MKLV
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Qatar · GCC · Enterprise AI
AI that enters
the workflow.
AI intelligence symbol Connected enterprise context symbol Human leadership symbol

MKLV connects investment, advisory and enterprise intelligence to bring governed AI into the work.

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About Us
Enterprise intelligence,
Built for real-world decisions
Qatar-based · GCC-focused
Based in Doha, Qatar
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Night view of the Arabian Peninsula and Persian Gulf from space, with Qatar highlighted directly on the globe
WorldWise

One platform.
Connected intelligence.

Connect data, context, agents, applications and governance through the WorldWise enterprise platform.

DATA·CONTEXT·AGENTS·APPLICATIONS·GOVERNANCE
Applications
Intelligence for the decisions that matter.
Leadership AI, Investment AI and StateCraft are illustrative application concepts.
Explore applications

Three connected
disciplines

InvestmentAdvisoryEnterprise IntelligenceInvestmentAdvisoryEnterprise Intelligence
Services
AI strategy.
Real-world delivery.

Identify where AI can create value, redesign the work around it, and build a practical path to deployment.

Leadership AI.

Clarity for critical decisions.

Process
From direction
to deployment

Align & Frame

Clarify goals, workflow context, decision owners and review criteria before work is scoped.

DISCOVERY
01/04

Design & Prototype

Shape the experience and system approach around the agreed operating context.

PROTOTYPE
02/04

Evaluate & Refine

Review usefulness, quality, risk and adoption against criteria agreed for the workflow.

EVALUATION
03/04

Deployment Readiness

Prepare responsibilities, governance and monitoring for the approved environment.

READINESS
04/04
Benefits
Why Choose Us
Accuracy
Latency
Safety
Cost
Business objective first

Agree measures for the workflow, such as accuracy, latency, safety and cost, before evaluation.

Evidence stays visible

Make sources, assumptions and evaluation criteria available for review.

Governance in the design

Consider permissions, oversight, auditability and deployment context as part of the design.

People stay accountable

Keep human judgement, review and decision ownership clear.

Connected capabilities
Connected capabilities
Agents & orchestration

Connect agent capabilities and workflows with clear review and handoff points.

Evaluation & review

Agree quality, risk and value criteria for the specific operating context.

Knowledge & context

Relate relevant business knowledge and source context to a defined workflow.

MKLV
Applications in the work

Shape application experiences around the decisions and people involved.

Secure by Design

Consider data handling, access controls, secrets, auditability and compliance workflows for the approved environment.

Integration & delivery

Plan system access and integration according to the approved scope and environment.

Data Knowledge Agents Workflows Governance Integration
Tools
Capability for enterprise work
WorldWise connects data, knowledge, agents, workflows and governance. Specific technologies and integrations depend on the agreed scope.
Discuss the context
Leadership
Our co-founders and
illustrative portraits
Portrait of Marc Norris
Marc Norris
Co-Founder, Commercial
Portrait of Dalya Al Khalaf
Dalya Al Khalaf
Co-Founder, Strategy & Investment
Fictional illustrative professional portrait, not an MKLV staff member
Illustrative professional
Fictional placeholder; not MKLV staff.
Fictional illustrative professional portrait, not an MKLV staff member
Illustrative professional
Fictional placeholder; not MKLV staff.
Fictional illustrative professional portrait, not an MKLV staff member
Illustrative professional
Fictional placeholder; not MKLV staff.
Evaluation criteria
Define what
matters in
the workflow
No performance figures are shown here. Measures should be agreed for the specific engagement and context.
BUSINESS VALUE
Define
WORKFLOW FIT
Assess
QUALITY & OVERSIGHT
Review
Evaluation dimensions
Metal arrow directed through glass guides toward a target
Business objective
Outcome and assumptions
/ REVIEW CRITERIA
Connecting walkways in a modern atrium
Workflow fit
Processes and handoffs
/ REVIEW CRITERIA
Precision inspection of a machined metal component
Quality and risk
Evaluation and controls
/ REVIEW CRITERIA
Hands reviewing charts on a printed report
Human oversight
Review and decision ownership
/ REVIEW CRITERIA
Conversation prompts
Questions for
a useful review
MKLV / REVIEW PROMPT
Which operating decision should AI help make clearer?
Business objective
Concept prompt
What context and evidence should a reviewer be able to inspect?
Evidence and context
Concept prompt
Where should human review and approval happen?
Human oversight
Concept prompt
Architectural model and plans on a boardroom table
Research materials and data displays on a desk
Hand adjusting a precision control dial
Engagement scopes
From discovery to delivery
scope shaped by context
 scope-based.
Opportunity framing
Discovery scope
Discovery scope
Get Started
What's included
Clarify the operating question, workflow context and evaluation criteria.
  • Operating objective
  • Workflow context
  • Evaluation criteria
  • Scope to be agreed
Platform & delivery
Delivery scope
Delivery scope
Get Started
What's included
Plan platform, application, integration, governance and adoption for an agreed environment.
  • Agreed scope
  • Controls and oversight
  • Evaluation plan
  • Integration scope to be agreed
FAQs
Frequently Asked
Questions
Start with the operating objective, the decision to support, workflow context, available information and accountable owners. Scope is agreed around that context.
Useful context includes the workflow, relevant systems and knowledge, data boundaries, decision owners and the people who will review outputs.
Deployment options depend on the approved scope, information boundaries, operational needs and environment. Controls and oversight are considered with those constraints.
Agree evaluation criteria for the specific workflow before assessing usefulness, quality, risk and adoption. Measures depend on the operating context.
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Contact
Let's Build
Intelligent Things
E-mail address
marc@mklv-group.com
Location
Doha, Qatar

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