Decision Engineering with AI
AI & Analytics Consultancy
UAE, KSA and GCC
We help organizations move from raw data to confident, practical action — combining Data Analytics, Statistics, Machine Learning and Agentic AI to power AI-driven better decisions and automations.
Rigorous, Reliable, Real-World Ready.
Statistical Thinking, Applied with Care and Practicality.
The Marketways 4A AI Transformation Model
Assess
Evaluate data integrity, perform statistical diagnostics, identify risks, and measure business impact to uncover the true drivers of performance, change, and opportunity, forming the foundation for an actionable AI roadmap.
Architect
Design custom algorithmic and AI-driven decision engines that model system complexity, quantify uncertainty, simulate future scenarios, and forecast operational equilibrium under varying conditions.
Adapt
Calibrate, validate, and stress-test models using your organization's own data, behaviors, constraints, and strategic objectives — ensuring relevance, resilience, and real-world applicability beyond generic industry benchmarks.
Automate
Transform strategic decision logic, operational rules, and risk boundaries into autonomous, self-learning Agentic AI workflows that continuously optimize processes, accelerate execution, and enhance business outcomes.
Why Marketways?
We are not a company that discovered AI when it became fashionable. Our roots are in statistics and research, built over two decades — AI is a natural extension of that discipline, not a hype-driven pivot.
What sets us apart is not any single capability, but the way research rigor, advanced analytics, AI innovation, and practical implementation come together to create measurable business impact.
Dual Heritage
More than two decades of market research and strategic consulting expertise combined with cutting-edge AI, data science, and advanced analytics — bringing together the best of human insight and machine intelligence.
PhD-Level Expertise
Our engagements are led by experienced statisticians, data scientists, and domain specialists with advanced academic credentials, including PhDs, Gold Medalists, and MBAs, complemented by extensive industry experience.
Proprietary Intelligence Platforms
Our in-house platforms, including BiasPulse, InfoTrack, and Security Intelligence, provide unique analytical capabilities, proprietary methodologies, and competitive advantages that cannot be replicated through off-the-shelf solutions.
Regional Depth
Extensive experience across the UAE and GCC, supporting government entities, financial institutions, healthcare providers, energy companies, and leading retailers with solutions tailored to regional realities, regulations, and business priorities.
Governance by Design
Every AI model and Agentic AI solution is developed with transparency, accountability, explainability, and human oversight embedded from the outset — ensuring responsible adoption, regulatory alignment, and organizational trust.
End-to-End Transformation
From research and diagnostics to AI strategy, model development, deployment, capability building, and workforce training through Ambeone Institute of Data Science & AI, we support the entire transformation journey.
Testimonials
Operating Since
2026
On the principle that…
Thought, not money, is the real business capital.
– Harvey S. Firestone
Marketways Decision Engineering Advisory
At the core of everything we do is a discipline we call Decision Engineering Advisory — risk and outcome modelling built for strategic impact, not just reporting. Where others hand over a dashboard, we engineer the structural logic behind your decisions.
This is the discipline behind Assess, Architect, Adapt and Automate — the four stages are how we explain the work; Decision Engineering Advisory is the thinking underneath it.
Marketways.AI Nine Level Framework
for converting Data into Decision Engineering & AI Solutions
1. Problem Identification & Requirement Discovery
ASSESS
We begin by clarifying objectives, defining success metrics, and ensuring a solid foundation for the project:
- Clarify objectives & success metrics
- Align stakeholder requirements
- Identify constraints & resources
- Outline scope, timeline, and deliverables
2. Data Cleaning & Preparation
ASSESS
We ensure data is consistent, accurate, and ready for meaningful analysis.
- Data Cleaning & Merging
- Data Quality Audits
- Data Standardisation & Normalisation
- Missing Data Handling
- Text Cleaning & Preprocessing
- Data Transformation
- Big Data Analytics
3. Data Exploration & Insights
ASSESS
We uncover meaningful patterns and actionable insights by exploring data from multiple facets.
