Leen Ai Logo Animation 3
Ai Pilot Goals Ttq Reduction 30 60 Percent Hero Img

From discovery to decision in 6–8 weeks.

LeenAI runs AI Factory pilots as structured experiments: scoped, PDPL‑aware, and designed to prove value—so you can decide calmly whether to scale, extend, or stop.

Short, focused pilots—not endless projects

Each pilot is a 6–8 week engagement focused on one primary job—SmartQuote, OpsRAG, or WhatsApp CX—with explicit KPIs and acceptance criteria agreed up front.

Ai Pilot Arrrow Icon

Clear in‑scope and out‑of‑scope definition.

Ai Pilot Arrrow Icon

Read‑only first; gated write operations only after UAT and approvals.

Ai Pilot Arrrow Icon

PDPL‑aware design with in‑Kingdom deployment options where needed.

Ai Pilot Arrrow Icon

Shared view of success: target metrics, not vague promises.

Ai Pilot Arrrow Icon

Reusable assets (connectors, prompts, evaluation sets) for future pilots.

Multi Agent Workflows Erp Crm Whatsapp Smes

Four phases over 6–8 weeks

The pilot is split into four phases, each with a gate and tangible outputs.

Phase 1

Discovery (1–2 weeks): workshops, process mapping, data access planning, and KPI baselines.

Phase 2

Build (2–3 weeks): connectors, agents, prompts, and guardrails configured on real data.

Phase 3

UAT & tuning (1–2 weeks): test scenarios, feedback, evaluation metrics, and guardrail tightening.

Phase 4

Handover & decision (1–2 weeks): training, runbooks, acceptance results, and scale/extend/stop decision.

Shared responsibilities between LeenAI and your team

Pilots succeed when ownership is clear. We define RACI early and keep it visible.

LeenAI

Pilot PM, AI engineering, integrations, DataOps/EvalOps, and security design.

Client

Business owner, subject‑matter experts, IT/security contact, and pilot sponsors.

UAT team

Front‑line users who run realistic scenarios and give feedback.

Decision group

Leadership plus IT/security to decide on next steps after the pilot.
Leen Ai Humans In Control No Full Automation

What you receive at the end of the pilot

Whether you decide to scale or not, each pilot leaves behind tangible assets and learning.

Ai Pilot Arrrow Icon

Working pilot environment with defined scope and guardrails.

Ai Pilot Arrrow Icon

Connectors, agents, prompts, and evaluation sets used in the pilot.

Ai Pilot Arrrow Icon

KPI and acceptance report, including limitations and open risks.

Ai Pilot Arrrow Icon

Runbooks and basic training materials for your internal teams.

Ai Pilot Arrrow Icon

Recommendations on scaling, extending, or pausing.

Example KPIs and acceptance criteria

e align on metrics during discovery and measure them throughout the pilot. Targets are goals, not guarantees.

Ai Pilot Arrrow Icon

SmartQuote: TTQ reduction target (e.g., 40–60%), manual hours saved, and error thresholds.

Ai Pilot Arrrow Icon

OpsRAG: coverage and precision/recall targets, latency, and satisfaction scores.

Ai Pilot Arrrow Icon

WhatsApp CX: FCR, deflection, AHT reduction, and CSAT for selected flows.

Ai Pilot Arrrow Icon

Platform: latency, availability, error rates, and cost per task thresholds.

Ai Pilot Arrrow Icon

Governance: auditability, PDPL compliance checks, and guardrail effectiveness.

Operation Run Excel Email And Whatsapp

Structured AI Pilot intake form (Stage‑2 asset)

Once we agree on a pilot direction, we use a structured AI Pilot Intake Form to capture enough detail to prepare a precise SOW and quote. It is not required for a first discovery call.
Captures company context, process description, data sources, and systems involved.
Documents PDPL and security requirements, including data residency and retention.
Records KPIs, baselines, and target ranges for the pilot.
Includes timelines, constraints, and preferred deployment patterns (e.g., in‑Kingdom VPC, on‑prem).
Designed to be PDPL‑aware and minimal: only collects what is needed to design and price the pilot.
We usually fill most of the form together during a working session and can share it with your procurement or IT teams as a structured artefact.

Practical disclaimer on results

Pilot outcomes depend on data quality, access, process stability, and internal adoption. We design pilots to be informative even when results are mixed.
Poor or incomplete data can limit what the pilot can safely automate.
Unstable or rapidly changing processes may require extra iteration.
Adoption and change‑management affect realised benefits as much as technology.
We will be transparent about limitations, risks, and improvement paths.
Whatsapp Cx Saudi Smes Automation Image Start With

Plan your pilot

If you have a candidate workflow in mind, we can typically propose a pilot scope within a few working days after a discovery call.

Ai Pilot Arrrow Icon
Share your current pain points and metrics for RFQs, operations, or CX.
Ai Pilot Arrrow Icon
Shortlist one or two pilot ideas with your leadership and IT/security teams.
Ai Pilot Arrrow Icon
Decide whether to move to Stage‑2 intake and SOW preparation.
Leen Ai Logo Animation 3
LeenAI builds an AI Factory for Saudi and GCC SMEs, with in‑Kingdom and PDPL‑aware deployment options, so you can cut time‑to‑quote, give clearer answers, and deliver smoother WhatsApp‑first customer experiences.
Please feel free to contact us using the form below. We look forward to assisting you.
Sign up to receive OnAir Insights newsletter right to your inbox!

Contact Us

Please feel free to contact us using the form below. We look forward to assisting you.

Newsletter

Sign up to receive OnAir Insights newsletter right to your inbox!
Copyright © 2026. All Rights Reserved.
Designed by Impressive Sol
chevron-down linkedin facebook pinterest youtube rss twitter instagram facebook-blank rss-blank linkedin-blank pinterest youtube twitter instagram
This site is registered on wpml.org as a development site. Switch to a production site key to remove this banner.