured approach to decision-making through four key stages:

Problem Framing & Information Gathering
Engages in a thorough analysis to clarify the specific problem that needs solving.
Goals & KPIs
Translates identified problems into measurable goals and key performance indicators (KPIs).
Feasibility Assessment
Evaluates the availability of necessary data to determine if the proposed AI solution is actionable.
Decision Synthesis
Enables informed decision-making by synthesizing the gathered information and presenting a clear conclusion regarding the project's feasibility.

Key Agents in the Process

SageCompass incorporates various roles that facilitate the decision-making process:

Agent	Simple Metaphor	Stage
Problem Framing Agent	Business analyst	Stage 1
Business Information Agent	Information analyst	Stage 1
Business Goal Agent	Strategy translator	Stage 2
KPI Agent	Performance analyst	Stage 2
Eligibility Agent	Compliance specialist	Stage 3
Solution Design Agent	Engineering expert	Stage 4
Cost Estimation Agent	Operations manager	Stage 4
Decision Agent	Executive summarizer	Stage 4

Project Structure

The repository is organized into several key directories and includes multiple components:

.
├── docs/                     # Documentation assets
│   ├── mermaids/             # Mermaid exports/diagrams
│   └── assets/               # Images, htmls
├── drupal/                   # Drupal site root/
│   ├── .ddev/                # DDEV orchestration
│   └── README.md             
├── gradio-ui/                # Runnable Gradio UI surface (uv-managed)
│   └── README.md             
├── langgraph/                # Runnable LangGraph backend (uv-managed)
│   └── README.md             
├── AGENTS.md                 # Top level AGENTS directives (Codex mirror)
├── CLAUDE.md                 # Top level CLAUDE directives
├── CHANGELOG.md              # Required changelog (update under [Unreleased])
├── README.md                 # This file
└── LICENSE                   # MIT

Value Proposition

By utilizing SageCompass, businesses can reduce the risk of investing in AI projects that are unlikely to yield favorable outcomes. The structured evaluation process through clearly defined stages serves to align organizational goals with tangible metrics, thus enhancing decision-making capabilities. This framework is particularly beneficial for teams looking to streamline their AI initiative assessments and improve strategic planning.