Public signal scores
Current public signal rankings by category. Movement compares the two latest completed score calculations; every history graph uses the same 0–100 scale.
Category rankings
Companies are ordered from the highest current score to the lowest. Select a company to review only its public signal history.
Category
Systems that store, index and retrieve information for AI applications. This includes vector databases, multimodel databases and retrieval engines built around semantic or hybrid search.
| Company | Score | Movement | History |
|---|---|---|---|
| 82 | — | — | |
| 76 | — | — | |
| 74 | — | — | |
| 72 | — | — | |
| 72 | — | — | |
| 68 | — | — | |
| 68 | — | — | |
| 68 | — | — | |
| 67 | — | — | |
| 66 | — | — | |
| 48 | — | — |
Category
Infrastructure that helps AI agents retain, update and reuse information across interactions. These systems manage persistent memory and assemble relevant context when an agent needs it.
| Company | Score | Movement | History |
|---|---|---|---|
| 82 | — | — | |
| 68 | — | — | |
| 68 | — | — | |
| 67 | — | — | |
| 66 | — | — |
Category
Infrastructure that converts proprietary documents and live enterprise data into AI-ready context. It handles parsing, extraction, transformation and continuous synchronization before the data reaches retrieval or memory systems.
| Company | Score | Movement | History |
|---|---|---|---|
| 72 | — | — | |
| 68 | — | — | |
| 68 | — | — | |
| 62 | — | — | |
| 62 | — | — | |
| 57 | — | — | |
| 57 | — | — | |
| 56 | — | — | |
| 55 | — | — | |
| 52 | — | — |
Category
Infrastructure that encodes business definitions, metrics, relationships, permissions and institutional knowledge into governed context that AI agents can retrieve and use to query enterprise data accurately.
| Company | Score | Movement | History |
|---|---|---|---|
| 68 | +6 | ||
| 68 | — | — | |
| 56 | — | — | |
| 52 | — | — | |
| 48 | — | — |
