
Job Overview
Location
United Kingdom
Job Type
Full-time
Category
Product Marketing Manager
Date Posted
May 22, 2026
Full Job Description
📋 Description
- • Design detailed interaction models for AI-driven workflows, defining how users initiate, monitor, pause, correct, and complete multi-step tasks with a proactive AI assistant.
- • Define and document interaction states for AI interfaces including idle, thinking, acting, waiting, uncertain, interrupted, failed, and recovered states to ensure intuitive user understanding.
- • Create human-in-the-loop controls that enable users to review AI decisions, override actions, and maintain agency without micromanaging system behavior.
- • Develop interaction patterns for delegation, approval, correction, escalation, reversibility, and recovery in non-deterministic AI environments.
- • Produce detailed interaction specifications, annotated user flows, and interactive prototypes for seamless engineering handoff and implementation.
- • Collaborate with product and machine learning teams to translate system capabilities, constraints, and model behaviors into usable, consistent interaction designs.
- • Conduct user testing sessions to identify points of confusion, distrust, or friction in AI-driven interactions and iteratively refine designs based on findings.
- • Contribute to and expand a reusable library of HCI interaction patterns that standardize best practices across the product suite.
- • Translate complex AI behavior into coherent, user-centered interaction logic that prioritizes clarity, control, and graceful recovery.
- • Focus on micro-level design details including transitions, edge cases, error handling, and feedback mechanisms that shape user trust and experience.
- • Work in a fast-paced, high-talent-density environment requiring independent judgment, structure, and execution without heavy process oversight.
- • Design for systems where AI behavior varies across sessions due to non-deterministic outputs, requiring robust interaction scaffolding.
- • Exercise strong judgment on when to guide users, when to interrupt for confirmation, and when to allow autonomous operation to preserve workflow efficiency.
- • Partner with engineers to ensure interaction designs are implemented precisely as specified, maintaining fidelity from concept to production.
- • Help define new interaction paradigms from the ground up, as there are no existing playbooks for proactive AI interaction design.
- • Maintain a user-centric focus on transparency, feedback, and user control as core HCI principles in every design decision.
- • Participate in design critiques, portfolio reviews, and iterative design sprints to refine and validate interaction patterns with cross-functional stakeholders.
About Bjak Sdn. Bhd.
Bjak operates Malaysia’s largest digital auto-insurance marketplace, enabling instant price comparison and online purchase of motor coverage from leading insurers. The platform uses proprietary technology to simplify complex tariffs, deliver personalised quotes and e-policy issuance within minutes, eliminating paperwork and agent visits. Licensed by Bank Negara Malaysia, Bjak also offers road-tax renewal, accident assistance and claims support, serving millions of drivers nationwide while partnering with insurers to increase digital distribution efficiency and customer reach.
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