What is an “AI Pilot Studio”?

A short, KPI-anchored pilot (typically 6–8 weeks) that proves value on a named business decision, with an Acceptance Pack (UAT, evals, runbooks, training, handover).

Do you start with read-only access?

Yes. Pilots start read-only. Write operations are unlocked after UAT via a Security Gate and Change Request (CR), with rollback plans.

How do you reduce hallucinations?

We rely on grounded retrieval (RAG) with citations, confidence thresholds, continuous evaluations (coverage/latency/hallucination), and Human-in-the-Loop escalation for sensitive cases.

What about PDPL and data residency?

PDPL-aware by design: no personal data in prompts or logs (default), encryption in transit/at rest, RBAC, audit trails, and on‑prem/VPC deployment options in KSA when required.

What do we get at the end of the pilot?

A working decision system with dashboards/logs, an Acceptance Pack (UAT + Golden Set + Eval Plan), runbooks, training, and a scale-up plan for phase 2.

How much does a pilot cost?

Pilot pricing is customized based on scope and complexity. Contact us for a detailed quote tailored to your specific decision system needs.

What if the pilot doesn't meet acceptance criteria?

We work with you to refine the system until acceptance criteria are met. Our pilots include iterative tuning during UAT to ensure success.

Do we own the system after the pilot?

Yes. You own the decision system, code, and data. We provide full handover documentation, training, and ongoing support options.

Can you integrate with our existing systems?

Yes. We integrate via APIs and connectors with ERP, CRM, SharePoint, email systems, and other data sources. Read-only access is established first.

What is an “AI Pilot Studio”?

A short, KPI-anchored pilot (typically 6–8 weeks) that proves value on a named business decision, with an Acceptance Pack (UAT, evals, runbooks, training, handover).

Do you start with read-only access?

Yes. Pilots start read-only. Write operations are unlocked after UAT via a Security Gate and Change Request (CR), with rollback plans.

How do you reduce hallucinations?

We rely on grounded retrieval (RAG) with citations, confidence thresholds, continuous evaluations (coverage/latency/hallucination), and Human-in-the-Loop escalation for sensitive cases.

What about PDPL and data residency?

PDPL-aware by design: no personal data in prompts or logs (default), encryption in transit/at rest, RBAC, audit trails, and on‑prem/VPC deployment options in KSA when required.

What do we get at the end of the pilot?

A working decision system with dashboards/logs, an Acceptance Pack (UAT + Golden Set + Eval Plan), runbooks, training, and a scale-up plan for phase 2.

How much does a pilot cost?

Pilot pricing is customized based on scope and complexity. Contact us for a detailed quote tailored to your specific decision system needs.

What if the pilot doesn't meet acceptance criteria?

We work with you to refine the system until acceptance criteria are met. Our pilots include iterative tuning during UAT to ensure success.

Do we own the system after the pilot?

Yes. You own the decision system, code, and data. We provide full handover documentation, training, and ongoing support options.

Can you integrate with our existing systems?

Yes. We integrate via APIs and connectors with ERP, CRM, SharePoint, email systems, and other data sources. Read-only access is established first.

Terms & Conditions

These terms govern your use of the LeenAI website. If you do not agree, please do not use the site.

Effective date: Jan 26, 2026 • Contact us

1) Using the website

Content is for informational purposes only and may change without notice.

2) No legal advice

Any PDPL/security information is not legal advice. Consult your counsel.

3) Intellectual property

4) Limitation of liability

The website is provided "as is" without warranties.

Terms & Conditions

These terms govern your use of the LeenAI website. If you do not agree, please do not use the site.

Effective date: Jan 26, 2026 • Contact us

1) Using the website

Content is for informational purposes only and may change without notice.

2) No legal advice

Any PDPL/security information is not legal advice. Consult your counsel.

3) Intellectual property

4) Limitation of liability

The website is provided "as is" without warranties.

Terms & Conditions

These terms govern your use of the LeenAI website. If you do not agree, please do not use the site.

Effective date: Jan 26, 2026 • Contact us

1) Using the website

Content is for informational purposes only and may change without notice.

2) No legal advice

Any PDPL/security information is not legal advice. Consult your counsel.

3) Intellectual property

4) Limitation of liability

The website is provided "as is" without warranties.

Terms & Conditions

These terms govern your use of the LeenAI website. If you do not agree, please do not use the site.

Effective date: Jan 26, 2026 • Contact us

1) Using the website

Content is for informational purposes only and may change without notice.

2) No legal advice

Any PDPL/security information is not legal advice. Consult your counsel.

3) Intellectual property

4) Limitation of liability

The website is provided "as is" without warranties.