Adaptive ML

Pioneering intelligent, self-optimising, real-time machine learning systems

The Adaptive ML Advantage: Solutions & Outcomes

We design and deploy fully managed ML pipelines that move your business beyond static analytics to achieve real-time, high-precision decision-making, delivering immediate operational value.

Predictive Forecasting & Risk Mitigation

Building and deploying custom prediction models (time-series, tabular) that directly inform high-value operational decisions. We help you **increase revenue predictability** and **mitigate risk** (churn, cost overruns, downtime) while there is still time to intervene.

CORE OUTCOME:

Proactive protection, lower financial risk, and stronger commercial strategy.

Unstructured Data Insights (NLP)

We translate vast, unused corporate text data (meetings, emails, support tickets) into strategic, actionable intelligence. We **unlock insights hidden in text data** to reveal customer needs, risk, and opportunity for objective, data-driven strategy.

CORE OUTCOME:

Objective analytics from previously unused data sources (text, audio, documents).

Custom Blueprinting, Automation & Scale

We build the solution around your data. Our consultative process designs and implements tailored architectures to **automate manual decision-making** and establish AI-enhanced workflows, allowing you to **scale without hiring** additional headcount.

CORE OUTCOME:

Higher throughput, reduced operational costs, and system scalability.

Real-Time MLOps & Performance Visibility

We deploy robust, self-managing cloud pipelines for continuous data ingestion and real-time visualization. This provides **real-time performance visibility** and automated alerts, ensuring you respond to critical changes the moment they happen.

CORE OUTCOME:

Faster, smarter operational decisions powered by continuous live data flow.


Our Core Strengths & IP

Bespoke ML Architecture & Human Expertise

We do not apply 'one-size-fits-all' solutions. Our methodology centers on deep human expertise to design custom ML architectures that precisely fit your data, ensuring optimal, tailored performance.

High-Precision Tuning

Specialised methodology for fine-tuning models like DeBERTaV3 to achieve superior, domain-specific prediction accuracy.

Real-Time MLOps

Expertise in full-stack cloud architecture (Cloud Functions, Scheduler, Run) for secure, low-latency pipelines.

Data-to-Strategy

Proprietary framework for converting high-volume, noisy internal text data into quantifiable business intelligence metrics.


Case Studies

These case studies are available to explore in full — with interactive visuals, live models, and datasets — inside the AdaptiveML Project Portal. Contact us to gain free access.

NLP-Driven Sales Forecasting & Recruitment

Transformed unstructured sales transcripts into predictive insights for recruitment and deal prioritisation.

  • Fine-tuned DeBERTaV3 for 67% deal prediction accuracy
  • NLP keyword extraction & time-series skill forecasting
  • Interactive dashboard with results

Real-Time Asset Price Forecasting

Live ML deployment for short-term asset price forecasting with adaptive retraining.

  • LSTM neural network trained on live market data
  • Retrains continuously via Cloud Functions
  • Visualised in interactive dashboard

TCGA BRCA ML & Deep Learning

RNA-Seq analysis for cancer subtype classification using machine learning and deep learning.

  • KNN classifier (76% accuracy)
  • Deep Learning MLP (87% accuracy, PyTorch)
  • 18,000+ gene expression features analysed across 800 samples

Start Your AI Journey

Ready to transform your operations with intelligent, adaptive systems? Get in touch with our expert team today for a consultation.

Contact Details

Edinburgh, UK

We'll respond within one business day.