Skip to content

How do AI models rank Backend-as-a-Service Platforms?

The public record of what ChatGPT, Claude, Gemini, and Perplexity recommend. Ranked across 17 brands, dated at every close.

Model API
Share

Supabase holds #1 on consensus, at 50.

  • ChatGPT
  • Claude
  • GeminiSupabase
  • PerplexitySupabase
Backend-as-a-Service Platforms: how 4 AI models rank the top brands. Each model column is ranked independently.
Consensus rankAPI + Search: measured on the official model API with web search enabledChatGPT#1 SupabaseClaude#1 SupabaseGemini#1 SupabasePerplexity#1 Supabase
1
SupabaseNo change from the last close
50
Not named by ChatGPTNot named by Claude
#1100No change from the last close
#1100No change from the last close
2
FirebaseNo change from the last close
43
Not named by ChatGPTNot named by Claude
#285No change from the last close
#285No change from the last close
3
AWS AmplifyNew entry at the last close
29
Not named by ChatGPTNot named by Claude
#644New entry at the last close
#372New entry at the last close
4
AppwriteNew entry at the last close
25
Not named by ChatGPTNot named by Claude
#738New entry at the last close
#461New entry at the last close
5
RenderNew entry at the last close
18
Not named by ChatGPTNot named by Claude
#372New entry at the last close
Not named by Perplexity
6
VercelNew entry at the last close
15
Not named by ChatGPTNot named by Claude
#461New entry at the last close
Not named by Perplexity
7
ConvexNew entry at the last close
13
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#552New entry at the last close
8
RailwayNew entry at the last close
13
Not named by ChatGPTNot named by Claude
#552New entry at the last close
Not named by Perplexity
9
ExpressNew entry at the last close
11
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#644New entry at the last close
10
Node.jsNew entry at the last close
11
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#644New entry at the last close
11
DjangoNew entry at the last close
10
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#738New entry at the last close
12
EncoreNew entry at the last close
8
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#832New entry at the last close
13
Fly.ioNew entry at the last close
8
Not named by ChatGPTNot named by Claude
#832New entry at the last close
Not named by Perplexity
14
DigitalOcean App PlatformNew entry at the last close
7
Not named by ChatGPTNot named by Claude
#927New entry at the last close
Not named by Perplexity
15
PocketBaseNew entry at the last close
7
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#927New entry at the last close
16
HerokuNew entry at the last close
6
Not named by ChatGPTNot named by Claude
#1023New entry at the last close
Not named by Perplexity
17
PostgreSQL-first managed backendNew entry at the last close
6
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#1023New entry at the last close
Swipe4 models

Understand the chart.

Full glossary

The record so far.

Consensus rank · top 5
12345Jul 6, 2026Aug 10, 2026
SupabaseFirebaseAWS AmplifyAppwriteRender
Consensus rank by close for the top 5 brands, oldest close first
BrandJul 6, 2026Aug 10, 2026
Supabase#1#1
Firebase#2#2
AWS Amplifynot ranked#3
Appwritenot ranked#4
Rendernot ranked#5

The receipts.

Recorded 2026-08-10 · 4 model answers

The unedited answers this ranking is scored from. We record what each model said, word for word. Nothing summarized, nothing editorialized.

ChatGPT10 sources

ChatGPT · Recorded 2026-08-10

For a new app, my default choice is Supabase unless you have a clear reason to optimize for mobile offline sync, edge-native workloads, or a highly reactive TypeScript backend. This ranking is deliberately opinionated: it favors platforms that let a small team ship quickly without trapping the core of the product in a proprietary data model.

1. Supabase — Best default for most startups and product teams because it gives you real PostgreSQL plus Auth, Storage, Realtime, and edge functions, so you move quickly while retaining portable SQL data and conventional backend options.

2. Firebase — Choose it first for consumer mobile apps that need excellent offline behavior and real-time sync, accepting its document-oriented Firestore model and deeper Google-platform lock-in.

3. Convex — My favorite for TypeScript teams building collaborative, reactive web apps, because its transactional functions and automatically subscribed queries eliminate a great deal of usual real-time and cache-invalidation work.

4. Cloudflare Workers platform — Best for globally distributed, latency-sensitive APIs and edge-native apps, particularly when Workers, D1, R2, Queues, and Durable Objects map naturally to the workload.

5. AWS Amplify (Gen 2) — A strong pick when you want a frontend-friendly full-stack workflow but know you will need the reach of AWS services, since it defines auth, data, storage, and functions in TypeScript and is built on AWS CDK.

