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

A real buyer question from the September 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

…full-stack framework + managed backend A strong default stack is: Frontend/App: Next.js Auth: Clerk, Auth.js, or Supabase Auth Database: Postgres ORM: Prisma or Drizzle Hosting: Vercel Optional AI-assisted building: v0, Cursor, or ChatGPT to generate code This gives you: fast iteration real code you own easy deployment room to grow beyond MVP If your priority is speed Fastest path: Supabase + Next.js Use: Next.js…

Named across its answers: 1. Lovable2. Supabase3. v04. Clerk5. Next.js

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

Supabase is the consensus infrastructure pick, appearing in all 9 answers at an average position of 2.1, making it the clearest winner on this question. v0 matches Supabase's 9-of-9 presence but never lands first and sits nearly two positions lower, signaling it reads as a complement rather than a lead recommendation.

AI-generated read of the September 2026 measurements.

Who wins this question

Contested Consensus

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

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Supabase 222311332 9/9 · 2× first · #2.1

v0 333423755 9/9 · never first · #3.9

Lovable 111114111 8/9 · 6× first · #2.6

Bolt 512256223 8/9 · never first · #4.6

Cursor 558547 6/9 · never first · #5.7

v0.dev 63468 5/9 · never first · #5.4

Replit 7564 4/9 · never first · #5.5

Next.js 492 3/9 · never first · #5

Clerk 816 3/9 · 1× first · #5

Netlify 44 2/9 · never first · #4

Railway 76 2/9 · never first · #6.5

Firebase 68 2/9 · 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 21 brands named at least once. Never mentioned here: GitHub Copilot, Glide, AWS Bedrock, Google Vertex AI, Create.xyz.