App analytics services

Best for

Teams preparing a high-impact release or building their first reliable experimentation workflow.

Experiment Readiness

Turn an upcoming product decision into a measurable experiment with a sound hypothesis, event plan and guardrail metrics.

We work with your product, engineering and commercial leads to identify the behaviour that matters, map existing telemetry, define eligibility and exposure rules, and set decision thresholds before a test begins.

Best for

Businesses with experiment results in hand but no clear, defensible conclusion.

Feature Experiment Analysis

Independent analysis of feature tests, from data-quality checks to decision-ready interpretation.

We validate assignment and exposure, inspect sample-ratio mismatch, estimate uplift and uncertainty, segment carefully, and document what the evidence can—and cannot—support.

Best for

Growing organisations that need consistent standards across product squads.

Experimentation Operating Model

A practical measurement system that helps Malaysian product teams run better tests repeatedly.

We design metric dictionaries, review rituals, ownership rules, templates and lightweight governance around the tools your team already uses. The result is a shared path from product question to accountable decision.