appana TechnologiesUAE · AI innovation

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.

3 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 ↗

Finance

56 results · Page 1 of 5

The close, the forecast, the invoice, and the audit trail.

Finance

ROI evidence not yet linked

Account management

Keep ledgers, balances and account records straight.

THE BUSINESS VALUE

Give finance a more consistent trail from source records to reviewed figures, with exceptions visible before they reach reporting.

Explore value & benefits

Finance

ROI evidence not yet linked

Accounting

The entries, the standards and the close behind them.

THE BUSINESS VALUE

Give finance a more consistent trail from source records to reviewed figures, with exceptions visible before they reach reporting.

Explore value & benefits

Finance

ROI evidence not yet linked

Alpha factor research

Look for an edge, and test whether it survives.

THE BUSINESS VALUE

Give finance a more consistent trail from source records to reviewed figures, with exceptions visible before they reach reporting.

Explore value & benefits

Finance

ROI evidence not yet linked

Analyst scoring

Grade research consistently across a team.

THE BUSINESS VALUE

Give finance a more consistent trail from source records to reviewed figures, with exceptions visible before they reach reporting.

Explore value & benefits

Finance

ROI evidence not yet linked

Backtesting

Test the idea against history without fooling yourself.

THE BUSINESS VALUE

Give finance a more consistent trail from source records to reviewed figures, with exceptions visible before they reach reporting.

Explore value & benefits

Finance

ROI evidence not yet linked

Billing disputes

Work out who is right, from the contract and the record.

THE BUSINESS VALUE

Give finance a more consistent trail from source records to reviewed figures, with exceptions visible before they reach reporting.

Explore value & benefits

Finance

ROI evidence not yet linked

Budget planning

Consolidate departmental budgets and challenge assumptions.

THE BUSINESS VALUE

Give finance a more consistent trail from source records to reviewed figures, with exceptions visible before they reach reporting.

Explore value & benefits

Finance

ROI evidence not yet linked

Capital raising

Prepare the materials an investor will interrogate.

THE BUSINESS VALUE

Give finance a more consistent trail from source records to reviewed figures, with exceptions visible before they reach reporting.

Explore value & benefits

Finance

ROI evidence not yet linked

Collections outreach

Prioritise overdue accounts and draft reminders.

THE BUSINESS VALUE

Give finance a more consistent trail from source records to reviewed figures, with exceptions visible before they reach reporting.

Explore value & benefits

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.