Posted Aug 23, 2026

Product Evaluation and Query Optimization Specialist

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About OpenTrain OpenTrain AI is the hiring and contracting organization for this role. OpenTrain is the #1 platform for finding and building careers in AI training and data labeling, helping people discover projects, build profiles, and apply in minutes. Creating an OpenTrain account is free. About AI Training and Search Evaluation AI training is the human work behind modern artificial intelligence. Contributors evaluate search results, annotate data, and provide careful judgments that help AI systems better understand language, relevance, and user intent. In this project, your decisions will help refine e-commerce search experiences by improving how products are matched to what shoppers are looking for. This type of work offers a direct way to contribute to cutting-edge AI while working remotely with a flexible part-time schedule. • Work on search relevance and product-matching decisions • Help align search results with shopper intent • Support the development of better AI-powered e-commerce experiences The Role As a Product Evaluation and Query Optimization Specialist, you will evaluate English search queries and product comparisons according to detailed project instructions. You will determine whether queries need corrections, identify the most relevant products, and categorize product relevance based on defined criteria. The project begins with a one-hour test phase. Based on your performance, you may be considered for the full project, which is expected to last one to two months. The role is structured as part-time contract work requiring less than 20 hours per week and pays $4 USD per hour. • Experience level: Expert • Employment type: Contractor and part-time • Time requirement: Less than 20 hours per week • Initial test phase: One hour • Potential full-project duration: One to two months • Pay: $4 USD per hour • Work availability: Worldwide What You’ll Do You will analyze search intent, product information, and query wording to make accurate, consistent annotation decisions. Your work will involve comparing products and documenting the reasoning behind your evaluations when required. • Evaluate and annotate e-commerce search queries • Identify whether a query correction is needed • Determine which products are most relevant to a given query • Categorize product relevance using established criteria • Compare products based on their categories, brands, and attributes • Use search engines to interpret and validate queries • Apply detailed annotation guidelines consistently • Provide clear rationales for evaluation decisions Requirements and Qualifications Previous experience in search engine evaluation is required, including work assessing search relevance, query corrections, or product categorization. Strong written and spoken English is also required so you can accurately interpret queries and explain your decisions. You should be comfortable analyzing nuanced differences between product categories and attributes, navigating search engines, and following strict annotation protocols. Familiarity with e-commerce platforms, online marketplaces, annotation tools, or data-labeling systems will support success in the role. • Prior experience with search engine evaluation projects • Strong English comprehension, writing, and speaking skills • Analytical and critical-thinking ability • Excellent attention to detail and accuracy • Ability to evaluate search intent and product relevance • Familiarity with e-commerce, product types, brands, and consumer search behavior • Proficiency navigating search engines such as Google or Amazon • Ability to follow complex, detailed instructions • Technical comfort with annotation tools or platforms Writing Test As part of the evaluation process, you will respond to a short scenario about the query “red sports shoes.” Explain how you would assess the relevance of a product that is a pair of red running sneakers from a well-known sports brand. Address the factors you would consider and how you would justify your decision. • Consider the match between the query and the product’s color, type, and intended use • Assess whether running sneakers satisfy the meaning of sports shoes • Explain how brand and product attributes affect relevance • Provide a concise, objective rationale based on the project guidelines Why This Work Matters Every major AI system depends on examples and evaluations prepared by people. By making careful judgments about language, products, and relevance, you will help improve how AI-powered search systems understand what users mean and return useful results. • Contribute to the fast-growing AI training industry • Build experience in search evaluation and data annotation • Work flexibly on a part-time contract project • Apply through OpenTrain to get started