# aiready4all

> aiready4all is an AI Project Companion that assesses AI project readiness across the full lifecycle using the PMI CPMAI methodology integrated with a Trustworthy AI / Responsible AI framework. It guides project teams, PMOs, and executives through six lifecycle phases with gate decisions, scores projects across five Trustworthy AI pillars, and produces executive-ready assessment reports.

aiready4all aligns its analysis with international AI governance frameworks: the EU AI Act, OECD AI Principles, IEEE 7000/7010, NIST AI Risk Management Framework (AI RMF 1.0), the EU HLEG Ethics Guidelines for Trustworthy AI, the UNESCO Recommendation on the Ethics of AI, and the PMI CPMAI Trustworthy AI Framework (2025).

The service is available to other companies and AI agents over the Model Context Protocol (MCP), so assistants can run readiness assessments, score Trustworthy AI posture, get gate decisions, and generate reports programmatically.

## Methodology

- The 6-phase AI project lifecycle: (1) Business Understanding, (2) Data Understanding, (3) AI Modeling, (4) Deployment, (5) Management & Monitoring, (6) Continuous improvement. Each phase ends with a gate decision: Go / Pilot / Redesign / Pause.
- The 5 Trustworthy AI pillars (scored 1-5): (1) Societal Ethics, (2) Responsible AI / Accountability & Governance, (3) Systemic Transparency, (4) AI Governance, (5) Algorithmic Explainability.

## MCP Server (for AI agents and other companies)

- [MCP endpoint](https://aiready4all.com/mcp): Remote MCP server, Streamable HTTP transport, JSON-RPC 2.0. POST JSON-RPC messages; GET returns a discovery document.

Available MCP tools:
- `get_methodology` — Returns the 6-phase lifecycle and 5 Trustworthy AI pillars. Call first.
- `ask_ai_advisor` — Free-form Q&A about AI readiness, phases, pillars, and governance.
- `suggest_phase_inputs` — AI-suggested KPIs, patterns, data-fitness checks, pipelines, models, metrics, strategy, monitoring, or objective augmentation.
- `assess_trustworthy_ai` — Scores a project across the 5 Trustworthy AI pillars with analysis and recommendations.
- `review_phase` — Detailed readiness review of one lifecycle phase (strengths, gaps, risks, recommendations).
- `gate_decision` — Go / Pilot / Redesign / Pause recommendation with confidence and rationale.
- `generate_assessment_report` — Full executive-ready HTML assessment report plus a retrievable report ID.
- `request_consultation` — Reach a human for pricing or an enterprise deployment.

## REST API

These endpoints back the MCP tools and can also be called directly (POST, JSON, CORS enabled):
- [/api/ai-chat](https://aiready4all.com/api/ai-chat): Conversational AI readiness advisor.
- [/api/ai-suggest](https://aiready4all.com/api/ai-suggest): AI suggestions for a given assessment task.
- [/api/ai-trust-assess](https://aiready4all.com/api/ai-trust-assess): Trustworthy AI pillar scoring.
- [/api/ai-phase-review](https://aiready4all.com/api/ai-phase-review): Single-phase readiness review.
- [/api/gate-decision](https://aiready4all.com/api/gate-decision): Phase gate decision.
- [/api/ai-assessment](https://aiready4all.com/api/ai-assessment): Full assessment report generation.
- [/api/report?id=REPORT_ID](https://aiready4all.com/api/report): Retrieve a previously generated report (GET).
- [/api/lead](https://aiready4all.com/api/lead): Submit a consultation / contact request.

## Pages

- [Home](https://aiready4all.com/index.html): Overview, methodology, pricing, and FAQ.
- [App](https://aiready4all.com/app.html): Interactive assessment workspace.
- [About](https://aiready4all.com/about.html): What aiready4all does, the creator, and the mission.
- [English home](https://aiready4all.com/en/index.html): English-language landing page.
- [French home](https://aiready4all.com/fr/index.html): French-language landing page.

## Contact

- Leo Karam Fatayri — Senior AI Delivery Lead, Paris, France
- Email: contact@aiready4all.com
- LinkedIn: https://www.linkedin.com/in/leo-fatayri/

## Optional

- [Support / Donate](https://aiready4all.com/donate.html): Support the project.