Data & Analytics
Data pipelines
Move data between systems without losing it on the way.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
USE CASES
Great ideas.
Real possibilities.
Explore what AI could do for your business. Open a use case to see how it works, the value it could bring and how we can build it with you.
FIND YOUR OPPORTUNITY
What could AI do for your business?
Real businesses. Published returns.
1 matching use cases have a linked ROI study. Highest-to-lowest ordering uses the reported annual ROI of a relevant reference deployment. Cases without comparable evidence follow alphabetically; missing evidence does not mean low value.
How to read the ROI figures
Reported annual ROI uses Nucleus Research’s method: average annual net benefit across three years divided by initial investment. Assessments can include indirect benefits and projected years. Figures cover the named deployment, including software, integration and process changes; they do not isolate AI’s contribution or predict your return.
Read the calculation method ↗Data & Analytics
48 results · Page 1 of 4
Getting the number out, and being able to defend it.
Explore value & benefits
Data & Analytics
ROI evidence not yet linked
Activity summarisation
Summarise a long trail of actions into what happened.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Business classification
Sort organisations into the categories a system needs.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Business intelligence tools
Build in the tool the business already reads.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Content QA
Check published material against the facts and the style.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Coverage gaps
Say what the data does not cover.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Dashboard data integrity
Check the chart is still measuring what it claims.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Data cleaning
Fix what is wrong before it becomes a conclusion.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Data mapping
Match one system's fields to another's.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Data validation
Reject bad input before it becomes bad data.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Data visualisation
Choose the chart that does not mislead.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Data & Analytics
ROI evidence not yet linked
Dataset creation
Build the set a model or an analysis needs.
THE BUSINESS VALUE
Make the path from business data to an explanation easier to inspect, so teams can act with a clearer understanding of the numbers.
Business categories and use cases from 100models.ai, an appana project. Checked daily. Catalogue last changed: 2026-10-03. Business guidance by appana; scope and expected value are agreed with you.