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 Aug 15

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 Aug 15

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

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.

Aug 15
ChatGPTChatGPT started mentioning Amazon RDS for PostgreSQL
Aug 15
ChatGPTChatGPT started mentioning Amazon Aurora PostgreSQL-Compatible
Aug 15
ChatGPTChatGPT started mentioning DigitalOcean
Aug 15
ChatGPTChatGPT started mentioning Amazon RDS
Aug 15
ChatGPTChatGPT started mentioning Aurora
Aug 15
ChatGPTChatGPT started mentioning Aurora PostgreSQL
Aug 15
ChatGPTChatGPT started mentioning Amazon Aurora
Aug 15
ChatGPTChatGPT started mentioning SaaS
Aug 15
ChatGPTChatGPT started mentioning Amazon Aurora PostgreSQL
Aug 15
ChatGPTChatGPT started mentioning On

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.

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