Behavior, expectations and experience
Research reveals what people try to achieve, how they understand the system, and where confidence breaks.
Full-service UX research company
OARUX helps teams understand customers, make better product decisions, and measure whether users achieve their desired outcome.
Our Agent UX Evals and Critical User Journey (CUJ) Evals keep that evidence working in build and production.
Continuous evidence about your customer experience
Six moves that connect what people experience to the way products are defined, built, monitored, and improved.
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Move 01, Research
Research reveals what people try to achieve, how they understand the system, and where confidence breaks.
Human-grounded findings are translated into experience outcomes that can be explicitly and objectively judged as passing or failing by all members of the product team.
Experience outcomes become tests that pass or fail in a build, and are continuously measurable in production observability tooling.
Human-grounded experience measures become repeatable quality checks that measure progress and regression, not findings in a document that gather dust.
Behavioral analytics show the event. Human-grounded evaluation adds the reason it matters.
Recurring experience failures connect to completion, effort, adoption, retention, and commercial outcomes.
The operating loop
Human evidence becomes a customer outcome. The outcome becomes an eval. Teams build and ship against it. Production evidence and business signal come back around and challenge the definition again.
01 Research
Behavior, expectations and experience
Validated customer knowledge is retained as an operating asset rather than decaying inside reports.
Everyone builds against the same customer outcome instead of translating separate research, design and engineering interpretations.
Customer experience can be evaluated repeatedly across design, development and production.
The outcome gap
Don't just collect information – synthesize customer insights into testable assertions. That is how you turn a static repository into a launchpad for dynamic learning.
Products move, teams change, and findings age. Critical customer knowledge needs a durable place in delivery and measurement.
Marketing, research, design, product, and engineering KPIs are unique to each department. Customer outcomes are the shared language that brings them all into alignment.
OARUX puts research into the build, test, and production loop, where new evidence continuously defines and measures success.
Full-service UX research
OARUX solves complex research challenges across methods, products, and audiences, then turns the resulting customer understanding into measurable outcomes and continuous evaluation systems your teams can build and measure against.
Define what useful, understandable, and valuable agent behavior means to real users, then continuously measure whether the experience delivers it across build and production.
Turn a Critical User Journey into a continuous outcome measurement system that evaluates the experience across interfaces, messages, tools, and channels, and quantifies why customer and business outcomes improve or deteriorate.
Hands-on build support for research competencies, physical lab build-outs, international research, and harnessing AI and automation.
People we research
Including system architects, system administrators, DevOps practitioners, SREs, and adjacent roles.
Including full-stack, front-end, back-end, gaming, and emerging development specialties.
Including data engineers, data analysts, ML engineers, AI engineers, and related practitioners.
Including users and administrators of CRM, ERP, HRIS, productivity and other business platforms.
Including people using products in daily life, at work, at home, and across changing contexts.
Including players across platforms, formats, communities, and levels of experience.
Including people forming expectations around emerging technologies, products, and categories.
Including the people whose needs, journeys, and outcomes should define product success.
The team

OARUX helps product and UX leaders align teams around measurable customer outcomes, so research, product decisions, development, and evaluation all work toward the same definition of success.
OARUX was founded by Andy Hay, a serial founder, mixed-methods researcher, builder, and innovator who has worked inside complex enterprise environments at the frontier of product development to deliver consistent value and impact in the most demanding and ambiguous product spaces. Andy started OARUX to bridge a critical gap: while AI allows teams to generate more insights, designs, code, and features, that has not yet translated into a corresponding lift in customer outcomes.
OARUX utilizes experienced talent across all areas of research and research operations, so every engagement is staffed for the question in front of it.
Bring the research challenge or product decision – we will help you identify the most useful place to begin.
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