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BUYER PROMPT / PUBLISHED EVIDENCE

Recommend an open-source or self-hosted enterprise search platform for private retrieval-augmented generation.

An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.

Intent
recommendation
Model providers
3
Categories
1
Last observed
Jul 27, 2026, 12:00 AM UTC
COMPETITIVE OUTCOME

Brands surfaced

Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.

#BrandCategoryProvidersMentionsOwned citationsProvider evidence
01Onyx AIonyx.appEnterprise search252Anthropic · Gemini
02Elastic Search AIelastic.coEnterprise search120Anthropic
03Gleanglean.comEnterprise search110Gemini
04Vectaravectara.comEnterprise search110Gemini
MODEL COMPARISON

Answer matrix

One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.

ProviderModel versionCategoryBrands surfacedCitationsUnique domainsAnswer hash
Openaiopenai/gpt-4o-miniEnterprise searchNone observed774a4727a5…08892
Anthropicanthropic/claude-haiku-4-5Enterprise searchElastic Search AI · Onyx AI88956d9ba6…83568
Geminigoogle/gemini-2.5-flashEnterprise searchGlean · Onyx AI · Vectara99eec23ce8…a02e2
URL-DERIVED CITATIONS

Sources cited

Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.

DomainCited pageBest positionProvidersObservationsCategories
github.comhttps://github.com/infiniflow/ragflow1Openai · Gemini2Enterprise search
dust.tthttps://dust.tt/blog/onyx-ai-alternatives-enterprise-knowledge-search1Anthropic1Enterprise search
medium.comhttps://medium.com/@techlatest.net/top-10-open-source-rag-frameworks-power-your-ai-with-grounded-answers-c0c253b185c91Openai1Enterprise search
atlan.comhttps://atlan.com/know/enterprise-rag-platforms-comparison/2Gemini1Enterprise search
blog.elest.iohttps://blog.elest.io/onyx-free-open-source-ai-platform-with-connectors-agents-knowledge-base/2Anthropic1Enterprise search
codingscape.comhttps://codingscape.com/blog/best-ai-tools-for-retrieval-augmented-generation-rag3Openai1Enterprise search
onyx.apphttps://onyx.app/3Anthropic1Enterprise search
onyx.apphttps://onyx.app/insights/enterprise-rag-platforms-20263Gemini1Enterprise search
barndoor.aihttps://barndoor.ai/ai-tools/onyx/4Anthropic1Enterprise search
dev.tohttps://dev.to/vectorpodcast/7-ai-open-source-libraries-to-build-rag-agents-ai-search-27bm4Openai1Enterprise search
firecrawl.devhttps://firecrawl.dev/blog/best-open-source-rag-frameworks4Gemini1Enterprise search
datacamp.comhttps://datacamp.com/blog/rag-framework5Openai1Enterprise search
ibl.aihttps://ibl.ai/blog/best-open-source-ai-search-engines-enterprise-20265Gemini1Enterprise search
techcrunch.comhttps://techcrunch.com/2025/03/12/why-onyx-thinks-its-open-source-solution-will-win-enterprise-search/5Anthropic1Enterprise search
github.comhttps://github.com/onyx-dot-app/onyx6Anthropic1Enterprise search
open-rag.aihttps://open-rag.ai/6Openai1Enterprise search
reddit.comhttps://reddit.com/r/LocalLLaMA/comments/1ox9fzy/is_there_a_selfhosted_opensource_plugandplay_rag/6Gemini1Enterprise search
reddit.comhttps://reddit.com/r/Rag/comments/1gp6wpn/looking_for_open_source_rag_platforms/7Openai1Enterprise search
reddit.comhttps://reddit.com/r/LocalLLaMA/comments/1nw52ad/introducing_onyx_a_fully_open_source_chat_ui_with/7Anthropic1Enterprise search
upcloud.comhttps://upcloud.com/global/resources/tutorials/building-self-hosted-rag-system-open-source-tools/7Gemini1Enterprise search
vdf.aihttps://vdf.ai/self-hosted-rag/8Gemini1Enterprise search
youtube.comhttps://youtube.com/watch?v=bO9oxkyVxEs8Anthropic1Enterprise search
cake.aihttps://cake.ai/blog/best-open-source-rag-tools?hs_amp=true9Gemini1Enterprise search
Snapshot IDsfb0723dd-4258-4077-9bd0-aaa79c8bd332
Corpus versionsenterprise-search-platforms-2026-07-27
Benchmark versions4-enterprise-search-platforms-2026-07-27-models-64232fd32583

Coverage: Enterprise search. Full answers stored: no · Full answers published: no · Tenant data included: no.