UniversalRAG routes queries for multimodal retrieval
Published on January 14, 2026, the text describes a framework that routes queries to modality-specific corpora and retrieves knowledge across modalities and levels of granularity.
Source: UniversalRAG direciona a recuperação entre modalidades e granularidades (arxiv.org). Text prepared with AI from this source.
What happened and what to do
Published on January 14, 2026, the text presents UniversalRAG, a framework for retrieving knowledge across modalities and levels of granularity. The approach directs each query to a corpus specific to a modality before retrieval, avoiding direct comparisons across modalities. The material suggests that engineers building multimodal RAG systems evaluate this specialized routing approach.
A company can apply this idea by mapping its data formats and sources, defining rules to route queries, and evaluating retrieval quality by modality and granularity. An implementation could include corpus ingestion and monitoring, retrieval APIs, and dashboards to track coverage, routing errors, and results. The right design depends on the company’s data and processes; AI need not be added where a simple rule solves the problem.
How the consultancy can help
Wendelmaques can diagnose the company’s sources, modalities, and retrieval needs, define a scope, and implement and operate the appropriate pipelines, APIs, and monitoring.
Next step
Send a short description of your data and the search process you want to improve to receive a scoped proposal.
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