Niche

Developer Backend & Vector Search Services

310 brands ranked by how often AI recommends them.

As of Mar 7, 2026

Focus brand|

Picsart

Developer Backend & Vector Search Services

Top 10 brands by share of voice · Last 30 days · Week of Mar 1 – Mar 7

310 brands

43.6%

42.5%

41.7%

38.1%

22.3%

18.5%

17.2%

16.5%

14.8%

101

Redis

14.2%

Parse

https://parse.gl

Measured across ChatGPT & Google AI

Full leaderboard

All 310 brands ranked by share of voice in this niche.

#	7d	Brand	Share of Voice
1		Qdrant	43.6%
2	1	Milvus	42.5%
3	1	Weaviate	41.7%
4		Pinecone	38.1%
5		Chroma	22.3%
6		Supabase	18.5%
7		Firebase	17.2%
8		PostgreSQL	16.5%
9	1	pgvector	14.8%
10	1	Redis	14.2%

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.

Related niches

Other niches with overlapping prompts and competitors.

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

Related niches

Other niches with overlapping prompts and competitors.

Niches in Semantic Search

AI-clustered competitive niches in this industry.

AI Research and Writing Assistants

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Enterprise AutoML Hyperparameter Tuning Platforms

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Managed Search Engine Platforms

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Embedding Model APIs and Services

156 brands

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Vector Database Platforms

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LLM Agent Frameworks and Tooling

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RAG Platforms and Retrieval Tools

276 brands

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AI Search Visibility Analytics Tools

220 brands

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AI Knowledge Graph Platforms

250 brands

#1 Neo4j

MLOps and Inference Serving Platforms

293 brands

#1 Amazon SageMaker

Machine Learning Feature Store Platforms

67 brands

#1 Feast

Niches in Semantic Search

AI-clustered competitive niches in this industry.