Backend-as-a-Service Platforms, according to AI?
The public record of what ChatGPT, Claude, Gemini, and Perplexity recommend. Ranked across 10 brands, updated weekly.
Model APIAll 4 models put Supabase at #1.
| Consensus rankAPI + Search: measured on the official model API with web search enabled | ChatGPT#1 Supabase | Claude#1 Supabase | Gemini#1 Supabase | Perplexity#1 Supabase |
|---|---|---|---|---|
1 SupabaseNew entry this week 50 | #10New entry this week | #10New entry this week | #1100New entry this week | #1100New entry this week |
2 FirebaseNew entry this week 43 | #10New entry this week | #10New entry this week | #285New entry this week | #285New entry this week |
3 Node.js with Express or NestJSNew entry this week 18 | #10New entry this week | #10New entry this week | #30New entry this week | #372New entry this week |
4 Django (Python)New entry this week 15 | #10New entry this week | #10New entry this week | #30New entry this week | #461New entry this week |
5 FastAPI (Python)New entry this week 13 | #10New entry this week | #10New entry this week | #30New entry this week | #552New entry this week |
6 Laravel (PHP)New entry this week 11 | #10New entry this week | #10New entry this week | #30New entry this week | #644New entry this week |
7 Ruby on RailsNew entry this week 10 | #10New entry this week | #10New entry this week | #30New entry this week | #738New entry this week |
8 Back4App (Backend-as-a-Service)New entry this week 8 | #10New entry this week | #10New entry this week | #30New entry this week | #832New entry this week |
9 AWS (managed backend on EC2/Lambda/RDS)New entry this week 7 | #10New entry this week | #10New entry this week | #30New entry this week | #927New entry this week |
10 Northflank (for deployment of any backend)New entry this week 6 | #10New entry this week | #10New entry this week | #30New entry this week | #1023New entry this week |
The last 12 weeks.
Consensus rank · top 5| Brand | 11 wk ago | 10 wk ago | 9 wk ago | 8 wk ago | 7 wk ago | 6 wk ago | 5 wk ago | 4 wk ago | 3 wk ago | 2 wk ago | 1 wk ago | This week |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Supabase | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | #1 |
| Firebase | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | #2 |
| Node.js with Express or NestJS | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | #3 |
| Django (Python) | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | #4 |
| FastAPI (Python) | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | not ranked | #5 |
The receipts.
Recorded 2026-07-06 · 4 model answersThe unedited answers this ranking is scored from. We record what each model said, word for word. Nothing summarized, nothing editorialized.
ChatGPT10 sources
Assuming you mean a **managed backend platform/BaaS for a new web or mobile app**, rather than renting servers and assembling everything yourself, this is my candid ranking: 1. **Supabase** — My default recommendation for most serious new apps because it combines a standard PostgreSQL database with integrated auth, storage, realtime, and TypeScript edge functions, leaving you with unusually portable data and SQL skills. ([supabase.com](https://supabase.com/docs?utm_source=openai)) 2. **Firebase** — Pick this first for mobile-first products that need polished client SDKs, authentication, push-adjacent Google tooling, realtime data, and excellent offline behavior, but accept its document-model and Google-platform lock-in tradeoffs. ([firebase.google.com](https://firebase.google.com/docs/auth?utm_source=openai)) 3. **Convex** — The strongest choice for a TypeScript-centric, highly interactive app—especially collaboration, feeds, dashboards, or AI products—because it makes backend functions transactional and client data automatically reactive. ([docs.convex.dev](https://docs.convex.dev/understanding/overview?utm_source=openai)) 4. **Cloudflare Workers + D1/R2/Durable Objects** — Choose this when global low latency, edge execution, WebSockets/realtime coordination, and economical object delivery matter more than having one conventional all-in-one BaaS abstraction. ([cloudflare.com](https://www.cloudflare.com/developer-platform/products/?utm_source=openai)) 5. **AWS Amplify** — A good default only when you expect to be deeply on AWS, since it provides a TypeScript-oriented path to authentication, data, storage, functions, and hosting while retaining access to the wider AWS ecosystem. ([docs.aws.amazon.com](https://docs.aws.amazon.com/amplify/latest/userguide/deploy-backend.html?utm_source=openai)) 6. **Appwrite** — A particularly good fit if self-hosting, data residency, or avoiding hyperscaler dependence is important, because its open-source platform offers auth, databases, storage, functions, messaging, realtime, and