How to Build ML-Powered NFT Appraisals At Scale

At Upshot, we combine our deep understanding of NFT markets with real-time market data and advanced machine learning models to produce NFT appraisals with industry-leading accuracy spanning a huge number of collections: - Upshot appraises over 57M assets from over 32k collections (and growing every day). - Appraisals are refreshed hourly, so they are never stale - Our performance is industry-leading, with Median Absolute Percentage Errors (MAPE) for the more popular and liquid collections, typically between 3 - 8% and ~11% on average for less-liquid collections

Upshot is Now Open to the Public

We are excited to announce that Upshot is now open to the public! For the first time, we are making our NFT appraisal infrastructure alongside our NFT aggregator, portfolio tracker and API available to everyone.

Upshot x Chainlink

Upshot Is Now a Data Provider on the Chainlink Network, Helping Bring Premium NFT Analytics to Smart Contracts

Introducing Upshot gmi

Upshot gmi is a single powerful number that helps identify high performing wallets and provides novel insight into the future of metaverse identity & reputation. Complex questions like, “should we lend to this wallet?” or simple ones like “are they gonna make it?” can be quickly and confidently answered through Upshot gmi.

Upshot Deepens Data and Machine Learning Bench, Hires Head of Data & ML

Upshot, a blockchain-based protocol providing industry-leading non-fungible token (NFT) appraisals, today announced the hiring of Orestis Tsinalis as Head of Data & Machine Learning. Tsinalis will report directly to CEO Nick Emmons and will be responsible for leading Upshot’s growing data and machine learning teams, as well as improving the company’s ML models to deliver real-time NFT appraisals for the market.

Getting Started with Upshot Analytics

If you’re a first time user of Upshot Analytics Beta, we wanted to point out a few ways to get maximum value from the tools and hopefully enhance your experience getting to know the product. There are four major areas of focus in this quick intro: charts, finding deals, trait level analysis search/discovery, and collector pages.

Introducing Upshot Analytics: The Next Generation NFT Appraisal Platform

We’re excited to introduce [Upshot Analytics Beta](https://app.upshot.xyz/analytics) - the dashboard for NFT data, live appraisals and analytics. Upshot Analytics is your informative sidekick for exploring the NFT market. 

Upshot Raises $22M Series A2 Led by Polychain to Accelerate Development of Real-Time NFT Appraisals

Blockchain-based, machine learning & crowdsourced NFT appraisal platform aims to become the appraisal authority of the digital asset world 

Explaining NFT Pricing with Machine Learning

The final installment in our blog series exploring the use of machine learning to accurately price NFTs. You can read the previous entry on determining what matters for NFT valuation [here](https://mirror.xyz/0x82FE4757D134a56BFC7968A0f0d1635345053104/hYImuHzw3_Pu-pYxVIoEbjguRKST-eeN_8eBKNgzQls). 

Determining What Matters for NFT Valuation

The third installment in our blog series exploring the use of machine learning to accurately price NFTs. Over the last few weeks, we’ve been diving deeper into how we use machine learning and crowd intelligence to generate automated and up-to-date NFT pricing, why machine learning models are important to achieve reliable valuations at scale, and much more. You can read the previous entry on taking NFT pricing to the next level with machine learning [here](https://mirror.xyz/0x82FE4757D134a56BFC7968A0f0d1635345053104/7H7NJWxVNZfYC4aIeJ6_wZ6LT1JtM_a1y5RZv4X1VNc).