Budget & alternatives · Prompt 8 of 8 · September 2026

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

“What's the best AI coding tool for quickly shipping small business apps?”

ChatGPT answered 3× this snapshot

For quickly shipping small business apps, the best tool depends on what you mean by “AI coding tool”: Best overall: Cursor Best if you want to actually build and edit code fast Great for: CRUD apps internal dashboards client portals lightweight SaaS MVPs Why: strong codebase-aware AI works well with existing frameworks like Next.js, Supabase, Prisma, Tailwind good balance of speed and control Best for non-technical…

Named across its answers: 1. Cursor2. Replit3. v04. Supabase5. Lovable

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

Cursor dominates this question with perfect mention rate and a 1.4 average position, while Lovable appears nearly as often but never leads, suggesting models treat it as a credible second choice rather than a top answer. The gap between those two and the 20 remaining named brands matters because buyers scanning AI recommendations will consistently see Cursor framed as the primary answer.

AI-generated read of the September 2026 measurements.

Who wins this question

Owned Consensus

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

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Cursor 111111232 9/9 · 6× first · #1.4

Lovable 32644343 8/9 · never first · #3.6

Replit 2285111 7/9 · 3× first · #2.9

Bolt 4353244 7/9 · never first · #3.6

v0 836738 6/9 · never first · #5.8

GitHub Copilot 64227 5/9 · never first · #4.2

Supabase 7556 4/9 · never first · #5.8

Claude 53812 4/9 · never first · #7

v0.dev 25 2/9 · never first · #3.5

ChatGPT 49 2/9 · never first · #6.5

Next.js 97 2/9 · never first · #8

Retool 4 1/9 · never first · #4

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: FlutterFlow, AWS Bedrock, Google Vertex AI.