Feature-led ask · Prompt 6 of 8 · July 2026

A real buyer question from the July 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“I want to go from prompt to a deployed web app with a database and auth. What do you recommend?”

ChatGPT answered 3× this snapshot

…stack that’s working really well right now: 1) Use an AI builder for the app itself Cursor, Windsurf, or GitHub Copilot in VS Code Or fully agentic tools like v0 (Vercel), Replit AI, or Lovable If you want *least friction*, start with v0.dev or Replit If you want more control, use Cursor + a Next.js template 2) Pick a backend that handles auth + DB out of the box Supabase → best all-around (Postgres, auth, storage,…

Named across its answers: 1. Supabase2. v03. Firebase4. Cursor5. Render

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

Supabase and v0 each appear in all 9 answers, but Supabase wins on placement, averaging position 3.1 versus v0's 3.6, with Supabase also taking the first recommendation slot twice. Bubble, Glide, and Softr hold top-10 category ranks yet score zero mentions here, meaning no-code tools are being filtered out when buyers frame the ask around deployment, databases, and auth.

AI-generated read of the July 2026 measurements.

Who wins this question

Contested Consensus

All three models name Supabase, v0 and Cursor on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Supabase 117322327 9/9 · 2× first · #3.1

v0 224533553 9/9 · never first · #3.6

Bolt 4275232 7/9 · never first · #3.6

Cursor 6141664 7/9 · 2× first · #4

Lovable 614111 6/9 · 4× first · #2.3

Railway 6861111 5/9 · never first · #8.4

Render 4971212 5/9 · never first · #8.8

Next.js 1777 4/9 · 1× first · #5.5

Replit 5588 4/9 · never first · #6.5

Netlify 12644 4/9 · never first · #6.5

Firebase 3789 4/9 · never first · #6.8

Clerk 948 3/9 · never first · #7

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Showing the top 12 of 22 brands named at least once. Never mentioned here: Bubble, Glide, Softr, AWS Bedrock, Adalo, FlutterFlow, Google Vertex AI.