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Y Combinator Fall 2026 · wondersearch.com

Does AI recommend
Wondersearch?

Instant semantic search over your data without embeddings.

Not recommended
Checked with Gemini 3.8 Flash + Google Search · Nov 6, 2026
A buyer asksHow to give AI agents context from my data without embeddings?
Wondersearch
AskingAI answer engine
Elasticsearch
OpenSearch
Meilisearch
Postgres Full-Text Search
Neo4j
Memgraph
+2 more
Not named AI picked 8 others instead
Where AI looked

The pages AI read to answer

AI read these pages before it answered and built its recommendations from them, so pages like these are the ones worth getting onto.

  • unstructured.io/blog/rethinking-rag-without-embeddingsOpen
  • rounakkraajsabat.medium.com/vectorless-rag-building-retrieval-systems-without-embeddings-f15f33ed729eOpen
  • centron.de/en/tutorials/embedding-free-rag-alternatives-to-vector-databases-for-retrievaOpen
  • digitalocean.com/community/tutorials/beyond-vector-databases-rag-without-embeddingsOpen
  • lucek.ai/blogs/llms-out-of-contextOpen
  • reddit.com/r/AI_Agents/comments/1sns75e/reducing_llm_context_from_80k_tokens_to_2k/Open
What AI searched

The Google searches AI ran

giving llm context without embeddingsrag without embeddings methods
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