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 Mar 21·Last scanned 3d ago

10

AI Models

38

Snapshots

130

Brands Detected

79

Sources Cited

96 brands come up when 10 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

10 models queried · Last scanned 3d ago

Unanimous

10/10 models recommend AWS

ChatGPTChatGPT
ClaudeClaude
DeepSeekDeepSeek
Ddeepseek-chat
GeminiGemini
Ggemini-3-flash
Ggpt-5
GrokGrok
Ggrok-4-1-fast
PerplexityPerplexity
Brand
ChatGPTChatGPT
ClaudeClaude
DeepSeekDeepSeek
Ddeepseek-chat
GeminiGemini
Ggemini-3-flash
Ggpt-5
GrokGrok
Ggrok-4-1-fast
PerplexityPerplexity
Total
AWSAWS
10/10
PostgreSQLPostgreSQL
10/10
PostgresPostgres
10/10
DigitalOceanDigitalOcean
9/10
SupabaseSupabase
9/10
AWS RDSAWS RDS
8/10
AuroraAurora
8/10
NeonNeon
8/10
FullyFully
7/10
TeamsTeams
7/10
AivenAiven
7/10
SQLSQL
7/10
AzureAzure
6/10
GCPGCP
6/10
GoogleGoogle
6/10
Google CloudGoogle Cloud
6/10
AmazonAmazon
5/10
RenderRender
5/10
SaaSSaaS
5/10
pgvectorpgvector
5/10
Cloud SQLCloud SQL
5/10
Google Cloud SQLGoogle Cloud SQL
5/10
Amazon RDSAmazon RDS
4/10
Azure DatabaseAzure Database
4/10
HerokuHeroku
4/10
Heroku PostgresHeroku Postgres
4/10
OnOn
4/10
RDS for PostgreSQLRDS for PostgreSQL
4/10
amazon.comamazon.com
4/10
Aurora PostgreSQLAurora PostgreSQL
4/10
GitGit
4/10
NorthflankNorthflank
4/10
HIPAAHIPAA
3/10
Crunchy BridgeCrunchy Bridge
3/10
FirebaseFirebase
3/10
PlanetScalePlanetScale
3/10
RailwayRailway
3/10
Amazon AuroraAmazon Aurora
3/10
InstaclustrInstaclustr
3/10
Amazon RDS for PostgreSQLAmazon RDS for PostgreSQL
2/10
Azure Database for PostgreSQLAzure Database for PostgreSQL
2/10
EaseEase
2/10
InsightsInsights
2/10
MicrosoftMicrosoft
2/10
microsoft.commicrosoft.com
2/10
CI/CDCI/CD
2/10
InstantlyInstantly
2/10
MemoryMemory
2/10
WorkersWorkers
2/10
Amazon Aurora PostgreSQLAmazon Aurora PostgreSQL
2/10
DocsDocs
2/10
OpenAIOpenAI
2/10
Cloud SQL for PostgreSQLCloud SQL for PostgreSQL
2/10
ElephantSQLElephantSQL
2/10
DigitalOcean Managed DatabasesDigitalOcean Managed Databases
1/10
MINIMINI
1/10
SSLSSL
1/10
AwayAway
1/10
BranchBranch
1/10
Crunchy DataCrunchy Data
1/10
ISO 27001ISO 27001
1/10
JavaScriptJavaScript
1/10
PlanetScale PostgresPlanetScale Postgres
1/10
Prisma PostgresPrisma Postgres
1/10
SOC2SOC2
1/10
cryptocrypto
1/10
Amazon Aurora PostgreSQL-CompatibleAmazon Aurora PostgreSQL-Compatible
1/10
HTMLHTML
1/10
DatabricksDatabricks
1/10
RedisRedis
1/10
bytebasebytebase
1/10
BalanceBalance
1/10
KamateraKamatera
1/10
SAFeSAFe
1/10
collaborationcollaboration
1/10
GeminiGemini
1/10
CloseClose
1/10
GoldGold
1/10
IBMIBM
1/10
PythonPython
1/10
WireWire
1/10
AlloyDBAlloyDB
1/10
AlloyDB for PostgreSQLAlloyDB for PostgreSQL
1/10
Azure Cosmos DBAzure Cosmos DB
1/10
Azure Cosmos DB for PostgreSQLAzure Cosmos DB for PostgreSQL
1/10
Microsoft AzureMicrosoft Azure
1/10
PostGISPostGIS
1/10
TargetTarget
1/10
WindowsWindows
1/10
KoyebKoyeb
1/10
Next.jsNext.js
1/10
RedditReddit
1/10
reddit.comreddit.com
1/10
InMotionInMotion
1/10
InMotion HostingInMotion Hosting
1/10
ScaleGridScaleGrid
1/10

Key Quotes

ClaudeClaude

For enterprise teams, AWS RDS or Google Cloud SQL remain the safe choice with the compliance and integration features that larger organizations require.

Ddeepseek-chat

- Enterprise/High Availability: AWS RDS or Google Cloud SQL.

