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.

Privacy Policy

Information about how LeenAI collects, uses, and protects data when you use this website.

Effective date: Jan 26, 2026 • Contact us

1) Data We Collect

Data You Provide

We may collect contact details you provide via the contact form (name, email, company, and message content).

Automatically Collected Data

We use cookies and analytics tools to collect information about your use of our website. You can manage cookie preferences through our Cookie Policy page.

2) How We Use Data

Responding to your inquiries and requests
Providing information about our services
Improving our website and user experience
Analyzing website usage (with your consent)

3) Cookies

We use cookies to enhance your experience. You can learn more about our use of cookies in our Cookie Policy.

4) Third-Party Services

We may use third-party services like Google Analytics to analyze website usage. These services have their own privacy policies.

5) Data Minimization & PDPL

We recommend not sharing personal data unless necessary. Our pilots start read-only; write operations unlock post-UAT via Security Gate + CR.

6) Data Retention

Retention is defined by internal policy, client requirements, and compliance. We retain data only as long as necessary for the stated purposes.

7) User Rights

You have the right to:

Access your personal data
Request correction of inaccurate data
Request deletion of your data
Request data portability
Object to processing of your data

8) Security

We implement appropriate security measures to protect your data from unauthorized access, alteration, or disclosure.

9) Changes to This Policy

We may update this policy from time to time. We will notify you of any material changes.

10) Contact

For privacy questions, contact us via the Contact page.

Privacy Policy

Information about how LeenAI collects, uses, and protects data when you use this website.

Effective date: Jan 26, 2026 • Contact us

1) Data We Collect

Data You Provide

We may collect contact details you provide via the contact form (name, email, company, and message content).

Automatically Collected Data

We use cookies and analytics tools to collect information about your use of our website. You can manage cookie preferences through our Cookie Policy page.

2) How We Use Data

Responding to your inquiries and requests
Providing information about our services
Improving our website and user experience
Analyzing website usage (with your consent)

3) Cookies

We use cookies to enhance your experience. You can learn more about our use of cookies in our Cookie Policy.

4) Third-Party Services

We may use third-party services like Google Analytics to analyze website usage. These services have their own privacy policies.

5) Data Minimization & PDPL

We recommend not sharing personal data unless necessary. Our pilots start read-only; write operations unlock post-UAT via Security Gate + CR.

6) Data Retention

Retention is defined by internal policy, client requirements, and compliance. We retain data only as long as necessary for the stated purposes.

7) User Rights

You have the right to:

Access your personal data
Request correction of inaccurate data
Request deletion of your data
Request data portability
Object to processing of your data

8) Security

We implement appropriate security measures to protect your data from unauthorized access, alteration, or disclosure.

9) Changes to This Policy

We may update this policy from time to time. We will notify you of any material changes.

10) Contact

For privacy questions, contact us via the Contact page.

Privacy Policy

Information about how LeenAI collects, uses, and protects data when you use this website.

Effective date: Jan 26, 2026 • Contact us

1) Data We Collect

Data You Provide

We may collect contact details you provide via the contact form (name, email, company, and message content).

Automatically Collected Data

We use cookies and analytics tools to collect information about your use of our website. You can manage cookie preferences through our Cookie Policy page.

2) How We Use Data

Responding to your inquiries and requests
Providing information about our services
Improving our website and user experience
Analyzing website usage (with your consent)

3) Cookies

We use cookies to enhance your experience. You can learn more about our use of cookies in our Cookie Policy.

4) Third-Party Services

We may use third-party services like Google Analytics to analyze website usage. These services have their own privacy policies.

5) Data Minimization & PDPL

We recommend not sharing personal data unless necessary. Our pilots start read-only; write operations unlock post-UAT via Security Gate + CR.

6) Data Retention

Retention is defined by internal policy, client requirements, and compliance. We retain data only as long as necessary for the stated purposes.

7) User Rights

You have the right to:

Access your personal data
Request correction of inaccurate data
Request deletion of your data
Request data portability
Object to processing of your data

8) Security

We implement appropriate security measures to protect your data from unauthorized access, alteration, or disclosure.

9) Changes to This Policy

We may update this policy from time to time. We will notify you of any material changes.

10) Contact

For privacy questions, contact us via the Contact page.

Privacy Policy

Information about how LeenAI collects, uses, and protects data when you use this website.

Effective date: Jan 26, 2026 • Contact us

1) Data We Collect

Data You Provide

We may collect contact details you provide via the contact form (name, email, company, and message content).

Automatically Collected Data

We use cookies and analytics tools to collect information about your use of our website. You can manage cookie preferences through our Cookie Policy page.

2) How We Use Data

Responding to your inquiries and requests
Providing information about our services
Improving our website and user experience
Analyzing website usage (with your consent)

3) Cookies

We use cookies to enhance your experience. You can learn more about our use of cookies in our Cookie Policy.

4) Third-Party Services

We may use third-party services like Google Analytics to analyze website usage. These services have their own privacy policies.

5) Data Minimization & PDPL

We recommend not sharing personal data unless necessary. Our pilots start read-only; write operations unlock post-UAT via Security Gate + CR.

6) Data Retention

Retention is defined by internal policy, client requirements, and compliance. We retain data only as long as necessary for the stated purposes.

7) User Rights

You have the right to:

Access your personal data
Request correction of inaccurate data
Request deletion of your data
Request data portability
Object to processing of your data

8) Security

We implement appropriate security measures to protect your data from unauthorized access, alteration, or disclosure.

9) Changes to This Policy

We may update this policy from time to time. We will notify you of any material changes.

10) Contact

For privacy questions, contact us via the Contact page.