a cloud or self-hosted deployment path. ([appwrite.io](https://appwrite.io/docs?utm_source=openai)) 7. **Nhost** — Use it if your team explicitly wants Postgres plus an autogenerated, permissioned realtime GraphQL API; otherwise, Supabase is usually the more broadly practical Postgres BaaS choice. ([docs.nhost.io](https://docs.nhost.io/products/graphql?utm_source=openai)) 8. **Xano** — Best for no-code/low-code founders or teams that want visual API and workflow construction with managed infrastructure, but I would rank it below code-first options if software-engineering flexibility is central to the product. ([docs.xano.com](https://docs.xano.com/?utm_source=openai)) 9. **Parse Server** — A credible open-source, self-hosted backend with auth, APIs, live queries, cloud functions, and push support, but I would choose it mainly when its mature ecosystem or deployment freedom specifically outweigh the operational work. ([parseplatform.org](https://parseplatform.org/?utm_source=openai)) 10. **PocketBase** — Excellent for prototypes, internal tools, hobby products, and compact self-hosted apps because it is a simple SQLite-based executable with auth, file storage, REST APIs, and realtime subscriptions, but its own documentation says it is not yet recommended for production-critical use before v1.0. ([pocketbase.io](https://pocketbase.io/docs/?utm_source=openai)) **What I would buy:** start with **Supabase** unless you have a clear reason not to; choose **Firebase** for a mobile/offline-first product, **Convex** for a TypeScript realtime product where development speed is paramount, or **Cloudflare** when edge performance and global distribution are core to the business.
Cited sources
- Supabase Docs
- Firebase Authentication
- Convex Overview | Convex Developer Hub
- Cloudflare Developer Platform | Tools & solutions | Cloudflare
- Building a backend for an application - AWS Amplify Hosting
- Docs - Appwrite
- Overview - Documentation
- Get Started - Xano Documentation
- Parse Platform - Open Source Backend
- Introduction - Docs - PocketBase
Clauderaw answer
Based on how the ecosystem and reviewers are ranking things in 2026, here's my genuine take, from strongest all-around recommendation to more niche/legacy picks: 1. **Supabase** – The default recommendation for most new apps: open-source, built on real Postgres (so you keep SQL, joins, and pgvector for AI/RAG), predictable storage-based pricing, and an easy exit path if you outgrow it. 2. **Firebase** – Still the best choice specifically for mobile-first or offline-first apps; Google's mobile SDKs and Firestore sync are the most polished in the category, though usage-based pricing can spike unpredictably at scale. 3. **Convex** – The top pick if you're building a TypeScript-heavy, real-time/collaborative web app (think Figma-style multiplayer); its reactive query model beats bolting real-time onto Postgres or Firestore, but it's a newer non-SQL platform with a smaller community. 4. **AWS Amplify** – Makes sense if your team is already committed to AWS, since it's a front door into Cognito, AppSync/Lambda, and S3 rather than a standalone minimal BaaS. 5. **Appwrite** – The strongest self-hosted-friendly alternative to Firebase/Supabase; open-source (BSD 3-Clause) with a unified console for auth, database, storage, and functions if you want to avoid lock-in and are willing to run it yourself. 6. **PocketBase** – Great for prototypes, side projects, and small apps: a single Go binary bundling database, auth, storage, and admin UI, deployable in minutes, though it won't scale to high traffic. 7. **Nhost** – Worth considering if GraphQL-first development is central to your architecture; it pairs Postgres with Hasura-style GraphQL APIs. 8. **Encore** – A good fit for teams that have outgrown the BaaS model and want AI-agent-friendly, infrastructure-from-code deployment to their own AWS/GCP account rather than a shared managed platform. 9. **Backendless** – Reasonable if you want visual/low-code backend workflows layered on top of standard BaaS features, though it's less cutting-edge than Supabase or Convex. 10. **Parse Platform (Back4App)** – The most "legacy" open-source option here; solid for engineering-led teams that prioritize control and customization over a polished managed experience, but it feels dated next to newer platforms. **Bottom line:** for a typical new app in 2026, start with **Supabase** unless you have a specific reason to deviate — mobile-first goes to **Firebase**, real-time/collaborative web apps go to **Convex**, and heavy AWS commitments go to **Amplify**. The rest of the list are solid options for more specific constraints (self-hosting, prototyping speed, GraphQL, or full infrastructure ownership).
