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Enterprise AI use cases

Find the AI outcomes that matter to your sector.

Every use case here runs in production — on real business data, with no real identity exposed. Jump straight to your industry, or see the whole picture first.

Choose your sector ↓

The value at a glance

One layer. Two motions. Every kind of intelligence.

There are only two things any enterprise does with Maya: AI for Data puts AI to work on the knowledge you already own — customers, contracts, operations, ERP. Data for AI turns your real production data into safe fuel for testing and training. In plain terms: use AI on your data — and make your data safe for AI.

Live Enterprise value map
16 use cases 4 sectors 5 EU countries 0 identities exposed
🤝

Customer & commercial

AI for Data
Cross-industryFinancial

Your front office moves faster — safely.

45,000 hrsagent hours returned / yr
48h→10mquote turnaround
advisory cases / day
support · quoting · advisory🔒 no identities · zero storage
⚙️

Operational

AI for Data
ManufacturingHealthcare

Buried know-how becomes an instant answer.

25,000 hrsoperator hours saved / yr
+25%forecast accuracy
2 hrs/dayback per clinician
manuals · distributor feeds · clinical notes🔒 no identities · zero storage
📊

ERP & system

AI for Data
FinancialCross-industry

The hardest data to expose becomes AI-ready.

60%faster reporting
30,000 hrsanalyst hours redirected / yr
8B+revenue analysed
SAP · Oracle · data lake🔒 no identities · zero storage
💾

Test, training & ML data

Data for AI
Cross-industryManufacturing

Real data, safe to use — not just to store.

250K+saved, first SAP cycle
40→95%test coverage
−70%ML data-prep cost
sandbox · test · ML training🔒 no identities · zero storage
Across every use case:zero data storageno real identities exposedworks with any AI model
Understand the value — scroll to your sector and open a story Figures are from representative production deployments; each cell shows its own units and is not additive across the map.
🏥

Healthcare & life sciences

Useful AI across voice, images and text — without exposing a patient.

2 use cases
Clinical documentation

Give clinicians their evenings back.

Clinician voice becomes a structured note the moment the conversation ends — the patient already invisible to the AI.

2 hrs/daysaved per clinician
🔒 De-identified at source
Staff training

Train thousands of staff without exposing a single patient.

Realistic training and sandbox systems built from production data — that contain no real patient.

1.2M/yrsaved on training systems
🔒 No real patients exposed
🏦

Financial services

Advice and analytics built on complete context — records never surrendered.

3 use cases
Tax advisory · individuals

Give every client your best advisor's instinct — twice as fast.

150,000+ returns a year, read and reasoned by AI, with every identifier removed before it sees a thing.

cases per day · 72% → 94% satisfaction
🔒 Pixel-level PII removal
Tax advisory · organisations

Let AI walk the corporate-tax maze your seniors used to walk alone.

Organisational tax data analysed by internal AI while confidential figures stay under your control.

95%handled without manual work
🔒 No PII in the pipeline
Financial analytics

Read the whole business at month-end — without a record leaving.

Twelve source systems and €8B+ revenue consolidated into AI-ready, pattern-consistent data.

60%faster reporting · 30,000 analyst hrs/yr
🔒 PII stays in the boundary
🛠

Manufacturing

From product design to plant-floor performance — IP kept inside.

5 use cases
Supply chain

Forecast across every distributor — without anyone sharing raw data.

8,000+ distributor touchpoints combined for demand sensing, each partner's identity protected.

+25%forecast accuracy · −30% stockouts
🔒 Partner identity protected
Design

Improve the product without letting a drawing leave the building.

Enterprise design knowledge and AI analysis, applied to components and production decisions.

−30%design-cycle cost · IP retained
🔒 Design IP stays inside
Robotics & vision

Inspect at machine speed — on visuals that never leave your walls.

Camera feeds analysed for robotic and quality use cases inside a controlled environment.

