Code Editors & IDEs
Questions 8Top 5 of 113 brandsScore
Subcategory
Databases
This index adds up the scores of 8 questions. 170 brands are ranked.
- Edition
- Nov 12, 2026
- Methodology
- v5.0
- Panel
- 6 AI surfaces
AI Visibility Ranking
Brands across every question in this category, ordered by GenRank score.
#BrandScore
- 1PostgreSQL422.9
- 2Redis209.6
- 3MongoDB199.2
- 4Supabase158.3
- 5Apache Cassandra150.5
- 6SQLite149.8
- 7MySQL141.6
- 8Amazon DynamoDB120.2
- 9Neon Postgres117.2
- 10Neo4j105.0
Show all 50
- 11ClickHouse96.0
- 12DBeaver PRO93.5
- 13Valkey87.4
- 14MariaDB85.7
- 15Oracle Database84.6
- 16Amazon Aurora PostgreSQL78.4
- 17Qdrant73.3
- 18Pinecone73.1
- 19Amazon RDS for PostgreSQL70.5
- 20CockroachDB70.3
- 21PubMed66.4
- 22Milvus59.9
- 23Scopus56.2
- 24Web of Science55.9
- 25Weaviate53.5
- 26Couchbase52.2
- 27Microsoft SQL Server51.9
- 28Google Cloud SQL48.1
- 29ScyllaDB47.0
- 30MongoDB Atlas44.8
- 31JSTOR44.4
- 32DataGrip42.4
- 33Chroma40.6
- 34Elasticsearch39.3
- 35Crunchy Bridge38.8
- 36Firebase38.5
- 37TablePlus37.3
- 38Crunchbase36.2
- 39Amazon RDS35.7
- 40DuckDB35.6
- 41Amazon Aurora35.0
- 42Google Spanner34.0
- 43Beekeeper Studio32.1
- 44pgAdmin 431.4
- 45YugabyteDB29.6
- 46PitchBook29.6
- 47IBM Db228.7
- 48IEEE Xplore28.3
- 49Apache CouchDB28.1
- 50MySQL Workbench27.4
- 1PostgreSQL422.9
- 2Redis209.6
- 3MongoDB199.2
- 4Supabase158.3
- 5Apache Cassandra150.5
- 6SQLite149.8
- 7MySQL141.6
- 8Amazon DynamoDB120.2
- 9Neon Postgres117.2
- 10Neo4j105.0
- 11ClickHouse96.0
- 12DBeaver PRO93.5
- 13Valkey87.4
- 14MariaDB85.7
- 15Oracle Database84.6
- 16Amazon Aurora PostgreSQL78.4
- 17Qdrant73.3
- 18Pinecone73.1
- 19Amazon RDS for PostgreSQL70.5
- 20CockroachDB70.3
- 21PubMed66.4
- 22Milvus59.9
- 23Scopus56.2
- 24Web of Science55.9
- 25Weaviate53.5
- 26Couchbase52.2
- 27Microsoft SQL Server51.9
- 28Google Cloud SQL48.1
- 29ScyllaDB47.0
- 30MongoDB Atlas44.8
- 31JSTOR44.4
- 32DataGrip42.4
- 33Chroma40.6
- 34Elasticsearch39.3
- 35Crunchy Bridge38.8
- 36Firebase38.5
- 37TablePlus37.3
- 38Crunchbase36.2
- 39Amazon RDS35.7
- 40DuckDB35.6
- 41Amazon Aurora35.0
- 42Google Spanner34.0
- 43Beekeeper Studio32.1
- 44pgAdmin 431.4
- 45YugabyteDB29.6
- 46PitchBook29.6
- 47IBM Db228.7
- 48IEEE Xplore28.3
- 49Apache CouchDB28.1
- 50MySQL Workbench27.4
Top 50 of 170
The GenRank score sums each brand’s question-level visibility inside this category. Higher means AI names the brand more often and earlier. It is not bounded, so compare brands within one category, not across categories. Methodology
The questions behind this index
8Each question with its top three brands by GenRank score and how many brands its answers named.
Rank trend
Rank trends are drawn once two weekly editions under the same methodology exist. Only the first edition is in so far.
Named by surface
Each cell: of the surface's 8 answers, how many named the brand. Darker means named more often.
