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 Jun 15

10

AI Models

34

Snapshots

116

Brands Detected

74

Sources Cited

87 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 Jun 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
NeonNeon
10/10
PostgreSQLPostgreSQL
10/10
PostgresPostgres
10/10
SupabaseSupabase
10/10
AWS RDSAWS RDS
9/10
SQLSQL
9/10
DigitalOceanDigitalOcean
8/10
GCPGCP
8/10
GoogleGoogle
8/10
Google CloudGoogle Cloud
8/10
AivenAiven
8/10
AuroraAurora
7/10
Cloud SQLCloud SQL
7/10
FullyFully
7/10
Google Cloud SQLGoogle Cloud SQL
7/10
AzureAzure
7/10
TeamsTeams
6/10
NorthflankNorthflank
5/10
RenderRender
5/10
pgvectorpgvector
5/10
HerokuHeroku
4/10
Heroku PostgresHeroku Postgres
4/10
SaaSSaaS
4/10
HIPAAHIPAA
4/10
AmazonAmazon
4/10
Azure DatabaseAzure Database
4/10
Cloud SQL for PostgreSQLCloud SQL for PostgreSQL
4/10
RDS for PostgreSQLRDS for PostgreSQL
4/10
EaseEase
3/10
PlanetScalePlanetScale
3/10
AlloyDBAlloyDB
3/10
Crunchy BridgeCrunchy Bridge
3/10
FirebaseFirebase
3/10
amazon.comamazon.com
3/10
InstaclustrInstaclustr
3/10
collaborationcollaboration
2/10
CI/CDCI/CD
2/10
Crunchy DataCrunchy Data
2/10
GoldGold
2/10
Next.jsNext.js
2/10
RailwayRailway
2/10
SOC 2SOC 2
2/10
DocsDocs
2/10
MicrosoftMicrosoft
2/10
OpenAIOpenAI
2/10
microsoft.commicrosoft.com
2/10
Aurora PostgreSQLAurora PostgreSQL
2/10
RedditReddit
2/10
reddit.comreddit.com
2/10
Amazon RDSAmazon RDS
2/10
Amazon AuroraAmazon Aurora
2/10
GitGit
2/10
ElephantSQLElephantSQL
2/10
BalanceBalance
1/10
KamateraKamatera
1/10
SAFeSAFe
1/10
BoxBox
1/10
DockerDocker
1/10
TemboTembo
1/10
VercelVercel
1/10
Vercel PostgresVercel Postgres
1/10
Azure Database for PostgreSQLAzure Database for PostgreSQL
1/10
Azure Database for PostgreSQL Flexible ServerAzure Database for PostgreSQL Flexible Server
1/10
PlanePlane
1/10
CloudWatchCloudWatch
1/10
ExcelExcel
1/10
bytebasebytebase
1/10
GeminiGemini
1/10
CloseClose
1/10
IBMIBM
1/10
InstantlyInstantly
1/10
PythonPython
1/10
WireWire
1/10
AlloyDB for PostgreSQLAlloyDB for PostgreSQL
1/10
Amazon Aurora PostgreSQLAmazon Aurora 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
MemoryMemory
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

northflank.com, digitalocean.com A final note from the experts at Bytebase: "In 2025, PostgreSQL hosting ranges from flexible cloud platforms (AWS, GCP, Azure) to simple, developer-focused options (Neon, PlanetScale, Supabase, Aiven, etc.).

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

Google Cloud SQL & AlloyDB How it works: AlloyDB is GCP’s answer to Aurora, claiming up to 4x faster performance than standard Postgres for transactional workloads and up to 100x faster for analytical queries.

Developer Infrastructure brand rankings

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

#BrandScoreTrend
1Postgres10/104
2AWS10/105
3Supabase10/105
4Neon10/104
5PostgreSQL10/104
6AWS RDS9/104
7SQL9/105
8Aiven8/103
9Google8/103
10Google Cloud8/103
11DigitalOcean8/102
12GCP8/103
13Cloud SQL7/106
14Azure7/103
15Fully7/105
16Aurora7/104
17Google Cloud SQL7/104
18Teams6/102
19Render5/102
20Northflank5/102
21pgvector5/102
22HIPAA4/102
23Amazon4/101
24Heroku4/104
25RDS for PostgreSQL4/102
26Cloud SQL for PostgreSQL4/103
27Heroku Postgres4/101
28SaaS4/101
29Azure Database4/103
30Ease3/102
31amazon.com3/10
32PlanetScale3/101
33Firebase3/101
34Crunchy Bridge3/101
35Instaclustr3/102
36AlloyDB3/102
37Reddit2/101
38Amazon Aurora2/101
39Amazon RDS2/101
40Aurora PostgreSQL2/101
41CI/CD2/101
42Crunchy Data2/101
43Docs2/101
44ElephantSQL2/10
45Git2/101
46Gold2/102
47Microsoft2/101
48Next.js2/101
49OpenAI2/101
50Railway2/102
51SOC 22/102
52collaboration2/101
53microsoft.com2/101
54reddit.com2/101
55IBM1/101
56Wire1/101
57Gemini1/101
58Amazon Aurora PostgreSQL1/10
59Plane1/101
60Excel1/101
61PostGIS1/10
62Docker1/101
63CloudWatch1/101
64Python1/101
65Close1/101
66bytebase1/101
67Box1/101
68Balance1/101
69SAFe1/101
70AlloyDB for PostgreSQL1/10
71Azure Database for PostgreSQL Flexible Server1/101
72Azure Database for PostgreSQL1/101
73ScaleGrid1/101
74Azure Cosmos DB for PostgreSQL1/101
75Target1/101
76Azure Cosmos DB1/101
77Tembo1/101
78Vercel1/10
79Vercel Postgres1/101
80InMotion Hosting1/10
81InMotion1/10
82Instantly1/101
83Kamatera1/10
84Koyeb1/101
85Memory1/101
86Windows1/101
87Microsoft Azure1/101

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.

Jun 15
ClaudeClaude started mentioning Google Cloud SQL
Jun 15
ClaudeClaude rank changed for Fully
Jun 15
ClaudeClaude rank changed for Postgres
Jun 15
ClaudeClaude rank changed for Heroku Postgres
Jun 15
ClaudeClaude rank changed for DigitalOcean
Jun 15
ClaudeClaude rank changed for collaboration
Jun 15
ClaudeClaude rank changed for GCP
Jun 15
ClaudeClaude rank changed for Google
Jun 15
ClaudeClaude rank changed for Google Cloud
Jun 15
ClaudeClaude rank changed for Teams

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

Postgres ranks first, mentioned by 10/10 AI models. Also mentioned often: AWS, Supabase, Neon.

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 northflank.com, bytebase.com, supabase.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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