VibeVoted: 10 AI models rank software products
Understand this story
stanislavb has launched VibeVoted, a product ranking platform in which 10 leading large language models from 10 different labs (including Claude Opus 5.5, Mistral Large 4, Kimi K3.1 Pro, and others) select the best software products according to explicit rules. He says the aim is to avoid the problem on ProductHunt where rankings are determined by founders' follower counts. In each evaluation, 10 models score 12 products against 7 criteria and give rankings from 10 points down to 1; the same product can enter only one evaluation every 24 hours. The platform charges $25 per credit, with 1 credit corresponding to 1 evaluation, and credits do not expire. stanislavb says the fee only buys a seat in a given round, not voting rights or ranking position. Themed rounds are selected by SaaSHub editors or by him personally, and no one pays for them. The platform page shows that fewer than 30 products received votes in the last 24 hours.
AI overview based on source reports · Updated 2 days ago
Coverage timeline
Follow the coverage to explore different perspectives.
- Hacker News AIVibeVoted – The best software products as ranked by 10 leading AI models
VibeVoted is a voting platform where 10 leading LLMs from different labs rank software products using defined criteria (clarity, need, differentiation, evidence, visual design, trust, sustainability) and are instructed not to judge by popularity. Models are screened with test-retest reliability using Kendall's tau over 4 runs, with most scoring 0.7+ (GPT-6.1-Sol 0.89, Claude-Opus-5.5 0.79), and each sees products in a random order to reduce position bias. Products enter via a $25 seat per session, while thematic sessions are editor-selected with no payment.
- Hacker News AIVibeVoted – The best software products as ranked by 10 leading AI models
VibeVoted is a ranking site where, in each session, 10 AI models score 12 products on seven criteria and rank them from 10 points down to 1, with the last two getting 0; points accumulate into the main ranking, and sponsors buy credits at $25 each to enter the draw. The page lists recent products with their average scores and notes from the models, including Stoked (avg 9.4), a tool that finds relevant Reddit, X, YouTube and TikTok posts and drafts replies, and a free iPhone/iPad document scanner (avg 6.2). It also explains that fewer than 30 products were voted in the last 24 hours, so the last 7 days continue below.
Activity for this story
- Current comparable activity
- 3
- Peak comparable activity
- 10Nov 4 13:00
- Change in the past 24 hours
- -50%
Trends compare the same fully observed participants, which may cover fewer participants than current activity. Move the pointer or tap the chart to inspect hourly activity; use the left and right arrow keys with a keyboard.