Services

Specialist services for multilingual AI assurance and deployment

We help organizations evaluate Arabic–English AI systems, identify risks, and move toward responsible deployment with clearer evidence and stronger control.

Stage 01 · Entry

Multilingual AI Readiness Assessment

A structured assessment for organizations exploring Arabic–English AI systems and deciding whether they are ready for bounded pilot use.

Outcome

A clear answer on whether the system is ready for pilot use, restricted use, or requires further work before deployment.

Best for

→ Teams comparing models or providers
→ Organizations evaluating a new multilingual AI use case
→ Buyers who need evidence before committing to deployment

What you receive

Use-case scoping
Model or provider comparison
Arabic–English performance review
Risk summary
Readiness recommendation
Executive-ready report

Delivery

2–3 weeks from kick-off to final delivery
No client data required — we bring our own prompt packs
Available across UK and GCC
Delivered as DOCX, PDF, and PPTX

Stage 02 · Core

Cross-Lingual Bias & Reliability Audit

A deeper audit for organizations already testing or deploying multilingual AI and needing visibility into cross-lingual failure modes.

Outcome

A clearer picture of where the system is strong, where it fails, and what controls are needed before wider rollout.

Best for

→ Customer-facing assistants
→ Internal knowledge systems
→ Public-sector or regulated use cases
→ Teams concerned about bias, drift, or hallucination risk

What you receive

Arabic–English gap analysis
Bias and fairness findings
Reliability and grounding review
Flagged examples and failure patterns
Mitigation guidance
Assurance summary for decision-makers

Delivery

3–4 weeks from kick-off
Custom prompt pack for your domain
Executive readout workshop included
Up to 3 model comparisons

Stage 03 · Specialist

Cultural Integrity Assessment

An assessment of whether a model behaves appropriately across Arabic-language and regional cultural contexts.

Outcome

More confidence that the system is not only accurate, but appropriate for the context in which it will be used.

Best for

→ Public-facing AI
→ Multilingual support systems
→ Culturally sensitive deployment environments
→ UK–GCC localization projects

What you receive

Scenario-based testing
Cultural and language risk analysis
Phrasing and response review
Identified integrity gaps
Deployment safeguards and recommendations

Notes

Can be delivered standalone
Can be bundled with the Bias & Reliability Audit
Especially relevant for GCC public-sector clients

Stage 04 · Deployment

High-Trust AI Pilot

A fixed-scope pilot for one real workflow, designed with evaluation, reporting, and guardrails built in from the start.

Outcome

A practical pilot with clearer boundaries, stronger trust, and better evidence for next-stage decisions.

Best for

→ Organizations ready to move from assessment to limited deployment
→ Teams piloting a knowledge assistant or bilingual workflow
→ Buyers who want low-risk implementation

What you receive

Pilot design and scoping
One bounded use case
Deployment controls
Review and escalation framework
Reporting and recommendations
Handover support

Delivery

4–6 weeks end-to-end
Readiness assessment included in scope
Human review checkpoints and audit logging
Training session and documentation included

Optional · Advanced

Interpretability-Led Diagnostic Review

An advanced technical engagement for deeper diagnosis of internal model behavior where model access and project scope allow.

Best for research-intensive clients, advanced partners, and higher-value technical investigations. Outcome: a deeper diagnostic view of failure patterns and targeted mitigation options.

Enquire →

Need help choosing the right starting point?

Some clients need an initial readiness assessment. Others need a deeper audit or a bounded pilot. We can help you choose the right entry point based on your use case, risk profile, and data constraints.

Book an Intro Call