Use-case fit · Prompt 2 of 8 · September 2026

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

“We want to describe an app in plain English and have AI build and host it. What should we use?”

ChatGPT answered 3× this snapshot

Use an AI app builder / “vibe coding” platform that can both: Generate the app from a plain-English prompt Deploy/host it for you Good options: Replit Agent — strong for “describe it, build it, deploy it” Lovable — very good for generating polished web apps from prompts Bolt.new — fast for prompt-to-app web projects Vercel + v0 — great if you want AI-generated frontend and easy hosting Firebase Studio / Google AI…

Named across its answers: 1. Replit2. Lovable3. Bolt4. v05. Bubble

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

Replit leads on first-mention frequency, but Lovable's average position of 1.8 versus Replit's 2.2 means Lovable actually ranks higher when named, making the "winner" call genuinely contested. Bolt is the only brand besides those two with universal model coverage, while v0's complete absence from Gemini shows AI model choice can erase a brand's visibility entirely.

AI-generated read of the September 2026 measurements.

Who wins this question

Contested Consensus

All three models name Replit, Lovable and Bolt on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Lovable 222122221 9/9 · 2× first · #1.8

Replit 111553112 9/9 · 5× first · #2.2

Bolt 33321133 8/9 · 2× first · #2.4

v0 444445 6/9 · never first · #4.2

Softr 6444 4/9 · never first · #4.5

Cursor 334 3/9 · never first · #3.3

Create.xyz 535 3/9 · never first · #4.3

Bubble 55 2/9 · never first · #5

Firebase 5 1/9 · never first · #5

Supabase 5 1/9 · never first · #5

GitHub Copilot 6 1/9 · never first · #6

Airtable 6 1/9 · never first · #6

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 14 brands named at least once. Never mentioned here: Glide, FlutterFlow, AWS Bedrock, Google Vertex AI.