- Window
- Oct 18, 2026 ~ Nov 8, 2026
| Brand |  Google AI Overviews |  ChatGPT |  Claude |  Gemini | Google AI Mode |  Microsoft Copilot |
|---|---|---|---|---|---|---|
| 1PostgreSQL | 4 | 5 | 6 | 4 | 5 | 3 |
| 2Redis | 4 | 1 | 5 | 5 | 3 | 3 |
| 3MongoDB | 4 | 2 | 4 | 2 | 1 | 2 |
| 4Supabase | 2 | 3 | 2 | 2 | 2 | 3 |
| 5Apache Cassandra | 2 | 2 | 3 | 2 | 4 | 2 |
| 6SQLite | 2 | 2 | 3 | 2 | 4 | 2 |
| 7MySQL | 3 | 0 | 2 | 2 | 3 | 3 |
| 8Amazon DynamoDB | 1 | 2 | 2 | 3 | 2 | 1 |
| 9Neon Postgres | 1 | 2 | 2 | 2 | 2 | 2 |
| 10Neo4j | 2 | 1 | 2 | 1 | 3 | 2 |
| 11ClickHouse | 0 | 2 | 4 | 2 | 1 | 2 |
| 12DBeaver PRO | 1 | 1 | 1 | 1 | 1 | 1 |
| 13Valkey | 2 | 1 | 2 | 1 | 3 | 1 |
| 14MariaDB | 1 | 1 | 2 | 1 | 2 | 1 |
| 15Oracle Database | 1 | 1 | 2 | 1 | 1 | 1 |
Named alongside
Brands named in the same answers in the last four weeks. Circle size: answers naming the brand. Line width: answers naming both.
- Answers naming the brand
- 4
- 10
- 35
- Answers naming both
- 1
- 21
- Answers naming the brand
- 4
- 10
- 35
- Answers naming both
- 1
- 21
| Brand | Answers naming the brand | Named alongside |
|---|---|---|
| PostgreSQL | 35 | SQLite (21), Redis (19), MySQL (19) |
| Redis | 28 | MongoDB (19), PostgreSQL (19), Apache Cassandra (18) |
| MongoDB | 22 | Redis (19), Apache Cassandra (15), PostgreSQL (15) |
| Supabase | 14 | Neon Postgres (10), PostgreSQL (8), Redis (6) |
| Apache Cassandra | 21 | Redis (18), MongoDB (15), Amazon DynamoDB (14) |
| SQLite | 21 | PostgreSQL (21), MySQL (15), MariaDB (12) |
| MySQL | 19 | PostgreSQL (19), SQLite (15), Redis (13) |
| Amazon DynamoDB | 15 | Apache Cassandra (14), Redis (14), MongoDB (12) |
| Neon Postgres | 11 | Supabase (10), Google Cloud SQL (6), Amazon Aurora PostgreSQL (6) |
| Neo4j | 14 | Apache Cassandra (14), Redis (12), MongoDB (10) |
| ClickHouse | 16 | PostgreSQL (13), Apache Cassandra (10), Valkey (9) |
| DBeaver PRO | 6 | PostgreSQL (4), SQLite (3), Supabase (2) |
| Valkey | 14 | PostgreSQL (13), SQLite (11), Redis (10) |
| MariaDB | 12 | SQLite (12), PostgreSQL (12), MySQL (10) |
| Oracle Database | 10 | PostgreSQL (10), Microsoft SQL Server (8), MySQL (7) |
| Amazon Aurora PostgreSQL | 6 | Neon Postgres (6), Google Cloud SQL (5), Supabase (5) |
| Qdrant | 10 | Milvus (9), Pinecone (8), Weaviate (6) |
| Pinecone | 8 | Qdrant (8), Milvus (7), Weaviate (6) |
| Amazon RDS for PostgreSQL | 4 | Neon Postgres (4), Amazon Aurora PostgreSQL (3), Supabase (3) |
| CockroachDB | 11 | ClickHouse (9), Apache Cassandra (8), Redis (8) |
| PubMed | 6 | Oracle Database (6), Web of Science (6), Microsoft SQL Server (6) |
| Milvus | 9 | Qdrant (9), Pinecone (7), Weaviate (5) |
| Scopus | 6 | Oracle Database (6), PubMed (6), Web of Science (6) |
| Web of Science | 6 | Oracle Database (6), PubMed (6), Microsoft SQL Server (6) |
| Weaviate | 6 | Pinecone (6), Qdrant (6), Milvus (5) |
| Couchbase | 6 | Redis (6), MongoDB (5), Amazon DynamoDB (5) |
| Microsoft SQL Server | 8 | Oracle Database (8), PostgreSQL (8), MySQL (7) |
| Google Cloud SQL | 6 | Neon Postgres (6), Supabase (6), Amazon Aurora PostgreSQL (5) |
| ScyllaDB | 9 | Apache Cassandra (9), Redis (9), ClickHouse (7) |
| MongoDB Atlas | 7 | Redis (5), PostgreSQL (5), Neon Postgres (3) |
Most cited sources
Sites cited by the answers to this category's questions and its subcategories'. Counts are citing answers. All of this week's questions. Earlier ranks appear once two weekly runs of the same methodology exist.