6. Appwrite — Best for teams that want an all-in-one BaaS with the option to self-host, offering Auth, databases, storage, functions, messaging, realtime, and consistent REST/GraphQL APIs.

7. Render — Best for a conventional backend—such as Django, FastAPI, Rails, Laravel, or Express—where you want to own your app code and PostgreSQL schema while avoiding most infrastructure and deployment administration.

8. Railway — A great fast-path platform for developer-led MVPs and small production services, since it deploys ordinary containers or repositories alongside databases and scheduled jobs with very little setup.

9. Hasura — Choose it when a GraphQL API over one or more existing databases is the central architectural need, rather than as the default backend for a greenfield app with complex bespoke domain logic.

10. Directus — Best when your backend is substantially a data platform or internal/admin-facing product, because it layers permissions plus generated REST and GraphQL APIs over a database you retain control of.

Practical buyer advice: - Pick Supabase for the broadest “good decision” outcome. - Pick Firebase for offline-first mobile and familiar Google tooling. - Pick Convex for a TypeScript-first, highly interactive app where developer speed matters more than SQL portability. - Pick Render + Postgres instead of BaaS if you already expect substantial custom backend logic, long-running jobs, or an established server framework. - Pick Cloudflare only when edge distribution or stateful real-time coordination is genuinely important; it is powerful, but it is less of a turnkey relational-app backend than Supabase.

Clauderaw answer

Claude · Recorded 2026-08-10

Based on both community consensus and hands-on tradeoffs (not just vendor marketing), here's my honest ranked take for a new app in 2026:

1. Supabase – The best default choice for most new apps: real Postgres under the hood (so no lock-in into a proprietary DB), built-in auth/storage/realtime/edge functions, pgvector for AI features, and a genuinely generous free tier that scales into a real production-grade Pro plan.

2. Firebase – Still the strongest pick specifically for mobile-first apps deep in the Google ecosystem; its iOS/Android/Flutter SDKs, Firestore realtime listeners, and Gemini/AI Logic integration are the most polished in the category, even though Firestore's NoSQL model and pricing can bite at scale.

3. Convex – The most elegant option if you're building a TypeScript-native, realtime-heavy web app; its reactive query/mutation model removes a ton of realtime plumbing, but you trade away SQL and get a proprietary document store.

4. AWS Amplify – Makes the most sense if your team or company is already AWS-native and wants backend services that plug directly into the broader AWS stack (Cognito, Lambda, DynamoDB) rather than a separate vendor.

5. Appwrite – The best "Firebase-but-open-source-and-self-hostable" option; great for privacy-sensitive or data-sovereignty-conscious teams willing to trade managed convenience for control.

6. PocketBase – A fantastic lightweight choice for MVPs, prototypes, and indie/solo projects — a single binary gives you DB, auth, storage, and an admin UI instantly, but it's not built for apps that expect to scale past one server.

7. Nhost – A solid pick if your team is committed to GraphQL; it layers Hasura and Postgres together to give you a full GraphQL backend without custom server code.

8. Neon – Not a full BaaS, but worth considering as your database layer if you want serverless Postgres with instant branching and scale-to-zero, paired with your own auth/API layer.

9. Xano – Worth a look if you or your team lean no-code/low-code and want a visual backend builder rather than writing backend code directly.

10. Back4App – A reasonable open-source (Parse-based) option for teams wanting AI-assisted setup and cross-platform SDKs, though be aware a lot of the enthusiastic "best BaaS" content ranking it #1 reads as vendor-adjacent marketing rather than independent consensus — evaluate it against Supabase/Appwrite before committing.

Bottom line: for the vast majority of new apps in 2026, start with Supabase unless you have a specific reason not to — mobile-heavy + Google-ecosystem apps should strongly consider Firebase, and TypeScript-heavy realtime apps should seriously evaluate Convex. The rest are great for specific niches (self-hosting, AWS-native, no-code, tiny prototypes) rather than general-purpose defaults.

Geminiraw answer

Gemini · Recorded 2026-08-10

Here is a ranked list of the most recommended backend platforms for new apps, ordered from strongest to weakest based on developer experience, scalability, and modern app development trends:

