Models: 51
Sample posts: 184,207 ↑ 12.4%
Reviews: 28,491
Market sentiment: 68/100 ↑ 4.2%
Demo feed · animated 2s ago
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TRANSPARENCY · COVERAGE · SCORING

What we track—and how models are ranked.

This page is the source of truth for model coverage, ranking inputs, eligibility, and the status of every external data feed.

CURRENT DATA MODEDemonstrationLIVE X INGESTION NOT CONNECTEDRanking figures on the current site are synthetic evaluation data.
X CONVERSATIONNot connectedA mock provider currently returns synthetic posts. An X API bearer-token field exists, but no production adapter is active.
USER REVIEWSCollection enabledVisitors can submit reviews. Production scoring still needs identity, moderation, and sample-size validation.
MODEL CATALOGOfficial sourcesDirectory entries link to provider-controlled product or documentation pages.
MARKET & TOKEN DATADemo / referenceDisplayed quotes must not be treated as executable, audited, or real-time market data.
PROPOSED PRODUCTION FORMULA

Overall score · 0–100

Weights are configurable and each component remains independently visible.

35%
Community user rating

Normalized ratings from on-site reviews, adjusted for sample size and review trust.

30%
Social sentiment

Weighted positive, neutral, and negative discussion classified from relevant public posts.

15%
Recommendation intent

Whether community posts and reviews recommend, discourage, or remain neutral about a model.

10%
Popularity

Relative share of qualified conversation volume during the selected period.

10%
Momentum

Acceleration in mentions, engagement, sentiment, and review activity—not absolute volume.

01

Post weighting

Engagement, account credibility, relevance confidence, sentiment confidence, duplicate detection, and spam likelihood determine influence. Per-post weight is capped.

02

Popularity

Qualified mention volume is normalized against the full model universe for the selected period. It is separate from approval or sentiment.

03

Momentum

Measures rate of change. A smaller model moving from 500 to 1,500 mentions can outrank a larger model with flat conversation volume.

04

Community perception

Scores describe reputation and preference—not objective intelligence, benchmarks, safety, or suitability for every user.

COMPLETE COVERAGE UNIVERSE

All 51 models considered

“Demo ranked” identifies models carrying synthetic UI evaluation metrics today; it is not a verified production ranking.

Open searchable directory →
#MODELPROVIDERTYPECURRENT STATUSSOURCE
01Claude Opus 4.1AnthropicFrontierDemo rankedVerify ↗
02GPT-5.2OpenAIFrontierDemo rankedSource pending
03Gemini 3 ProGoogleMultimodalDemo rankedSource pending
04Grok 5xAIFrontierDemo rankedSource pending
05DeepSeek R2DeepSeekReasoningDemo rankedSource pending
06Qwen 4 MaxAlibabaOpen-weightDemo rankedSource pending
07Llama 5 MaverickMetaOpen-weightDemo rankedSource pending
08Mistral Medium 4Mistral AIEfficientDemo rankedSource pending
09Kimi K3Moonshot AIAgenticDemo rankedSource pending
10Command R+ 2CohereEnterpriseDemo rankedSource pending
11Claude Fable 5AnthropicFrontierTrackingVerify ↗
12Claude Opus 5AnthropicFrontierTrackingVerify ↗
13Claude Sonnet 4.5AnthropicFrontierTrackingVerify ↗
14Claude Haiku 4.5AnthropicEfficientTrackingVerify ↗
15GPT-5.6 SolOpenAIFrontierTrackingVerify ↗
16GPT-5.6 TerraOpenAIFrontierTrackingVerify ↗
17GPT-5.6 LunaOpenAIEfficientTrackingVerify ↗
18GPT-5.5 ProOpenAIReasoningTrackingVerify ↗
19GPT-5.4 miniOpenAIEfficientTrackingVerify ↗
20GPT-5.3 CodexOpenAICodingTrackingVerify ↗
21GPT Image 2OpenAIImageListedVerify ↗
22Gemini 3.6 FlashGoogleMultimodalTrackingVerify ↗
23Gemini 3.5 FlashGoogleMultimodalTrackingVerify ↗
24Gemini 3.1 ProGoogleFrontierTrackingVerify ↗
25Gemini 3.1 Flash-LiteGoogleEfficientListedVerify ↗
26Nano Banana 2GoogleImageListedVerify ↗
27Nano Banana ProGoogleImageListedVerify ↗
28Gemini Omni FlashGoogleVideoListedVerify ↗
29Grok 4.3xAIFrontierTrackingVerify ↗
30Grok Build 0.1xAICodingTrackingVerify ↗
31Grok ImaginexAIImage & VideoListedVerify ↗
32Grok VoicexAIAudioListedVerify ↗
33Llama 4 MaverickMetaOpen-weightTrackingVerify ↗
34Llama 4 ScoutMetaOpen-weightTrackingVerify ↗
35Muse SparkMetaCodingListedVerify ↗
36DeepSeek V3.2DeepSeekOpen-weightTrackingVerify ↗
37DeepSeek R1DeepSeekReasoningTrackingVerify ↗
38DeepSeek Coder V2DeepSeekCodingListedVerify ↗
39Mistral Large 3Mistral AIFrontierTrackingVerify ↗
40Mistral Medium 3.1Mistral AIEfficientTrackingVerify ↗
41Mistral Small 3.2Mistral AIOpen-weightListedVerify ↗
42Devstral 2Mistral AICodingTrackingVerify ↗
43Qwen3-MaxAlibabaFrontierTrackingVerify ↗
44Qwen3-CoderAlibabaCodingTrackingVerify ↗
45Qwen3-VLAlibabaMultimodalListedVerify ↗
46Qwen3-OmniAlibabaMultimodalListedVerify ↗
47Kimi K2.5Moonshot AIAgenticTrackingVerify ↗
48Kimi K2 ThinkingMoonshot AIReasoningTrackingVerify ↗
49Command ACohereEnterpriseTrackingVerify ↗
50Command R7BCohereEnterpriseListedVerify ↗
51Embed 4CohereEmbeddingListedVerify ↗