Developer Infrastructure Prompt

Best database hosting for Postgres

Which brands do AI models actually recommend for this developer infrastructure question? We re-run this regularly and track how the answers shift.

Tracked since 3d ago·Last scanned 2d ago

6

AI Models

12

Snapshots

53

Brands Detected

39

Sources Cited

53 brands come up when 6 AI models answer “Best database hosting for Postgres”. We re-run this prompt every few days with web search on across ChatGPT, Claude, Gemini, Grok, DeepSeek, and Perplexity.

What AI models recommend

6 models queried · Last scanned 2d ago

Unanimous

6/6 models recommend DigitalOcean

ChatGPTChatGPT
ClaudeClaude
DeepSeekDeepSeek
GeminiGemini
GrokGrok
PerplexityPerplexity
Brand
ChatGPTChatGPT
ClaudeClaude
DeepSeekDeepSeek
GeminiGemini
GrokGrok
PerplexityPerplexity
Total
DigitalOceanDigitalOcean
6/6
NeonNeon
6/6
AWSAWS
5/6
AWS RDSAWS RDS
5/6
RenderRender
5/6
SupabaseSupabase
5/6
AivenAiven
5/6
GoogleGoogle
4/6
Google CloudGoogle Cloud
4/6
Google Cloud SQLGoogle Cloud SQL
4/6
SQLSQL
4/6
pgvectorpgvector
4/6
GCPGCP
3/6
PostgresPostgres
3/6
NorthflankNorthflank
3/6
AmazonAmazon
3/6
AzureAzure
3/6
EaseEase
2/6
PostGISPostGIS
2/6
AuroraAurora
2/6
InstaclustrInstaclustr
2/6
GitHubGitHub
1/6
IONOSIONOS
1/6
PlanetScalePlanetScale
1/6
PostgreSQLPostgreSQL
1/6
ScaleGridScaleGrid
1/6
AWS IAMAWS IAM
1/6
Amazon AuroraAmazon Aurora
1/6
FirebaseFirebase
1/6
HIPAAHIPAA
1/6
Next.jsNext.js
1/6
VercelVercel
1/6
Aurora PostgreSQLAurora PostgreSQL
1/6
Crunchy BridgeCrunchy Bridge
1/6
Crunchy DataCrunchy Data
1/6
DatabricksDatabricks
1/6
EDB BigAnimalEDB BigAnimal
1/6
EDB Postgres Advanced ServerEDB Postgres Advanced Server
1/6
MINIMINI
1/6
OpenAIOpenAI
1/6
TerraformTerraform
1/6
KoyebKoyeb
1/6
PgBouncerPgBouncer
1/6
PostgRESTPostgREST
1/6
XX
1/6
Amazon RDSAmazon RDS
1/6
ElephantSQLElephantSQL
1/6
GeminiGemini
1/6
InMotionInMotion
1/6
InMotion HostingInMotion Hosting
1/6
MemoryMemory
1/6
NetAppNetApp
1/6
Vertex AIVertex AI
1/6

Key Quotes

ClaudeClaude Sonnet 4.6Claude

- For enterprise workloads with complex needs → AWS RDS or Google Cloud SQL

DeepSeekDeepSeek V3.2DeepSeek

For enterprises, AWS RDS or Aiven shine.

GeminiGemini 3 FlashGemini

--- Comparison Summary (2026) Key Trends to Watch in 2026 Postgres as the AI Core: Most top providers (Supabase, Neon, Azure) now offer "AI-optimized" Postgres, which includes `pgvector` and `pgvectorscale` pre-installed to handle billion-scale vector searches for AI agents.

ChatGPTGPT-5ChatGPT

Google Cloud SQL for PostgreSQL: managed Postgres with HA, automatic storage growth, Insights observability, and easy ties to GKE/Cloud Run; AlloyDB is Google’s high‑performance Postgres‑compatible option.

GrokGrok 4.1 FastGrok

Enterprise: Hyperscaler (AWS/GCP/Azure) for SLAs/compliance.()

Developer Infrastructure brand rankings

Brands ranked by how many AI models mention them. Trend shows change since the last scan.

#BrandScoreTrend
1Neon6/61
2DigitalOcean6/65
3Supabase5/61
4Aiven5/62
5AWS5/65
6Render5/64
7AWS RDS5/62
8pgvector4/64
9Google4/64
10Google Cloud4/63
11Google Cloud SQL4/63
12SQL4/64
13Azure3/63
14Amazon3/63
15Northflank3/61
16GCP3/63
17Postgres3/63
18Aurora2/61
19Ease2/62
20Instaclustr2/6
21PostGIS2/61
22Next.js1/61
23OpenAI1/61
24PgBouncer1/61
25PlanetScale1/61
26PostgREST1/61
27PostgreSQL1/61
28ScaleGrid1/6
29Terraform1/6
30Vercel1/61
31Vertex AI1/6
32X1/61
33Memory1/61
34AWS IAM1/61
35Amazon Aurora1/61
36Amazon RDS1/6
37Aurora PostgreSQL1/61
38Crunchy Bridge1/6
39Crunchy Data1/6
40Databricks1/61
41EDB BigAnimal1/6
42EDB Postgres Advanced Server1/6
43ElephantSQL1/6
44Firebase1/6
45Gemini1/6
46GitHub1/61
47HIPAA1/61
48IONOS1/61
49InMotion1/61
50InMotion Hosting1/6
51Koyeb1/6
52MINI1/61
53NetApp1/6

Developer Infrastructure brand visibility over time

Track how brand mentions shift across AI models over time.

What changed and when

Every brand addition, removal, and citation change logged with timestamps.

2d ago
Perplexityperplexity started mentioning InMotion
2d ago
Perplexityperplexity started mentioning Amazon
2d ago
Perplexityperplexity started mentioning Google
2d ago
Perplexityperplexity started mentioning Budget
2d ago
Perplexityperplexity started mentioning SQL
2d ago
Perplexityperplexity started mentioning DigitalOcean
2d ago
Perplexityperplexity started mentioning Memory
2d ago
Perplexityperplexity removed citation
2d ago
Perplexityperplexity rank changed for Neon
2d ago
Perplexityperplexity rank changed for ElephantSQL

Where AI models get their sources

Domains cited by AI models when answering this prompt, ranked by how many models reference them.

Related developer infrastructure prompts

Frequently asked questions

Neon ranks first, mentioned by 6/6 AI models. Also mentioned often: DigitalOcean, Supabase, Aiven.

6 AI models answer this prompt: Claude Sonnet 4.6, DeepSeek V3.2, Gemini 3 Flash, GPT-5, Grok 4.1 Fast, Perplexity. We look at each response to see which brands show up and what sources get cited.

On a recurring schedule. We run this prompt through every model with web search on, pull out brand mentions and citations, then flag anything that changed.

AI models cite 38 unique domains when answering this prompt. The most-cited sources include neon.com, digitalocean.com, northflank.com.

We regularly send real developer infrastructure prompts to ChatGPT, Claude, Gemini, Grok, DeepSeek, and Perplexity. Sign up free to track your own brand and competitors.

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