Niche

Developer Backend & Vector Search Services

340 brands ranked by how often AI recommends them.

As of Mar 14, 2026

Focus brand|

WorldRemit

Developer Backend & Vector Search Services

Top 10 brands by share of voice · Last 30 days · Week of Mar 8 – Mar 14

340 brands

42.8%

41.2%

41.2%

35.4%

21.9%

18.5%

17.0%

15.6%

13.5%

13.2%

Parse

https://parse.gl

Measured across ChatGPT & Google AI

Full leaderboard

All 340 brands ranked by share of voice in this niche.

#	Brand	Share of Voice
1	Qdrant	42.8%
2	Milvus	41.2%
3	Weaviate	41.2%
4	Pinecone	35.4%
5	Chroma	21.9%
6	Supabase	18.5%
7	Firebase	17.0%
8	PostgreSQL	15.6%
9	pgvector	13.5%
10	Redis	13.2%

Prompts in Developer Backend & Vector Search Services

The questions people ask AI that drive brand mentions.

I need a database provider that offers native support for vector search to power a generative AI application.Amazon I need a database provider that offers native support for vector search to power a generative AI application.Amazon I am looking for a database that supports vector search natively and does not require a separate bolt-on index.Milvus

Prompts in Developer Backend & Vector Search Services

The questions people ask AI that drive brand mentions.

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Vector Databases and RAG Platforms Vector Database Platforms On-Prem Vector Database Platforms Embedding Model APIs and Services RAG Platforms and Retrieval Tools Managed Real-Time Messaging APIs

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