Feed and news personalization
Review and score content feeds based on user preferences, relevance signals, topic interests, and personalization quality.
Search relevance evaluation
Search results judged by real intent and local context.
Evaluate queries, rankings, snippets, feeds, entities and multimedia results for relevance, usefulness, trust and Vietnamese market fit.
What we evaluate
The full search experience, from query to result.
Relevance rubrics are aligned with your search surface, user intent, local market, content types and ranking goals.
Entity validation and tagging
Review, validate, and tag business listings, named entities, metadata, and key attributes to improve search accuracy and discoverability.
Ad and caption relevance
Review how well ads, captions, and promotional content align with search queries, page context, and user expectations.
Search machine result relevance
Evaluate search engine results to ensure the most useful, accurate, and intent-matched content is presented to users.
Geographic and cultural localization
Review search results for local language, cultural expectations, regional relevance, and market-specific user intent.
Query relevance assessment
Evaluate how well search queries are understood, including user intent, synonyms, misspellings, ambiguity, and contextual meaning.
Side-by-side ranking
Compare two or more search results to determine which result better matches the user’s query, intent, and expected outcome.
Whole-page and snippet review
Evaluate page previews, snippets, titles, descriptions, and layout signals for relevance, clarity, and usefulness.
Product and document categorization
Label products, documents, and content into meaningful categories to improve search, filtering, recommendations, and user experience.
Multimedia search evaluation
Assess image, video, audio, and multimodal search results against text queries to ensure visual and media relevance.
Content quality and trustworthiness checks
Identify outdated, low-quality, misleading, duplicate, or unreliable results that may reduce search quality and user trust.
Built for discovery
Evaluation around how Vietnamese users search.
We account for local phrasing, misspellings, ambiguity, geography, culture and content expectations across search surfaces.
01Web & app search
02E-commerce discovery
03Feeds & personalization
04Multimedia search
How we deliver
From query set to ranking insights.
A calibrated workflow turns user intent and result quality into comparable relevance signals.
Define the rubric
Align query types, result surfaces, rating scales, locales and quality thresholds.
Sample & judge
Review representative queries, results, snippets, feeds and entities.
Calibrate & analyze
Resolve rating differences and identify intent, ranking and trust failures.
Report & compare
Deliver relevance metrics, examples, segment findings and ranking comparisons.
Evaluate search relevance for the Vietnamese market.
Share your query set, search surface and relevance goals. We’ll propose a focused evaluation plan.
Discuss a search evaluation pilot ↗