Home / AI Visibility Index / Best AI App Builders (vibe coding)
AI Visibility IndexBest AI App Builders (vibe coding) (2026)
Independent ranking for the data week of 3 November 2026. About 15 companies. Composite scores use listicle consensus at 60% and review standing at 40%. AI-answer presence is omitted in v1. Refreshed monthly.
What this board measures
This board covers prompt-to-app tools, often discussed as vibe coding, plus adjacent AI coding environments and older no-code platforms that 2026 lists still name. The category is new enough that roundups disagree on the boundary. Cursor is on the board because the source pages list it. The review note marks it as an AI-native code editor that is adjacent to pure app builders, not as a hosted website generator.
Bolt and Lovable share the top published score at 4 of 5 listicle mentions. Cursor is one point lower on the same mention count, so the gap is review standing, not a missed listicle. Bubble is the mature no-code row with a large public review base and fewer vibe-coding mentions. v0 by Vercel is the row for teams whose destination is a React interface.
Lower rows (Adalo, Draftbit, Dora AI) have zero listicle hits in this sample. Their scores are the review-standing term only. Absence from five scraped pages is not proof the product has no users.
Scores run from 18 to 83. 0 of 15 companies are named on every usable listicle page in their row. Top 3 by published rank: Bolt, Lovable, Cursor.
3 companies on this board have zero listicle mentions in the usable scrapes: Adalo, Draftbit, Dora AI. Their published scores come from the review-standing pillar only.
Data week of 2026-11-03. Scraped 5 November 2026 (Europe/Warsaw). Methodology version v1-listicle-review. Full method: AI Visibility Index methodology.
Ranked board
Score is the published 0 to 100 composite. Listicle mentions are the count of usable scraped best-of pages that name the company, over the denominator stored on that row. The review note is the qualitative mapping recorded with the row. It is not a star rating and it is not an AI mention rate.
| Rank | Company | Score | Listicle mentions | Review note |
|---|---|---|---|---|
| 1 | Bolt | 83 | 4/5 | Browser full-stack generation |
| 2 | Lovable | 83 | 4/5 | Top vibe-coding pick across 2026 lists |
| 3 | Cursor | 80 | 4/5 | AI-native code editor (adjacent but listed) |
| 4 | Bubble | 62 | 2/5 | Mature no-code app platform; large G2 base |
| 5 | v0 by Vercel | 59 | 2/5 | UI generation into Next.js/React |
| 6 | Replit Agent | 56 | 2/5 | Cloud IDE + agent coding |
| 7 | Create | 54 | 3/5 | AI app builder mentions in vibe lists |
| 8 | Glide | 52 | 2/5 | Mobile/business apps from data |
| 9 | FlutterFlow | 44 | 1/5 | Visual Flutter mobile builder |
| 10 | Base44 | 42 | 2/5 | Emerging AI app builder mentions |
| 11 | Softr | 40 | 1/5 | Airtable/data-driven apps |
| 12 | Thunkable | 35 | 1/5 | Mobile no-code |
| 13 | Adalo | 23 | 0/5 | No-code mobile apps |
| 14 | Draftbit | 23 | 0/5 | React Native visual builder |
| 15 | Dora AI | 18 | 0/5 | AI website/app design builder |
Why the top 5 rank here
These five notes expand the blurbs and the mention counts from the table. They do not add benchmark scores or AI-answer percentages. The arithmetic uses only the published mention count, the row denominator, and the published composite.
1. Bolt (score 83)
Bolt is named on 4 of 5 usable listicles (80% of the sample). Instant web apps in the browser for prototypes and MVPs. Review note recorded for this row: Browser full-stack generation.
Listicle share for this row is 4 divided by 5. At a 60% weight that share contributes 48 points before rounding. The published composite is 83. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign Bolt a percentage of AI answers.
2. Lovable (score 83)
Lovable is named on 4 of 5 usable listicles (80% of the sample). Full-stack apps from prompts with strong beginner-to-ship energy. Review note recorded for this row: Top vibe-coding pick across 2026 lists.
Listicle share for this row is 4 divided by 5. At a 60% weight that share contributes 48 points before rounding. The published composite is 83. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign Lovable a percentage of AI answers.