1. Supabase: This open-source Firebase alternative is currently the top choice because it gives you a powerful, scalable PostgreSQL database along with authentication, storage, and edge functions without vendor lock-in. 2. Firebase (by Google): It remains incredibly popular for rapid prototyping and mobile apps due to its seamless real-time NoSQL database, rich SDKs, and built-in analytics. 3. Render: As the premier modern alternative to Heroku, Render is highly recommended for its unmatched ease of use when deploying traditional web servers, APIs, and databases via GitHub integration. 4. Vercel: If your new app is a modern web application built with a framework like Next.js, Vercel is the ultimate platform for effortlessly scaling serverless backend functions alongside your frontend. 5. Railway: Railway offers a phenomenal developer experience for spinning up microservices, databases, and cron jobs almost instantly with transparent usage-based pricing. 6. AWS Amplify: While it has a steeper learning curve, Amplify is the best choice if you need rapid BaaS features but want the security of being backed by the massive AWS ecosystem for future enterprise scaling. 7. Appwrite: This is a fantastic open-source BaaS that provides a suite of easy-to-use REST APIs for core backend needs, and it is highly praised for both its cloud offering and self-hosting capabilities. 8. Fly.io: If your app requires extremely low latency across the globe, Fly.io is the best platform for easily deploying Docker containers to edge servers close to your users. 9. DigitalOcean App Platform: This is a great, no-nonsense Platform-as-a-Service (PaaS) that offers highly predictable pricing and simple deployment for standard backend APIs and background workers. 10. Heroku: Although it lost some popularity after removing its free tier, it still deserves a mention for having one of the most mature, battle-tested, and reliable deployment workflows in the industry.

Perplexity9 sources

Perplexity · Recorded 2026-08-10

Best overall recommendation: Supabase — it is the most commonly recommended starting point for new projects because it gives you Postgres, auth, storage, and APIs in one package with a low learning curve.[7][8]

1. Supabase — Best default for new apps because it combines a managed PostgreSQL backend with auth, storage, realtime features, and a strong escape hatch if you outgrow the platform.[7][8] 2. Firebase — Best for mobile-first or MVP-style apps because it is easy to start with, supports realtime features, and is repeatedly called out as the best BaaS for mobile apps.[3][7][8] 3. AWS Amplify — Best if you want an AWS-native path and expect to scale, but it has a steeper learning curve than Supabase or Firebase.[3][7][9] 4. Appwrite — Best open-source Firebase-style option if you want more control and an open-source stack for a new app.[7] 5. Convex — Best for realtime TypeScript apps when you want a modern developer experience centered on reactive data.[7] 6. Node.js + Express — Best general-purpose custom backend if you want flexibility and can handle more of the architecture yourself.[3][9] 7. Django — Best for complex or security-sensitive apps where a mature Python framework is a better fit than a BaaS.[3] 8. Encore — Best for teams building distributed systems or AI-heavy backends in TypeScript or Go, especially if you want infra in your own AWS/GCP account.[6] 9. PocketBase — Best for tiny projects or prototypes where simplicity matters more than long-term platform breadth.[7] 10. PostgreSQL-first managed backend — Best foundational choice when you want the safest, most flexible database core for almost any new app, even if you build the rest of the backend around it.[8]

If I were buying for a real new app, I would start with Supabase unless the app is clearly mobile-first, in which case I would pick Firebase instead.[7][8]

How this ranking is measured1,230 queries · 4 models · updated aug 10, 2026Live data

This is the public record for Backend-as-a-Service Platforms: the same questions, every model, every close. We ask each model the real questions buyers ask in this category and record which brands it recommends and in what order. A brand recommended at position i scores 100 × 0.85^(i−1) for that model (#1 = 100, #2 = 85, #3 = 72, …); unmentioned brands score 0.

Each model is ranked independently, so the columns disagree when the models disagree. The consensus score is the mean across the 4 models recorded at this close, and movement compares against the previous close.

We report what the models say. We don’t editorialize, and brands can’t pay to change their position.

This ranking is live: the numbers come from recorded model answers captured through the official model APIs, scored with the published formula above. The raw answers are on this page under “The receipts.”

What we measure
We measure on the official model APIs: the same question, the same settings, the same week, for every brand. Web search is on, so the models can draw on what is live on the web. Nothing is personalized to a user, which is what makes the columns comparable.
What we don’t
The consumer apps are a different surface. What a person sees inside a chat app can carry memory, personalization, and live experiments on top of the same model, so its answers can differ from the API’s. We do not measure that surface yet. True browser listings, recorded from the consumer apps, arrive with WDIR Ranked, the Pro product. WDIR Ranked · Coming soon

Updated Aug 10, 2026 · week of 2026-08-10

The written record

Read the Best Backend-as-a-Service Platforms guide.

The same record as an editorial answer, with the reasoning spelled out: who leads, who is climbing, and where the models disagree.

Read the guide

Head to head.

Two brands from this ranking, compared model by model across every category they share.

Narrow the record.

The same question, tighter. Each refinement is measured the first time someone opens it.

Backend-as-a-Service Platformsthis page