−40%inspection cost
🔒 Controlled environment
Document intelligence

Ask the 400-page manual a question instead of reading it.

Operators get instant, verified answers from internal machine and operation manuals at the point of work.

25,000 hrsoperator hours/yr saved · 85% answered
🔒 Proprietary methods stay in
Downtime

See downtime coming before it stops the line.

Constraints and failure patterns learned from real operational data that never leaves your control.

Predictivefailure & constraint detection
🔒 Data stays under control
🌐

Across the enterprise

Build once, apply everywhere — people, data, cloud, testing and SAP.

6 use cases
Knowledge base

Answer every question new hires ask — in seconds.

120,000+ tickets a year answered from real, role-specific history instead of generic scripts.

45,000 hrsagent hours returned/yr · −35% resolution
🔒 No PII to the model
Cloud migration

Rehearse the migration and defuse go-live surprises.

Migration scenarios, dependencies and risks modelled on realistic, anonymized system data.

~50%lower migration-prep cost
🔒 Anonymized system data
SAP sandboxes

Test on real behaviour, not real people.

Production-realistic SAP sandbox and test systems, with customer data anonymized for compliance.

250K+saved first cycle · months → weeks
🔒 Zero data in non-prod
Multi-system test data

Make SAP and Oracle finally tell the same story.

The same identity transformed identically across systems, so cross-system testing holds together.

40 → 95%test coverage · −40% integration cost
🔒 Consistent, zero PII
ML training data

Train models on the patterns — never the people.

Relationally-intact training data that behaves like production, with no real identity inside it.

−70%data-prep cost · 0 identities exposed
🔒 No new sensitive store
Physical AI

Let robots see the floor — not the faces on it.

Rich camera feeds analysed for physical AI inside a controlled environment, faces redacted.

+30%fulfilment speed · −25% mis-picks
🔒 Faces redacted
For security & compliance

Every outcome reaches production because these teams can prove control

The three questions security, privacy and legal always ask — answered by default.

🔑

Control

  • Only authorized users, inside your environment, can restore real values
  • The external model can never reverse a token
  • Policy by department, enforced at source before data moves
access-scoped · local-only
👁

Visibility

  • Who asked what, which model answered, what was masked and restored
  • Full audit trail, exportable for regulators and internal audit
  • Zero data storage — nothing new to breach or disclose
exportable evidence
⚖️

Compliance

  • Evidence for GDPR (Art. 25) and the EU AI Act (Art. 50) as a by-product
  • Aligned to NIS2, ISO 27001 and SOC 2
  • Run in your cloud, on-premises or fully air-gapped
GDPR · AI Act · NIS2
The proof most vendors can't show

Making sensitive data safe to use — not just to store

250K+
saved in the first cycle

Compliant SAP S/4HANA system copies

Anonymized production data for sandbox, test and training — setup cut from months to weeks.

80% time saved, −60% cost
€300K+ saved per system on repeats
Zero customer data in non-production
40 → 95%
test coverage

Consistent test data across SAP + Oracle

The same identity is transformed identically in both systems, so cross-system testing finally holds together.

−90% cross-system inconsistencies
−40% integration-testing cost
Zero compliance incidents since deployment
−70%
data-preparation cost

Anonymous ML & AI training data

Relationally-intact training data that behaves like production — so models learn the real patterns, not real people.

Realistic patterns preserved
Cross-record links retained
Zero production identities exposed
Endorsement · Director, Business Development, FPT Software Europe
Maya is a leader in consistent data anonymization across different source systems — a vital need in the consulting, financial and healthcare landscape. Their expertise will have a huge impact, enabling us to unlock invaluable insights while safeguarding privacy.
Consulting, financial & healthcare source-system anonymization

The AI project you want is probably held back by the data it needs.

Your most valuable intelligence lives in contracts, customer history, ERP systems and institutional know-how — the same data your teams hesitate to expose. Show us one use case and we'll map the outcome, the safeguard, and the number.

Show us your AI use case