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Instant Search

The fastest, most precise local AI Search for your files.

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Instant is the first accurate local AI file search that uses the latest embedding models to find the exact file (and page) with the content you’re looking for with a 95% hit rate.

PH · launched Oct 23, 2026 · 94 upvotes (top 1%) · 0 views

Niche: semantic search and rag tools · 93 launches, 0 in the last 7 days · Explore this niche →

Category and tags
  • Horizontal
  • Search & retrieval
  • Prosumer
  • AI-native
  • Commercial product
  • Mac
  • Productivity
  • Search

Visit website ↗ Source listing ↗

More like this: all 93 launches in semantic search and rag tools →

Could you build this?

Partial A local file-search UI with embedding-based retrieval can be vibe-coded on open embedding models, but reaching high page-level accuracy across many file types requires careful parsing, chunking, and tuning.

What it would actually take: The stack would be a local embedding model (for example, a sentence-transformer or ONNX model), a vector index such as LanceDB or sqlite-vec, and per-format text extractors for PDF, Office, and images with OCR. The hard part is the claimed 95% hit rate, which needs an evaluation dataset and iterative retrieval tuning, such as reranking and page-level chunking. This is achievable by a strong ML-aware engineer but not by prompting alone.

Competitors

Other products that read as similar to this one : 77 launches clear the similarity bar, closest 8 shown.

Attention rank: #3 of 78 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 290 days after the earliest competitor.

  • kensaku · ph · 2026-10-28 · 1 upvotes · similarity 0.48
  • The new Firecrawl /search · ph · 2026-07-24 · 259 upvotes · similarity 0.46
  • File-Minnow-Linux · github · 2026-10-08 · 11 upvotes · similarity 0.46
  • Index AI · ph · 2026-11-11 · 1 upvotes · similarity 0.45
  • Lokii · ph · 2026-10-22 · 1 upvotes · similarity 0.45
  • AnySearch Pro · ph · 2026-10-11 · 1 upvotes · similarity 0.42
  • everything-search-skill · github · 2026-09-19 · 57 upvotes · similarity 0.41
  • AnySearch · ph · 2026-07-06 · 620 upvotes · similarity 0.40

Related data

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.