- Exploratory Data Analysis
- KPI & Metric Development
- Descriptive Statistical Analysis
- In-depth Data Visualisation
4: Design & Create Interactive Dashboards
ARCHITECT
Here we design and create interactive, real-time dashboards for seamless decision-making.
- Design & create interactive, real-time dashboards for different KPIs
- Ensure intuitive user journeys & logic flow
- Integrate real-time data sources
- Optimize user experience
- Tailor dashboards for different user roles and KPIs
- AI/LLM powered natural language powered BI Dashboards.
5. Advanced Statistical Analysis
ARCHITECT
At this stage, we apply rigorous quantitative methods to validate hypotheses, measure significance, and drive evidence-based decisions.
- Econometric Techniques
- Hypothesis testing
- Significance & confidence intervals
- Regression analysis
- Classification & Cluster Analysis
6. Machine Learning & Predictive Algorithms
ADAPT
At this stage, we leverage data-driven algorithms to forecast, classify, and optimize outcomes.
- Predictive analytics
- Supervised & unsupervised learning
- Time series forecasting
- Model evaluation & optimization
7. Generative AI Solutions
ADAPT
We harness cutting-edge language models and automation for innovative AI-driven outcomes.
- NLP & text analytics
- GPT pipelines & prompt engineering
- Intelligent automation
- Efficiency improvements with AI
8. Real-Time Deployment & Monitoring
AUTOMATE
We operationalise AI and ML algorithms and maintain peak performance with robust deployment pipelines and continuous oversight.
- Production-grade model deployment
- Performance monitoring & alerts
- CI/CD for model updates
- Automated pipeline orchestration
- Scalable hosting solutions
9. Evaluation & Knowledge Transfer
AUTOMATE
Finally, we continuously evaluate AI Models to ensure they remain up-to-date-with latest AI techniques as well as in view of your changing business needs and scenarios.
We also provide complete knowledge transfer and hand-holding to your teams to ensure they become self-sufficient to manage and monitor the deployed models.
We blend our expertise in AI, ML, and Statistics with business domain knowledge
to guide our clients in achieving their vision.
To understand how you can derive value from your data
For a free consultation call us on 050-3840505 or email info@marketways.ai
The Questions We Answer using our AI Decision Engineering Models
Dynamically, in real time—triggering intelligent decisions and automated actions across industries
These are just a few examples—our AI-powered solutions can answer virtually any business question and trigger intelligent actions across the enterprise.
If a macroeconomic shock hits our regional market, what is the exact cascading probability of a portfolio default when supply chain constraints are factored in?
If an unexpected facility outage occurs during peak demand, what operational levers must we move to guarantee zero financial SLA penalties?
Given a subtle data drift in our infrastructure sensors combined with a regional heatwave, how much does our systemic risk decrease if we deploy an automated fail-safe versus a manual workaround?
If we allocate capital to acquire a regional competitor, how do shifting market behaviors and potential rival counter-moves alter our structural probability of hitting target ROI?
If patient demand spikes suddenly, will your care quality actually drop once you factor in staffing limits — and if yes, by how much?
If a new compliance requirement leads to a spike in demand for a public service, how does automating triage change your odds of meeting service-level commitments without adding headcount?
If demand spikes suddenly during peak season, how likely are you to run out of stock once supplier delays are factored in?
If we re-engineer workflows using AI agents, what is the true likelihood of hitting savings targets if service quality degrades, customer satisfaction drops, and hap-hazard human intervention is needed?
Specifically designed to detect any potential bias against our client organisations in the information-space. This cutting-edge algorithm meticulously evaluates data patterns, content dissemination and engagement metrics, providing a comprehensive understanding of the information landscape.
State-of-the-Art algorithm that aligns AI cognition to Human Psychology and tracks various psychological constructs such as sentiments and emotions for client orgainizations across various information transmission channels.
Advanced Security Intelligence & Analytics services, using econometrics, machine learning, and AI to proactively identify, analyze, and mitigate security threats in distributed environments.