Can you evaluate the current performance and pricing of budget friendly AI wrapper tools that promise to speed up internal data retrieval and document search?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you evaluate the current performance and pricing of budget friendly AI wrapper tools that promise to speed up internal data retrieval and document search?
6 real searches · 1 real-search pass
2026 AI internal enterprise search tools pricing Glean Dust Onyx AnythingLLM pricing performance document retrievalGoogle ↗
OBSERVEDComparison
Glean pricing 2026 enterprise search official pricingGoogle ↗
OBSERVEDOther / navigational
Dust AI pricing 2026 official knowledge assistantGoogle ↗
OBSERVEDOther / navigational
Onyx enterprise search pricing official 2026Google ↗
OBSERVEDOther / navigational
AnythingLLM pricing cloud official 2026Google ↗
OBSERVEDOther / navigational
RAGFlow pricing cloud official 2026Google ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (6)
Classes come from the query-classifier (a local Laya model). 6 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
2026 AI internal enterprise search tools pricing Glean Dust Onyx AnythingLLM pricing performance document retrieval Google ↗
Glean pricing 2026 enterprise search official pricing Google ↗
Dust AI pricing 2026 official knowledge assistant Google ↗
Onyx enterprise search pricing official 2026 Google ↗
AnythingLLM pricing cloud official 2026 Google ↗
RAGFlow pricing cloud official 2026 Google ↗
- Cloud · anythingllm.com
- Onyx AI | Open Source Enterprise Search & AI Assistant · onyx.app
- RAGFlow · ragflow.io
- Dust review: 2026 pricing, limits and real usage · wearetandem.ai
- Managed RAG and enterprise search platforms · seminal.ai
- Glean Pricing 2026: $30 to $48 a Seat, $98,890 Median Deal · getmacha.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AI internal enterprise search tools pricing Glean Dust Onyx AnythingLLM pricing performance document retrieval OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Glean pricing 2026 enterprise search official pricing OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Dust AI pricing 2026 official knowledge assistant OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Onyx enterprise search pricing official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AnythingLLM pricing cloud official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
RAGFlow pricing cloud official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |