{"license":"CC-BY-4.0","licenseUrl":"https://creativecommons.org/licenses/by/4.0/","attribution":"ChainChoice (https://chainchoice.io)","category":"sentiment_analytics","evidenceReadAt":"2026-11-10","generatedAt":"2026-11-12","criteria":[{"id":"published_predictive_evidence","label":"Published predictive evidence","weight":30},{"id":"published_price_and_what_free_survives","label":"Published price and free-tier substance","weight":25},{"id":"manipulation_filtering_documented","label":"Documented bot filtering","weight":25},{"id":"source_and_asset_coverage","label":"Source and asset coverage","weight":20}],"providers":{"lunarcrush":{"published_predictive_evidence":{"s":8,"q":"All four anchors below were computed from this exact file and must match | If you find a 5x effect, you have a bug, not alpha. | which is not included in this public file","u":"https://lunarcrush.com/research/lc_earnings_social_events_2026H1.md","d":"2026-11-10"},"published_price_and_what_free_survives":{"s":5,"q":"Plans range from free Discover tier to Individual ($24/month), Builder ($240/month), and Enterprise (custom pricing).","u":"https://lunarcrush.com/landing-assets/assets/fallback-CwAOhwj3.js","d":"2026-11-10"},"manipulation_filtering_documented":{"s":7,"q":"Each incoming post is run through topic classification and then spam and bot detection, which removes automated posts, duplicate-network activity, and low-quality content. | Monitor how much spam is being generated for a topic to gauge manipulation risk.","u":"https://lunarcrush.com/landing-assets/assets/index-CveJObQW.js","d":"2026-11-10"},"source_and_asset_coverage":{"s":8,"q":"Social data comes from X (Twitter), Reddit, YouTube, TikTok, Instagram, and major news outlets.","u":"https://lunarcrush.com/support/what-data-sources-does-lunarcrush-collect-from/","d":"2026-11-10"}},"santiment":{"published_predictive_evidence":{"s":5,"q":"We trained a machine learning model on a large Twitter dataset that contains over 1.6 million tweets, each labelled as either positive or negative | We are using ElKulako/cryptobert model from Hugging Face","u":"https://academy.santiment.net/metrics/sentiment-metrics/","d":"2026-11-10"},"published_price_and_what_free_survives":{"s":9,"q":"$0 | Free forever | 30-day lag in Sanbase | $49 / mo | $249 / mo | Sanbase Max is the minimum plan required for accessing the real-time API data with no restrictions or time-lag.","u":"https://santiment.net/pricing","d":"2026-11-10"},"manipulation_filtering_documented":{"s":5,"q":"To ensure relevance and accuracy, only text with a sentiment score above a certain threshold is considered in our sentiment metrics. This approach filters out neutral, spam, or irrelevant messages, focusing on the most impactful data.","u":"https://academy.santiment.net/metrics/sentiment-metrics/","d":"2026-11-10"},"source_and_asset_coverage":{"s":9,"q":"We track a curated list with over 400 crypto-related Telegram chats. | We track a curated list with over 4000 crypto-related and NFT-related Twitter accounts. | We track a curated list with over 350 crypto-related subreddits.","u":"https://academy.santiment.net/metrics/details/social-data/","d":"2026-11-10"}},"the_tie":{"published_predictive_evidence":{"s":4,"q":"A measure of how positive or negative conversations on Twitter have been about a particular coin over the last 24 hours vs. the previous 20 days. | Market Cap / 1,000,000 / 30 Day Average Tweet Volume | (Tweet Volume / 30 Day Average Tweet Volume) - 1","u":"https://docs.thetie.io/reference/sentiment-metrics.md","d":"2026-11-10"},"published_price_and_what_free_survives":{"s":1,"q":"Before you begin, ensure you have your API key. If you don't have an API key, please contact your Account Manager | This API key is unique to data access and will not be displayed in your Tie Terminal admin page.","u":"https://docs.thetie.io/reference/introduction.md","d":"2026-11-10"},"manipulation_filtering_documented":{"s":6,"q":"The percentage of tweets coming from unique accounts. This metric measures tweets over the last 24 hours. | The number of unique Twitter accounts mentioning the asset in the last 24 hours.","u":"https://docs.thetie.io/reference/sentiment-metrics.md","d":"2026-11-10"},"source_and_asset_coverage":{"s":5,"q":"Over 7+ years of comprehensive, point-in-time, out-of-sample Twitter history | Comprehensive coverage of over 500+ tokens with minute-level granularity, tracing back to 2017.","u":"https://www.thetie.io/solutions/api","d":"2026-11-10"}},"kaito_pro":{"published_predictive_evidence":{"s":1,"q":"Mindshare is a metric that quantifies the prominence of a specific project within the overall crypto market | Smart Followers are a set of Crypto Twitter (CT) accounts with the highest inter-following ratios within the CT social graph","u":"https://faq.yaps.kaito.ai/yap-faqs","d":"2026-11-10"},"published_price_and_what_free_survives":{"s":4,"q":"Enterprise Single-Seat | $ 833 /month billed annually | Seamlessly integrate our insights and leverage the power of Kaito systematically Contact Sales","u":"https://pro.kaito.ai/pricing","d":"2026-11-10"},"manipulation_filtering_documented":{"s":5,"q":"Yes, Kaito extensively leverages LLM to exclude low-effort content including spams | Yap points are NOT designed to be easy to earn or solely based on volume | Our AI programmatically analyzes various account attributes","u":"https://faq.yaps.kaito.ai/yap-faqs","d":"2026-11-10"},"source_and_asset_coverage":{"s":3,"q":"Easily search and track any tickers, topics and narratives across thousands of premium Web3 sources","u":"https://pro.kaito.ai/","d":"2026-11-10"}},"stockgeist":{"published_predictive_evidence":{"s":2,"q":"Below you can find a selection of reports, detailing evidence that StockGeist has correctly forecast market fluctuations via sentiment analysis of social media and news related textual information. We also cover new, trending topics like ETFs.","u":"https://www.stockgeist.ai/case-studies/","d":"2026-11-10"},"published_price_and_what_free_survives":{"s":8,"q":"We offer free 10k monthly API credits and 1 free crypto stream as well as 5 free stock streams | Unrestricted access to all endpoints | 1 free stream, forever | StockGeist.ai dashboard is under maintenance. Thank you for your patience.","u":"https://www.stockgeist.ai/api-pricing/","d":"2026-11-10"},"manipulation_filtering_documented":{"s":2,"q":"Fortunately, StockGeist has capabilities to monitor social media, crunch down through thousands of messages and distill crypto market sentiment in an easy-to-understand format.","u":"https://www.stockgeist.ai/crypto-sentiment-api/","d":"2026-11-10"},"source_and_asset_coverage":{"s":3,"q":"Track social media activity about more than 400 crypto currencies. | Upcoming Crypto Sentiment API Features | Stay tuned for this feature!","u":"https://www.stockgeist.ai/crypto-sentiment-api/","d":"2026-11-10"}},"augmento":{"published_predictive_evidence":{"s":3,"q":"machine learning classifiers trained on 32,000 manually labeled crypto posts combined with linguistic analysis | It provides a quick overview of the overall market mood and can be used as a complementary signal for trading decisions.","u":"https://augmento.ai/","d":"2026-11-10"},"published_price_and_what_free_survives":{"s":2,"q":"Start free, upgrade when you need real-time data, API access, or CSV exports. | Free users see data with a delay; paid plans offer real-time access to market and sentiment indicators.","u":"https://augmento.ai/","d":"2026-11-10"},"manipulation_filtering_documented":{"s":2,"q":"We collect sentiment from three major platforms: X (formerly Twitter), Reddit, and Bitcointalk. Each source is weighted equally in the combined score, but you can filter by individual source.","u":"https://augmento.ai/","d":"2026-11-10"},"source_and_asset_coverage":{"s":4,"q":"We collect sentiment from three major platforms: X (formerly Twitter), Reddit, and Bitcointalk. | We currently track more than 25 crypto assets with sentiment data, covering all major cryptocurrencies with active Binance trading pairs.","u":"https://augmento.ai/","d":"2026-11-10"}},"alternative_me_fgi":{"published_predictive_evidence":{"s":3,"q":"Extreme fear can be a sign that investors are too worried. That could be a buying opportunity | Volatility (25 %) | Market Momentum/Volume (25%) | Social Media (15%) | Surveys (15%) currently paused | Dominance (10%) | Trends (10%)","u":"https://alternative.me/crypto/fear-and-greed-index/","d":"2026-11-10"},"published_price_and_what_free_survives":{"s":10,"q":"Commercial use is allowed as long as the attribution is given right next to the display of the data. | There is a daily absolute path and an always refreshing permalink to an image of the latest index available.","u":"https://alternative.me/crypto/fear-and-greed-index/","d":"2026-11-10"},"manipulation_filtering_documented":{"s":1,"q":"There, we gather and count posts on various hashtags for each coin (publicly, we show only those for Bitcoin) and check how fast and how many interactions they receive in certain time frames","u":"https://alternative.me/crypto/fear-and-greed-index/","d":"2026-11-10"},"source_and_asset_coverage":{"s":1,"q":"First of all, the current index is for bitcoin only | While our reddit sentiment analysis is still not in the live index | Surveys (15%) currently paused","u":"https://alternative.me/crypto/fear-and-greed-index/","d":"2026-11-10"}}}}