Thunderdome B2B SaaS AI Visibility Index

← All categories

July 2026 snapshot · 72 AI answers Contested

AI App Builders: AI Visibility Ranking

AI-native platforms that turn plain-language prompts into working apps. Right now, Replit is the brand AI assistants recommend most, with a Visibility Score of 52 and the #1 spot in 22% of answers. Head-to-head: Replit vs Lovable →

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

Replit leads but three rivals are close enough to matter.

Replit tops the index at 51.5 but Lovable and Bolt sit within 4 points of each other, making the middle of this category genuinely contested. Cursor is the outlier worth watching: it ranks fourth overall yet wins first-pick mentions 24% of the time, the highest rate in the group, suggesting buyers who encounter it tend to prioritize it. v0 has reach, appearing in 53% of answers, but a 0% first-pick rate means it lands as an afterthought rather than a recommendation.

AI-generated analysis of the July 2026 measurements.

# Brand Visibility Score Mention rate Avg. position #1 pick rate Models
1 Replit
52
±4.6
68% 3 22% ChatGPT #1 Claude #4 Gemini #2
2 Lovable
49
±5.5
64% 3 14% ChatGPT #7 Claude #3 Gemini #1
3 Bolt
47
±6.2
65% 4 4% ChatGPT #5 Claude #2 Gemini #3
4 Cursor
44
±4.4
56% 3 24% ChatGPT #6 Claude #1 Gemini #4
5 v0
32
±3.9
53% 5 0% ChatGPT #2 Claude #5 Gemini #9
6 Bubble
29
±4.4
38% 3 13% ChatGPT #4 Claude #6 Gemini #5
7 Glide
26
±4
35% 4 4% ChatGPT #3 Claude #7 Gemini #12
8 Supabase
17
±3.6
29% 5 3% ChatGPT #9 Claude #10 Gemini #6
9 Softr
17
±5.3
29% 5 0% ChatGPT #8 Claude #11 Gemini #7
10 GitHub Copilot
14
±4.8
21% 4 1% ChatGPT #10 Claude #8 Gemini #13
11 AWS Bedrock
8
±2.5
10% 3 0% ChatGPT #14 Claude #13 Gemini #10
12 Windsurf
8
±3.5
14% 5 0% ChatGPT #11 Claude #14 Gemini #11
13 Adalo
7
±2.7
10% 4 0% ChatGPT #12 Claude #9 Gemini
14 FlutterFlow
6
±2.6
21% 8 0% ChatGPT #15 Claude #15 Gemini #8
15 Google Vertex AI
6
±2.1
7% 3 0% ChatGPT #13 Claude #12 Gemini

The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.

Just below the cutoff: Databricks (5.7), Create.xyz (4.9), Retool (4.4), Microsoft Azure AI (4.2), Firebase (4). 92 brands were scored in this category; the leaderboard shows the top 15.

Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.

Openness 49/100: the share of this category's recommendation weight not held by the leader.

Compare brands in AI App Builders head-to-head →  ·  Explore the prompt tree →

Get alerted on big movements

We rerun the index every month. Drop your email and pick what to watch in AI App Builders: the whole category or specific brands. Free, unsubscribe anytime.

Or watch specific brands:

Do the models agree?

Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.

ChatGPT Claude Gemini
0 25 50 75 100 Visibility Score · 0 = never mentioned, 100 = always the first recommendation Replit Lovable Bolt Cursor v0 Bubble Glide Supabase Softr GitHub Copilot

Where they land in the answer

When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.

1 2 3 4 5 6 7 8 9 10 11 Position in the answer · 1 = the first product recommended Replit Lovable Bolt Cursor v0 Bubble Glide Supabase Softr GitHub Copilot

What each model recommends first

ChatGPT

gpt-5.3-chat-latest

1 Replit
64
2 v0
44
3 Glide
43
4 Bubble
34
5 Bolt
31

Claude

claude-sonnet-4-6

1 Cursor
64
2 Bolt
62
3 Lovable
59
4 Replit
37
5 v0
37

Gemini

gemini-3-flash-preview

1 Lovable
65
2 Replit
54
3 Bolt
49
4 Cursor
40
5 Bubble
25

The questions we asked

Each model answered every prompt 3 times in July 2026. Prompts are brand-neutral so no vendor gets seeded into the question.

  1. Best overall
    What's the best AI app builder? See who wins it →
  2. Use-case fit
    We want to describe an app in plain English and have AI build and host it. What should we use? See who wins it →
  3. Top tools in 2026
    What are the top vibe coding platforms in 2026? See who wins it →
  4. Startup & small team
    Which AI app builder is best for a non-technical founder? See who wins it →
  5. Enterprise pick
    Which AI app-building platform should a large enterprise standardize on, considering security, compliance, and scale? See who wins it →
  6. Feature-led ask
    I want to go from prompt to a deployed web app with a database and auth. What do you recommend? See who wins it →
  7. If you could pick one
    If you could only pick one AI app-building tool, which one and why? See who wins it →
  8. Budget & alternatives
    What's the best AI coding tool for quickly shipping small business apps? See who wins it →

Who wins for what

AI buying questions are long tail: real buyers ask for their size, industry, budget, and situation, not just "what's the best ai app builders". Each column is one of those qualified questions, scored the same way as the main ranking but measured on the lived surface: real assistant answers with live web access. The slot score is position-weighted: being recommended first counts far more than a trailing mention.

The first column is the overall (unsegmented) pick; the rest are segmented questions — a full row is breadth, a single dot is a niche a brand owns. Overall = the headline model ranking; segment dots = the live, web-grounded surface.

OVERALLCompany sizeIndustryPrice posture
UnsegmentedEnterpriseMid-marketSmall businessStartupsAgenciesEcommerceHealthcareNonprofitsReal estateBest valueBudgetFree
Replit
Lovable
Softr
Bubble
Adalo
QuantumByte
Microsoft Power Apps
Appbrew
Knack Health
Chattee
Base44
Bolt
Glide
Zite
Taskade Genesis
Superblocks
OutSystems
Totalum
Squarespace
Shopify

owns it owns, contested leads an open slot top 3 absent

Best forWinnerSlot scoreStatus
Company size
EnterpriseMicrosoft Power Apps77Contested
Mid-marketLovable49Open
Small businessSoftr63Open
StartupsLovable80Contested
Industry
AgenciesBubble69Contested
EcommerceAppbrew41Open
HealthcareKnack Health81Contested
NonprofitsChattee64Contested
Real estateAdalo77Owned
Price posture
Best valueQuantumByte58Open
BudgetLovable53Open
FreeSoftr77Contested