3. Cursor (score 80)
Cursor is named on 4 of 5 usable listicles (80% of the sample). Developers who want agentic coding inside a real IDE. Review note recorded for this row: AI-native code editor (adjacent but listed).
Listicle share for this row is 4 divided by 5. At a 60% weight that share contributes 48 points before rounding. The published composite is 80. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign Cursor a percentage of AI answers.
4. Bubble (score 62)
Bubble is named on 2 of 5 usable listicles (40% of the sample). Complex web apps without writing traditional code. Review note recorded for this row: Mature no-code app platform; large G2 base.
Listicle share for this row is 2 divided by 5. At a 60% weight that share contributes 24 points before rounding. The published composite is 62. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign Bubble a percentage of AI answers.
5. v0 by Vercel (score 59)
v0 by Vercel is named on 2 of 5 usable listicles (40% of the sample). Best when the destination is a polished React/shadcn interface. Review note recorded for this row: UI generation into Next.js/React.
Listicle share for this row is 2 divided by 5. At a 60% weight that share contributes 24 points before rounding. The published composite is 59. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign v0 by Vercel a percentage of AI answers.
The rest of the board
Ranks 6 through 15 use the same v1 composite: 60% listicle consensus and 40% review standing. That number is not a percentage of answers inside ChatGPT, Claude, Gemini, Perplexity, or Google AI Overviews. Some of these rows are still named on every usable page, so a gap versus the top is review standing. Others are named on fewer pages, or on none. A narrower buyer can still prefer a lower row. The blurb is the note recorded with the dataset. The mention fraction is what this scrape counted.
6. Replit Agent (score 56)
Replit Agent is named on 2 of 5 usable listicles (40% of the sample). Code, host, and iterate in one environment with an AI agent. Review note recorded for this row: Cloud IDE + agent coding.
7. Create (score 54)
Create is named on 3 of 5 usable listicles (60% of the sample). Prompt-to-app tooling in select roundups. Review note recorded for this row: AI app builder mentions in vibe lists.
8. Glide (score 52)
Glide is named on 2 of 5 usable listicles (40% of the sample). Fast business apps when data already lives in tables. Review note recorded for this row: Mobile/business apps from data.
9. FlutterFlow (score 44)
FlutterFlow is named on 1 of 5 usable listicles (20% of the sample). Cross-platform mobile apps with visual building and code export. Review note recorded for this row: Visual Flutter mobile builder.
10. Base44 (score 42)
Base44 is named on 2 of 5 usable listicles (40% of the sample). Newer vibe-coding entrant appearing in 2026 comparisons. Review note recorded for this row: Emerging AI app builder mentions.
11. Softr (score 40)
Softr is named on 1 of 5 usable listicles (20% of the sample). Client portals and internal tools on top of spreadsheets/databases. Review note recorded for this row: Airtable/data-driven apps.
12. Thunkable (score 35)
Thunkable is named on 1 of 5 usable listicles (20% of the sample). Education and simple mobile app projects. Review note recorded for this row: Mobile no-code.
13. Adalo (score 23)
Adalo is named on none of the 5 usable listicles in this sample. The published score of 23 is the review-standing portion of the formula, because the listicle share is zero. That is thin roundup coverage in this scrape. It is not an AI-answer rate and it is not a lab test of product quality. Simple mobile apps for SMB and marketplace MVPs. Review note recorded for this row: No-code mobile apps.
14. Draftbit (score 23)
Draftbit is named on none of the 5 usable listicles in this sample. The published score of 23 is the review-standing portion of the formula, because the listicle share is zero. That is thin roundup coverage in this scrape. It is not an AI-answer rate and it is not a lab test of product quality. Mobile builders who want React Native under the hood. Review note recorded for this row: React Native visual builder.
15. Dora AI (score 18)
Dora AI is named on none of the 5 usable listicles in this sample. The published score of 18 is the review-standing portion of the formula, because the listicle share is zero. That is thin roundup coverage in this scrape. It is not an AI-answer rate and it is not a lab test of product quality. Design-forward AI site/app generation mentions. Review note recorded for this row: AI website/app design builder.
How to read this score
Composite score is an integer from 0 to 100.
