Data AnalysisConsumer FacingVerified
Reviewed and published by trentmaziarz, April 8, 2026. Discovered and drafted by our automated research pipeline.
AI Trace uses AI to power its search function so that results are matched by meaning rather than exact word overlap — for example, a search for 'AI voice acting' can surface results described as 'synthetic speech in games.'
Details
The platform converts every company profile and practice entry into a vector embedding using OpenAI's text-embedding-3-small model. When a user searches, the query is converted into the same format and compared against stored embeddings using cosine similarity. This runs alongside traditional keyword matching and fuzzy text matching. Embeddings are generated once per content update and stored in the database. The embedding model does not retain or train on user queries.
Products affected
AI Trace search
Sources & Evidence
Cite this record
Trace Foundation. (2026). Trace Foundation: AI Trace uses AI to power its search function so that results are matched by meaning rather than exact word overlap — for example, a search for 'AI voice acting' can surface results described as 'synthetic speech in games.' (data as of 2026-04-08) [Data set record]. AI Trace. https://www.aitrace.org/r/practice/84b9bffd-ea0f-4518-ae26-6432649175a5. Accessed October 10, 2026.
- Stable link
- https://www.aitrace.org/r/practice/84b9bffd-ea0f-4518-ae26-6432649175a5
- Data as of
- April 8, 2026
- Last verified
- August 25, 2026
Other practices by Trace Foundation
Data AnalysisAI Trace uses AI to scan news sources daily across 10 industries, reading articles to identify which company is mentioned and what AI practice is described, then flagging findings for a human moderator to review.ProductivityAI Trace uses AI to help moderators review public submissions about company AI practices, automatically suggesting which company a report refers to, whether the practice is already in the database, and what category it belongs to.Creative GenTrace Foundation used an AI-image generation tool to create a stylized illustration from a personal photograph for a LinkedIn post announcing the AI Trace platform launch in March 2026.
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