AI & Data 4 min read 14 January 2025

Generative AI: A Disruptive Shift in Data Analysis

Discover how generative AI is transforming UK data analysis with automation, personalisation and advanced prediction.

Edith Yocelin Canelo Huayascachi

Edith Yocelin Canelo Huayascachi

Data Analyst at Wirbi

In the UK—where the NHS, fintech and retail set a demanding pace—analysts must maximise value from data across nations and regions. Generative AI is changing the rules.

At Wirbi, work once measured in weeks now completes in hours, with deeper, more actionable insight tailored to the UK context.

01The impact in numbers (UK)

GenAI adoption is rising across UK public and private sectors.

63%

Adoption

UK organisations piloting or scaling GenAI

£3.5B

Annual impact

Estimated value added across sectors

1.6h

Daily savings

Per knowledge worker using GenAI

02Automation in the UK context

From NHS operational analytics to fraud monitoring in fintech, GenAI automates data preparation, code generation and reporting so analysts can focus on strategic analysis.

📊

Data Cleaning

Detects anomalies, fills gaps and standardises formats across trusts and regions.

~70% time saved~99% accuracy
🤖

Code Generation

Generate SQL, Python and DAX from natural language and UK business rules.

10x fasterFewer errors

03 💡 Personalisation that optimises

Generative AI builds role-aware reports that match UK stakeholders' needs—executives, analysts and frontline operations—improving time-to-decision and alignment across functions.

Role-based dashboard (UK example)

👔 Board & C-suite

  • • Strategic KPIs
  • • Macro & sector signals (ONS)
  • • YoY comparisons
  • • Quarterly forecast

📊 Analyst

  • • Detailed metrics
  • • Drill-down by nation/region
  • • Data lineage & raw access
  • • Statistical tests

🏥/🛍 Operations

  • • Real-time KPIs
  • • SLA & stock alerts
  • • Work queues
  • • Daily performance

GenAI adapts narrative, visuals and detail level to each role and data literacy.

04 📊 Prediction that prepares for the future

From NHS capacity planning to retail demand and fintech risk, GenAI enables forecasting, anomaly detection and recommendations aligned to UK realities.

Predictive capabilities

Advanced Forecasting

Multivariate time series with scenario analysis and confidence bands.

• Seasonality & promotions

• External regressors

• What-if simulations

Anomaly Detection

Detect KPI drift early with root-cause narratives and next-best actions.

• Real-time alerts

• Explainable signals

• Prescriptions

Wirbi outcome:

~31% reduction in operational costs across UK pilots.

Leading GenAI for UK analytics

T

Tableau GPT

Natural-language visualisation, AI data prep and enrichment.

✨ Ask DataEnterprise-ready£55/user/mo
D

DataRobot

AutoML with governance and explainability for regulated sectors.

🤖 AutoMLNo-codeCustom pricing
PB

Power BI Copilot

Native to Microsoft 365; strong for Azure-first estates.

🎯 Microsoft 365Copilot Pro£10/user/mo
💡

Our experience in the UK

Results observed within 6 months

"By integrating GenAI into our analysis workflows, we cut cycle times drastically and improved decision quality for UK clients."— Edith Yocelin Canelo, Data Analyst
73%
Time reduction
Days → hours
2.9x
More actionable insights
Per project
90%
Client satisfaction
With personalised reporting

Tech stack (UK):

Python + GenAI

Automation

Tableau GPT

Visualisation

Cloud AI

Processing

Custom LLMs

Personalisation

The future of GenAI in the UK

2025: Autonomous agents

In progress

Agents handle end-to-end analysis for standard use cases.

2026: Multimodal by default

Coming up

Text, image, video and audio analysed in one flow.

2027: Full democratisation

Future

Over half of complex analyses completed by business users.

Ready to begin?

Generative AI isn’t the future of analytics—it’s the present. Early adopters set the pace.

Edith Yocelin Canelo Huayascachi

Edith Yocelin Canelo Huayascachi

Data Analyst at Wirbi

Data analyst with over 5 years’ experience delivering generative AI solutions to drive analytics and business intelligence (BI) optimisation.

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