RAGless
similar to RAG, but $0 LLM API costs at runtime
Details
- External ID
- 49296595
- Source
- HN
- Company
- —
- Product
- RAGless
- Website domain
- github.com
- Launched
- Aug. 14, 2026
- Cohort
- —
- Upvotes
- 6
- Upvotes percentile
- 0.3125
- Tags
- —
- Fetched at
- Sept. 10, 2026, 5:32 a.m.
- Updated at
- Sept. 10, 2026, 5:32 a.m.
Enrichment
- Theme
- ML inference and model optimization
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- rag alternative with zero runtime llm costs
- Manually corrected
- False
Could you build this?
Yes Zero-LLM-runtime retrieval systems rely on precomputed embeddings, static search indices (BM25 or client-side vector search), or rule-based templates, all easily implementable with modern vibe-coding workflows.
Discussion
8 comments analyzed.
Competitors mentioned: Traditional RAG (Retrieval-Augmented Generation)
Concerns raised: Quality comparison on unpredictable queries vs traditional RAG, Search query to embedding alignment problem not addressed in documentation, Scalability with real usage and changing data, Economics and cost benefits unclear at production scale
Feature requests: Documentation explaining query embedding methodology, Artifact validation approach beyond schema enforcement
Competitors
Other products that read as similar to this one — 858 launches clear the similarity bar, closest 8 shown.
Attention rank: #580 of 859 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 287 days after the earliest competitor.
- RAG-chunk · hn · 2025-11-15 · 10 upvotes · similarity 0.58
- KillSwitch · hn · 2026-09-19 · 10 upvotes · similarity 0.56
- Prompt-refiner · hn · 2025-12-17 · 7 upvotes · similarity 0.56
- Gox · hn · 2026-05-13 · 6 upvotes · similarity 0.55
- Cachet · hn · 2026-06-23 · 5 upvotes · similarity 0.55
- jev-rag-benchmark · github · 2026-09-19 · 14 upvotes · similarity 0.54
- Local Search Agent · hn · 2026-07-16 · 5 upvotes · similarity 0.53
- B-IR · hn · 2026-01-12 · 62 upvotes · similarity 0.53
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a model & infra tool for Fintech yet.