DeepSeekDeepSeek

supabase.com Amazon RDS for PostgreSQL – Enterprise‑Grade Scalability and Control AWS RDS offers robust security (VPC isolation, encryption at rest with KMS, SSL in transit), automated backups up to 35 days, and Multi‑AZ deployments for high availability.

Ggemini-3-flash

Best for High-Scale Enterprise: AWS RDS / Aurora For large-scale applications where 99.99% uptime and deep compliance (HIPAA, PCI) are non-negotiable, AWS RDS (Relational Database Service) remains the industry standard.

GeminiGemini

You can deploy Aiven Postgres across AWS, GCP, Azure, or DigitalOcean, backed by enterprise-grade compliance (SOC2, ISO 27001).

Developer Infrastructure brand rankings

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

#BrandScoreTrend
1AWS10/101
2Postgres10/10
3PostgreSQL10/10
4DigitalOcean9/10
5Supabase9/10
6AWS RDS8/101
7Aurora8/103
8Neon8/102
9SQL7/10
10Teams7/101
11Fully7/102
12Aiven7/101
13Google Cloud6/102
14Azure6/102
15GCP6/103
16Google6/102
17SaaS5/101
18Cloud SQL5/101
19Render5/10
20Google Cloud SQL5/101
21pgvector5/10
22Amazon5/101
23On4/104
24Northflank4/101
25Git4/103
26Amazon RDS4/103
27Heroku4/102
28Heroku Postgres4/10
29Azure Database4/101
30Aurora PostgreSQL4/102
31RDS for PostgreSQL4/10
32amazon.com4/10
33HIPAA3/101
34PlanetScale3/101
35Firebase3/10
36Railway3/102
37Amazon Aurora3/102
38Instaclustr3/101
39Crunchy Bridge3/10
40Ease2/101
41ElephantSQL2/10
42Amazon RDS for PostgreSQL2/102
43CI/CD2/10
44OpenAI2/10
45Workers2/102
46Cloud SQL for PostgreSQL2/101
47Microsoft2/10
48microsoft.com2/10
49Instantly2/102
50Memory2/102
51Azure Database for PostgreSQL2/101
52Amazon Aurora PostgreSQL2/101
53Docs2/10
54Insights2/102
55reddit.com1/101
56AlloyDB1/102
57AlloyDB for PostgreSQL1/10
58Amazon Aurora PostgreSQL-Compatible1/101
59Away1/10
60Azure Cosmos DB1/101
61Azure Cosmos DB for PostgreSQL1/101
62Balance1/101
63Branch1/101
64Close1/101
65Crunchy Data1/104
66Databricks1/101
67DigitalOcean Managed Databases1/101
68Gemini1/101
69Gold1/10
70HTML1/101
71IBM1/101
72ISO 270011/101
73InMotion1/10
74InMotion Hosting1/10
75JavaScript1/101
76Kamatera1/10
77Koyeb1/101
78MINI1/101
79Microsoft Azure1/101
80Next.js1/101
81PlanetScale Postgres1/101
82PostGIS1/10
83Prisma Postgres1/101
84Python1/101
85Reddit1/101
86Redis1/101
87SAFe1/101
88SOC21/101
89SSL1/10
90ScaleGrid1/101
91Target1/101
92Windows1/101
93Wire1/101
94bytebase1/10
95collaboration1/101
96crypto1/101

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.

3d ago
GeminiGemini rank changed for Aurora
3d ago
GeminiGemini stopped mentioning AlloyDB
3d ago
GeminiGemini stopped mentioning Docker
3d ago
GeminiGemini added citation dash0.com
3d ago
GeminiGemini added citation estuary.dev
3d ago
GeminiGemini added citation pandastack.io
3d ago
GeminiGemini added citation medium.com
3d ago
GeminiGemini added citation vercel.com
3d ago
GeminiGemini added citation tigerdata.com
3d ago
GeminiGemini added citation bytebase.com

Where AI models get their sources

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

DomainModels
supabase.com6 models
northflank.com6 models
bytebase.com6 models
aws.amazon.com5 models
aiven.io3 models
dreamlit.ai3 models
reddit.com2 models
render.com2 models
neon.tech2 models
tigerdata.com2 models
neon.com2 models
heroku.com2 models
prisma.io1 model
railway.app1 model
vercel.com1 model
1vps.com1 model
dash0.com1 model
dev.to1 model
formbold.com1 model
koyeb.com1 model
medium.com1 model

Related developer infrastructure prompts

Frequently asked questions

AWS ranks first, mentioned by 10/10 AI models. Also mentioned often: Postgres, PostgreSQL, DigitalOcean.

10 AI models answer this prompt: Claude Sonnet 4.6, deepseek-chat, DeepSeek V4, gemini-3-flash, Gemini 3.5 Flash, gpt-5, GPT-5.4 Mini, grok-4-1-fast, Grok 4.3, 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 44 unique domains when answering this prompt. The most-cited sources include digitalocean.com, supabase.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.

Track your own brand

See if ChatGPT, Claude, Gemini, and the rest actually recommend you. We'll let you know when that changes.

No credit card required · 7-day free trial