Geminiraw answer
{"answer":"Here is the ranked recommendation of the best backend platforms for new apps, from strongest to weakest. 1. Supabase: Highly recommended as the top modern choice because it provides an open-source, Postgres-based Firebase alternative that scales phenomenally well without locking you into proprietary NoSQL. 2. Firebase: Remains a powerhouse for new apps due to its unmatched speed
Perplexity9 sources
{"answer": "[\n {\n \"name\": \"Supabase\",\n \"reason\": \"Best default for most new apps: you get a managed PostgreSQL database, auth, storage, and auto-generated APIs in one dashboard with a generous free tier and strong community, letting you move fast without sacrificing long‑term flexibility.[6]\"\n },\n {\n \"name\": \"Firebase\",\n \"reason\": \"Top choice for mobile‑first and real‑time apps: fully managed backend (auth, Firestore/Realtime DB, functions, analytics, crash reporting) that scales automatically and minimizes ops, at the cost of tighter lock‑in.[1][3][6]\"\n },\n {\n \"name\": \"Node.js with Express or NestJS\",\n \"reason\": \"Most pragmatic custom backend stack: JavaScript/TypeScript on the server with Express or NestJS gives you huge ecosystem support, good performance for APIs and real‑time features, and fine‑grained control when BaaS is too limiting.[5][7][9]\"\n },\n {\n \"name\": \"Django (Python)\",\n \"reason\": \"Best for content‑heavy and secure business apps: Django’s batteries‑included approach (ORM, auth, admin, security features) lets small teams ship robust backends quickly with clear conventions.[5][7][9]\"\n },\n {\n \"name\": \"FastAPI (Python)\",\n \"reason\": \"Ideal for modern APIs and AI/data services: FastAPI’s type‑first design, async support, and excellent performance make it a top choice for JSON APIs and ML/RAG backends where developer productivity still matters.[7][9]\"\n },\n {\n \"name\": \"Laravel (PHP)\",\n \"reason\": \"High‑productivity framework for e‑commerce, CMS, and MVPs: Laravel’s ecosystem, scaffolding, and built‑in tooling allow rapid backend development with a gentle learning curve and many ready‑made packages.[7][9]\"\n },\n {\n \"name\": \"Ruby on Rails\",\n \"reason\": \"Great for startup MVPs and CRUD‑heavy apps: Rails’ convention‑over‑configuration philosophy and mature ecosystem help teams iterate extremely fast on typical database‑driven products.[7][9]\"\n },\n {\n \"name\": \"Back4App (Backend‑as‑a‑Service)\",\n \"reason\": \"Strong BaaS alternative when you want open‑source roots and AI‑assisted backend generation, combining managed infrastructure with Parse‑based flexibility and reduced vendor lock‑in.[4]\"\n },\n {\n \"name\": \"AWS (managed backend on EC2/Lambda/RDS)\",\n \"reason\": \"Most powerful but complex choice: AWS gives you maximum control and scalability across compute, storage, and databases (e.g., EC2, Lambda, RDS) but requires more DevOps expertise than BaaS or PaaS options.[5][8]\"\n },\n {\n \"name\": \"Northflank (for deployment of any backend)\",\n \"reason\": \"Best deployment platform for backend services if you want PaaS simplicity with Kubernetes‑level flexibility, managed databases, and GPU support for AI workloads, regardless of which framework you use underneath.[8]\"\n }\n]\"}
Cited sources
- What should I use as my backend for a mobile application - Reddit
- 11 Best App Development Platforms in 2026: How to Choose - WeWeb
- 23 best mobile app development platforms for iOS & Android
- How to Choose the Best Backend as a Service Platform for Your ...
- 15 Best Backend Development Tools for 2024 - Admiral Studios
- How to Choose a Backend for Your App in 2026 - MindStudio
- Best Backend Frameworks for Building Fast, Scalable Web Apps
- Best tools to deploy backends in 2026 | Blog - Northflank
- Top 14 Backend Frameworks for Web Development in 2026
How this ranking is measured1,230 queries · 4 models · updated this weekLive data
This is the public record for Backend-as-a-Service Platforms: the same questions, every model, every week. 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 4models recorded this week, and movement compares against last week’s 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 this week · week of 2026-07-06
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