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.

Intelligence, Orchestrated.

PositioningDecision Systems

Why LeenAI (and why now)

We engineer high‑leverage decisions and prove them with numbers — with guardrails, documentation, and a clean handover.

Book a scoping call View decision systems

Outcome

We target decisions with measurable impact: Time‑to‑Quote, CX resolution, knowledge retrieval, and marketing conversion.

Trust

PDPL‑ready posture, read‑only first, RBAC, audit logs, and do‑not‑guess escalation.

Speed

A working system in 6–8 weeks with UAT, an Acceptance Pack, and a scale plan.

Proof artifacts (what we show)

No proof = just claims. These are standard deliverables.

Acceptance Pack: KPIs + UAT log + runbooks
Audit logs + decision traces (data/rules/approvals)
Security Gate + Change Requests (CR) for any write/actions

Anti‑claims (what we don't promise)

We keep it honest: no absolute promises.

Not "PDPL compliant" as a legal claim — we say PDPL‑aware posture.
Not 100% accuracy — we use citations + evals + thresholds + escalation.
Not fully autonomous — bounded autonomy + approvals.
Any KPI number is labeled as Example/Target per your scope.

Pick one decision — we prove value

Send 2–3 scenarios and available data; we'll propose scope, acceptance criteria, and tracking.

Start now

Intelligence, Orchestrated.

PositioningDecision Systems

Why LeenAI (and why now)

We engineer high‑leverage decisions and prove them with numbers — with guardrails, documentation, and a clean handover.

Book a scoping call View decision systems

Outcome

We target decisions with measurable impact: Time‑to‑Quote, CX resolution, knowledge retrieval, and marketing conversion.

Trust

PDPL‑ready posture, read‑only first, RBAC, audit logs, and do‑not‑guess escalation.

Speed

A working system in 6–8 weeks with UAT, an Acceptance Pack, and a scale plan.

Proof artifacts (what we show)

No proof = just claims. These are standard deliverables.

Acceptance Pack: KPIs + UAT log + runbooks
Audit logs + decision traces (data/rules/approvals)
Security Gate + Change Requests (CR) for any write/actions

Anti‑claims (what we don't promise)

We keep it honest: no absolute promises.

Not "PDPL compliant" as a legal claim — we say PDPL‑aware posture.
Not 100% accuracy — we use citations + evals + thresholds + escalation.
Not fully autonomous — bounded autonomy + approvals.
Any KPI number is labeled as Example/Target per your scope.

Pick one decision — we prove value

Send 2–3 scenarios and available data; we'll propose scope, acceptance criteria, and tracking.

Start now

Intelligence, Orchestrated.