- Listicle consensus (60%). Share of scraped independent best-of pages that name the company. listicle_score = 100 times (mentions divided by the row denominator). Vendor pages that are mostly self-promotional were avoided when stronger independent sources existed. Some vendor-authored roundups remain when they still name competitors and showed up in the open results.
- Review standing (40%). Public G2 category footprint and well-known editorial reviews, mapped to documented bands: leader_high 95, leader 88, high 80, solid 70, moderate 58, emerging 45, thin 32, and na 40 when there is no clear category-page signal. Bands are qualitative. They are not scraped star averages.
- AI-answer presence. Omitted in v1. No raw ChatGPT, Claude, Gemini, Perplexity, or Google AI Overview answers were captured and saved for this release. This page refuses invented weekly AI percentages. A later refresh can add the pillar only after those answers are stored, and the weights will be republished.
composite = round(0.6 times listicle_score + 0.4 times review_score).
Every company row on this board uses a listicle denominator of 5. That is the count of usable scraped pages stored with the row. The scoring record matches that denominator.
The planned citation-surface pillar (a later 15% weight) is also deferred. Until weights change, do not compare this board to a future version as if the formula were the same.
Limits that apply on every board: listicles disagree with each other, review sites lag the product, and brands with quiet public relations can be under-counted. A one-point gap is not statistically decisive.
Sources scraped for this board
These are the public URLs recorded for the data week of 3 November 2026. Listicle hits were counted from main content. Review hubs informed the band, not a star-to-score formula. Open the page if you want to see the wording the count came from.
- allaboutcookies.org: https://allaboutcookies.org/best-ai-app-builder
- nocode.mba: https://www.nocode.mba/articles/best-ai-app-builders-vibe-coding
- buildmvpfast.com: https://www.buildmvpfast.com/blog/best-vibe-coding-tools-2026
- freeacademy.ai: https://freeacademy.ai/blog/v0-vs-bolt-vs-lovable-ai-app-builders-comparison-2026
- g2.com: https://www.g2.com/categories/no-code-development-platforms
Listicle file count recorded with the dataset: 5. Source URL count: 5. Where those counts differ, the row denominator in the table is still the figure to use for a mention fraction.
Frequently asked questions
How is this Best AI App Builders (vibe coding) ranking calculated?
Each company is scored from public 2026 best-of listicles and public review-platform standing such as G2 category pages. Listicle consensus is 60% of the score. Review standing is 40%. A listicle hit is a usable scraped page whose main content names the company or a documented alias. AI-answer presence is omitted in v1 until raw answers are captured and saved. This page does not publish a ChatGPT, Claude, Gemini, Perplexity, or AI Overview mention percentage.
How often is this board updated?
Monthly. This snapshot is the data week of 3 November 2026. The page was published on 5 November 2026. The methodology version is v1-listicle-review.
Why is a well-known brand missing or lower than expected?
Ranks follow documented listicle mentions and review standing in the sources on this page. A brand can be excellent and still rank lower if fewer scraped roundups name it, or if the public review evidence mapped for this category is thinner. Companies outside the roughly 15-name sample are not labeled bad. They fell outside this scrape.
Do you take payment for placement?
No. There are no paid placements on this index. Austin Heaton may advise listed or unlisted companies. An advisory relationship does not change scores.
How can my company improve its position?
Publish a clear page for the category buyers search, earn mentions in independent roundups, and strengthen the public review profiles those roundups and buyers already check. Build pages that AI systems can cite once answer tracking is added. Book a Call if you want a category audit. This board will not move a row because someone asked.
Does a one-point gap mean one product is better?
No. Listicles disagree, review sites lag, and a brand with quieter public relations can be under-counted. The composite is rounded. A one-point gap is not a decisive quality result.
Other boards
- AI Visibility Index hub
- Best AI Agent Platforms / Builders
- Best Website Builders
- Best Workflow Automation / iPaaS
Related reading on this site, separate from these ranks: Measuring AI visibility explains mention rate and citation rate inside live answers. This board does not report those rates. AEO basics defines answer engine optimization.
Not on this list, or ranking lower than you should?
Austin Heaton helps B2B and SaaS brands win AI answers. The index is public research. A call is how you ask whether your category pages, roundup mentions, and review profiles are the reason a board looks the way it does.