AI Visibility Index · July 2026

Database: Neon, Amazon Neptune, ClickHouse lead the AI rankings

How visibly ChatGPT, Claude, Gemini & Grok recommend each database brand, across 18continuously re-polled “best X” leaderboards. Grades use the same A+–D scale as the brand checker; every ranking links to its full audit trail.

#	Brand	Grade	#1s	Podiums	Boards	Models	Best result
1	Neon	A+	4	5	5	4/4	#1 · database branching platform for development workflows
2	Amazon Neptune	A	1	4	9	4/4	#1 · managed MySQL platform for web applications
3	ClickHouse	A+	1	2	3	4/4	#1 · real-time OLAP databases for user-facing analytics
4	TTurso	A+	1	2	3	4/4	#1 · SQLite hosting platform for edge applications
5	Qdrant	A+	1	2	2	4/4	#1 · Vector database for production RAG
6	SingleStore	A+	1	1	3	4/4	#1 · HTAP databases for real-time operational analytics
7	Google Cloud Spanner	A+	1	1	2	4/4	#1 · distributed SQL databases for globally consistent OLTP
8	PPostgreSQL	A	1	1	2	3/4	#1 · Database for multi-tenant SaaS
9	Weaviate	A+	1	1	2	4/4	#1 · vector databases for hybrid semantic and keyword search
10	FFlyway	A+	1	1	1	4/4	#1 · database schema migration tool
11	MongoDB	A+	1	1	1	4/4	#1 · document database for modern applications
12	Neo4j	A+	1	1	1	4/4	#1 · graph databases for fraud detection
13	SQLite	A	1	1	1	3/4	#1 · embedded databases for local-first applications
14	Valkey	A+	1	1	1	4/4	#1 · in-memory database for real-time applications
15	VictoriaMetrics	A+	1	1	1	4/4	#1 · time-series databases for high-cardinality observability data
16	CockroachDB	B	—	2	5	4/4	#2 · Database for multi-tenant SaaS
17	PlanetScale	B	—	2	5	4/4	#2 · database branching platform for development workflows
18	Supabase	B	—	2	5	4/4	#2 · serverless / managed Postgres
19	Apache Pinot	B	—	2	3	4/4	#2 · real-time OLAP databases for user-facing analytics
20	CCloudflare D1	B	—	1	2	4/4	#2 · SQLite hosting platform for edge applications
21	Couchbase	B	—	1	2	4/4	#2 · document database for modern applications
22	Nile	B	—	1	2	4/4	#2 · serverless Postgres databases for multi-tenant SaaS
23	Pinecone	B	—	1	2	4/4	#2 · Vector database for production RAG
24	TiDB	B	—	1	2	4/4	#2 · HTAP databases for real-time operational analytics
25	YugabyteDB	B	—	1	2	4/4	#3 · distributed SQL databases for globally consistent OLTP
26	DDragonflyDB	B	—	1	1	4/4	#2 · in-memory database for real-time applications
27	Elasticsearch	B	—	1	1	4/4	#2 · vector databases for hybrid semantic and keyword search
28	LLiquibase	B	—	1	1	4/4	#2 · database schema migration tool
29	PGlite	B	—	1	1	3/4	#2 · embedded databases for local-first applications
30	TigerGraph	B	—	1	1	4/4	#2 · graph databases for fraud detection

+ 55 more ranked brands below the top 30.

Method: brands are rolled up by homepage domain and ranked by #1 finishes, podiums, then board coverage across this industry's leaderboards — data updated 2026-07-20. All industries → · Source: modelsagree.com · CC BY 4.0