Thunderdome B2B SaaS AI Visibility Index

← AI App Builders ranking

Best overall · Prompt 1 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 app builder?”

ChatGPT answered 3× this snapshot

It depends on what you mean by “best.” Here’s the practical breakdown: Best overall for non-coders Bubble Best for: full web apps without coding Strengths: mature ecosystem, plugins, database, workflows Weaknesses: can get complex, performance limits, pricing can grow Best for fastest AI-powered prototyping Lovable Best for: describing an app in plain English and getting a working prototype fast Strengths: very…

Named across its answers: 1. Bubble2. Lovable3. Replit4. Microsoft Power Apps5. Retool

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

Bubble wins this question cleanly, appearing in all 9 answers and taking the first slot 6 times, while Lovable matches its reach but trails badly on first-mention frequency and average position. Replit's absence from Claude entirely shows model-specific blind spots that matter to any brand tracking AI-driven buyer consideration.

AI-generated read of the September 2026 measurements.

Who wins this question

Owned Consensus

All three models name Bubble and Lovable on this question.

ChatGPTClaudeGemini mentioned · first · avg. pos
Bubble 111111448 9/9 · 6× first · #2.4
Lovable 222983121 9/9 · 2× first · #3.3
Replit 3431198216 9/9 · 1× first · #5.2
Glide 224775 6/9 · never first · #4.5
Softr 64664 5/9 · never first · #5.2
FlutterFlow 65557 5/9 · never first · #5.6
Bolt 7622 4/9 · never first · #4.3
Cursor 7546 4/9 · never first · #5.5
v0 5877 4/9 · never first · #6.8
Adalo 339 3/9 · never first · #5
Microsoft Power Apps 484 3/9 · never first · #5.3
GitHub Copilot 655 3/9 · never first · #5.3

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

Build variants of this question: the AI App Builders prompt tree → Next prompt →

Part of the AI App Builders snapshot: 72 answers across 8 prompts. Full category ranking · Compare brands head-to-head · Methodology.