| Rank | Source | Citing answers |
|---|---|---|
| 1 | instaclustr.com | 9 |
| 2 | mongodb.com | 5 |
| 3 | g2.com | 5 |
| 4 | worldmetrics.org | 5 |
| 5 | docs.aws.amazon.com | 4 |
| 6 | geeksforgeeks.org | 4 |
| 7 | postgresql.org | 4 |
| 8 | reddit.com | 4 |
| 9 | airbyte.com | 4 |
| 10 | clickhouse.com | 4 |
Sources and brands
Which cited sources appear in the answers that name each brand, counted in answers.
| Cited sources | Brand | Answers naming the brand |
|---|---|---|
| postgresql.org | PostgreSQL | 8 |
| mongodb.com | PostgreSQL | 6 |
| instaclustr.com | PostgreSQL | 6 |
| instaclustr.com | Redis | 6 |
| postgresql.org | SQLite | 5 |
| mongodb.com | MongoDB | 5 |
| instaclustr.com | MySQL | 5 |
| instaclustr.com | Apache Cassandra | 5 |
| ispirer.com | Supabase | 4 |
| airbyte.com | Redis | 4 |
| ispirer.com | PostgreSQL | 4 |
| instaclustr.com | MongoDB | 4 |
| ispirer.com | Redis | 4 |
| instaclustr.com | Supabase | 4 |
| cassandra.apache.org | Apache Cassandra | 4 |
| airbyte.com | PostgreSQL | 4 |
| postgresql.org | MongoDB | 4 |
| clickhouse.com | PostgreSQL | 4 |
| instaclustr.com | SQLite | 4 |
| mongodb.com | Amazon DynamoDB | 3 |
| airbyte.com | Apache Cassandra | 3 |
| airbyte.com | MySQL | 3 |
| cassandra.apache.org | MongoDB | 3 |
| cassandra.apache.org | Amazon DynamoDB | 3 |
| cassandra.apache.org | Redis | 3 |
| cassandra.apache.org | PostgreSQL | 3 |
| clickhouse.com | Apache Cassandra | 3 |
| clickhouse.com | SQLite | 3 |
| fivetran.com | Apache Cassandra | 3 |
| fivetran.com | Redis | 3 |
| fivetran.com | SQLite | 3 |
| fivetran.com | PostgreSQL | 3 |
| fivetran.com | MySQL | 3 |
| ispirer.com | SQLite | 3 |
| ispirer.com | MySQL | 3 |
| mongodb.com | Apache Cassandra | 3 |
| mongodb.com | SQLite | 3 |
| postgresql.org | Apache Cassandra | 3 |
| clickhouse.com | MongoDB | 2 |
| postgresql.org | Amazon DynamoDB | 2 |
| postgresql.org | Supabase | 2 |
| instaclustr.com | Amazon DynamoDB | 2 |
| fivetran.com | MongoDB | 2 |
| clickhouse.com | Supabase | 2 |
| ispirer.com | MongoDB | 2 |
| airbyte.com | MongoDB | 2 |
| postgresql.org | Redis | 2 |
| mongodb.com | Redis | 2 |
| postgresql.org | MySQL | 2 |
| clickhouse.com | Redis | 2 |
| airbyte.com | SQLite | 2 |
| clickhouse.com | Amazon DynamoDB | 2 |
| ispirer.com | Amazon DynamoDB | 1 |
| clickhouse.com | MySQL | 1 |
| airbyte.com | Amazon DynamoDB | 1 |
| cassandra.apache.org | MySQL | 1 |
| mongodb.com | MySQL | 1 |
| mongodb.com | Supabase | 1 |
| cassandra.apache.org | SQLite | 1 |
| ispirer.com | Apache Cassandra | 1 |
Citations by source type
How many citations in this edition point at each kind of source.
Other indexes in Development & Technical
The other indexes under the same parent, each with its top five brands.
DevOps Tools
Questions 7Top 5 of 145 brandsScore
Monitoring & Observability Tools
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No-Code & Low-Code Platforms
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Web Frameworks & Libraries
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