AI toolsand datasystems
that payforthemselves
We help companies automate research, validate critical data, and make faster decisions - turning weeks of work into hours and uncertainty into confidence.
WHAT WE DO
AI Knowledge Tools
Your analysts spend 80% of their time searching for information instead of using it. Every hour lost to manual research is billable time that could go to clients, or strategic work that never gets done.
We build AI platforms that let your team find answers in seconds instead of hours. One client cut research time by 85% - their analysts now handle three times the workload without hiring.
The business case:
Reclaim hundreds of analyst hours per month. Respond to clients faster. Win more work because you move quicker than competitors still buried in PDFs.
Data Validation Systems
Bad data kills deals. One wrong number in a board deck, one dataset that can't be defended under due diligence — and credibility evaporates. Worse, you don't find out until it's too late.
We build validation systems that catch errors before they reach stakeholders, track every number back to its source, and generate audit-ready reports automatically.
The business case:
Protect your reputation. Close deals faster because investors trust your numbers. Stop paying senior people to manually check spreadsheets.
Forecasting & Decision Dashboards
Slow decisions cost money. While your team spends weeks building scenarios in Excel, competitors are already moving. And when leadership asks "what happens if we do X?" — you shouldn't need a week to answer.
We build forecasting systems that update automatically and dashboards where leadership can test scenarios themselves, giving them the clarity to act decisively.
The business case:
Faster decisions, fewer surprises. Spot opportunities before competitors do. Free up your analysts from endless Excel updates.
Business Development Intelligence
Your BD team is flying blind. They're guessing which prospects to chase, missing policy changes that create opportunities, and spending hours on research instead of relationships.
We build BD intelligence tools that track your pipeline, surface warm leads, identify upcoming regulations that impact your clients, and tell you exactly who to contact and why before your competitors do.
The business case:
Fill your pipeline with qualified leads. Spot opportunities the moment policy shifts create demand. Spend less time researching and more time closing.
OUR WORK
Policy Research Platform
Professional Services Firm
The problem
Research team spending 80% of time manually searching and summarising policy documents across thousands of sources.
What we built
An internal platform integrating document classification, semantic search, and AI-generated summaries with full citation tracking.
The result
85% reduction in research time. Team now delivers insights in hours instead of days.
Investment Data Validation
Energy Transition Fund
The problem
Investment decisions relying on datasets with inconsistent quality, missing provenance, and no systematic validation.
What we built
A four-tier validation framework with automated quality checks, anomaly detection, and stakeholder reporting across 10,000+ data points.
The result
95%+ data accuracy. Framework now supports multi-million dollar investment decisions with full audit trail.
CT Scan Utilisation Optimisation
Hospital System
The problem
Emergency department over-ordering CT scans for suspected pulmonary embolism - exposing patients to unnecessary radiation, creating bottlenecks, and driving up imaging costs with no visibility into what was driving the behaviour.
What we built
A discrete-event simulation modelling 50,000 patient encounters, testing seven evidence-based interventions including point-of-care testing, behavioural nudges, and clinical decision support. Delivered a phased implementation roadmap with clear ownership and success metrics.
The result
Projected 32% reduction in unnecessary scans, 50% improvement in diagnostic accuracy, and $3M+ annual savings without compromising patient safety.
WHY WORK WITH US
We've done this at scale
Our work has supported multilateral development banks, global energy companies, and high-stakes investment decisions. We bring that rigour to every project.
We ship fast
No six-month discovery phases. We scope tightly, build quickly, and deliver systems you can use - not slide decks about what we could theoretically do.
We make you look good
Clean dashboards. Audit-ready reports. Outputs you can put in front of leadership, investors, or clients without hesitation.
WHO WE ARE
Mohamed Ahmed
Machine Learning Engineer
Machine Learning Engineer with a PhD in Chemical Engineering. 3+ years building AI systems for multilateral development banks, international financial institutions, major energy companies, and government bodies. Builds the backends, pipelines, and AI platforms that power our work.
Hammam Elshtewi
Data Scientist
Data Scientist specialising in statistical validation and production ML systems. Built investment-grade frameworks for energy transition funds and forecasting systems for healthcare. Turns complex analysis into deliverables clients trust and act on.
LET'S TALK
Got a data problem costing you time or money? Let's have a quick conversation about whether we can help.
Emailcontact@ancoatsanalytics.com
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