# Kaidris

> Kaidris (legal entity: Kaidris LLC, Wyoming, USA) is a boutique AI & enterprise-transformation advisory. Tagline: "Practical AI that ships — from strategy to production." A practitioner-led firm that delivers working systems, not slideware. Remote-first, worldwide. Working languages: English, Arabic, French.

Kaidris helps organizations adopt AI that actually reaches production, pairing hands-on AI engineering with 15+ years of enterprise depth (SAP, digital transformation, large-scale delivery). The firm is led by its founder and principal, **Mohamed Haddaji Mastouri** — AI transformation leader and enterprise architect — who builds and ships production AI: multi-agent orchestration, open-weight model builds, and AI governance.

Site: https://kaidris.com/ (single page). Contact: contact@kaidris.com or LinkedIn (below). No pricing is published; engagements are scoped individually.

## Services

- **AI strategy & use-case design** — turn business problems into feasible, high-value AI use cases with measurable outcomes.
- **Agentic & multi-agent systems** — architecture, orchestration, guardrails, production reliability.
- **LLM solutions** — fine-tuning, quantization, deployment, cost-efficient single-GPU inference.
- **AI governance & evaluation** — quality controls, red-teaming, "prove-it-can-fail" verification frameworks.
- **Enterprise integration** — wiring AI into SAP and core business processes and data.
- **Fractional AI leadership** — a senior AI architect for teams that don't have one in-house.

## Why Kaidris

- Led by a practitioner who builds and ships: public open-weight models with 10,000+ downloads on Hugging Face and a production multi-agent system.
- Enterprise depth: 15+ years across SAP, digital transformation and large-scale delivery.
- Trilingual delivery (English / Arabic / French) across the GCC, Europe and global teams.
- Outcome-focused: every engagement is tied to a concrete business result.

## How we work

- Engagement models: project-based, advisory retainer, or fractional (a few hours per week).
- Remote-first, worldwide.

## Principal

- Name: Mohamed Haddaji Mastouri — founder & principal; AI transformation leader and enterprise architect; 15+ years in enterprise software (SAP) and digital transformation; trilingual (EN/AR/FR).

## Links

- [Website](https://kaidris.com/): the Kaidris site (single page, sections: What we do, Services, Why Kaidris, Proof, How we work, Contact).
- [Hugging Face](https://huggingface.co/mastouri): open-weight models by the principal (10,000+ downloads).
- [Portfolio](https://mohamedmastouri2000-boop.github.io): the principal's portfolio site.
- [LinkedIn](https://www.linkedin.com/in/mohamed-haddaji-mastouri-b98aa395): the principal's professional profile.

## Optional

- [Sitemap](https://kaidris.com/sitemap.xml): XML sitemap.
- [robots.txt](https://kaidris.com/robots.txt): crawler policy (all crawlers allowed).