Use cases.

Concrete situations where we step in, from the first question to production.

Illustrative scenarios: they describe types of engagements, not client references. Named work is published only with permission.

Artificial intelligenceInternal document assistant.Find the right answer across thousands of pages.
Context
A team loses time searching through scattered procedures and contracts.
Approach
Indexing of authorised documents, AI-assisted search, cited sources and human review.
Scope
Internal knowledge base, role-based access, logging.
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CybersecurityWeb application audit.See what an attacker would see, before they do.
Context
An SME launches a customer portal and wants to know its exposure.
Approach
Attack surface mapping, vulnerability analysis, prioritised remediation plan.
Scope
Scope authorised in writing, report and debrief.
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Digital developmentCustom business portal.One tool instead of ten spreadsheets.
Context
Processes run through emails and spreadsheets, and are hard to track.
Approach
Workshops, mockups, iterative development, APIs and integration with existing tools.
Scope
Responsive web application, roles and permissions, documentation.
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Artificial intelligenceRequest automation.Sort, qualify and route, with no retyping.
Context
A department receives repetitive requests through several channels.
Approach
AI-assisted classification, business rules, handover to a person for sensitive cases.
Scope
Mail and CRM connectors, tracking board, tested guardrails.
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Digital marketingMeasured B2B acquisition.Content that brings qualified requests.
Context
A company wants to be found for its expertise in French, English and Arabic.
Approach
Keyword research, one page per expertise, content, consent-aware conversion tracking.
Scope
Technical SEO, editorial calendar, dashboards.
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CybersecurityTeam awareness.Security starts with reflexes.
Context
Phishing attempts target employees first.
Approach
Hands-on workshops, good practice adapted to each role, a reporting procedure.
Scope
Sessions per team, materials, follow-up plan.
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ConsultingScoping before development.Know what to build, and what to leave out.
Context
A leadership team wants to launch a portal, without a shared scope or success criteria.
Approach
Workshops, process mapping, compared options and a prioritised roadmap.
Scope
Scoping note, target architecture and an implementation plan.
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