Research

How Crypto APIs Power Real-Time Data for Apps and Platforms

Explore how crypto APIs provide instant, reliable blockchain and market data for apps, bots, and dashboards—plus the infrastructure powering these real-time feeds.
Token Metrics Team
6
MIN

Crypto markets never sleep—prices shift 24/7, blockchain activity surges minute by minute, and traders, analysts, or developers want up-to-the-second data. But where do wallet trackers, trading bots, or dashboards source this real-time information? The answer: powerful crypto APIs that connect applications directly to live blockchain and market data streams.

How Crypto APIs Work: Bridging Apps with Blockchains and Exchanges

Crypto APIs (Application Programming Interfaces) are the digital bridges between external software applications—like portfolio trackers, exchanges, or research platforms—and sources of cryptocurrency market and blockchain data. Instead of developers parsing raw blockchain nodes or manually scraping exchange data, APIs offer structured, standardized access to:

  • Price Data: Live and historical prices for thousands of digital assets from multiple exchanges.
  • Volume and Order Book Data: Insights into trading activity, liquidity, and market depth.
  • Blockchain Data: On-chain transactions, block confirmations, wallet balances, and token info.
  • Signals and Analytics: Trading signals, technical indicators, and sentiment metrics.

APIs can be called on-demand (REST APIs) for snapshots, or stream continuous updates (WebSockets) for real-time data. This accessibility enables faster, more reliable, and easily scalable integration for any crypto application.

Real-Time vs. Historical Crypto Data: What Makes Real-Time So Unique?

Real-time crypto data means delivering the most current information to users, ideally within milliseconds or a few seconds of it being published on an exchange or blockchain. In volatile markets, the difference between real-time and delayed data can be significant, especially for automated applications like trading bots, AI agents, or alert systems.

Unlike historical data—used for backtesting or research—real-time data requires:

  • Low Latency Gathering: APIs must quickly ingest updates from blockchains and exchanges without significant lag.
  • Immediate Distribution: Data is pushed to clients or applications as soon as it’s available, often via persistent connections.
  • Reliability and Consistency: Ensured by robust infrastructure, data normalization, and error handling.

This demand for immediacy has shaped how top crypto APIs are built and how they interact with core data sources.

Data Sources for Crypto APIs: Exchanges, Blockchains, and Aggregators

To supply accurate real-time data, APIs must connect with several pillars of the crypto ecosystem:

  1. Centralized Exchanges (CEXs): APIs query and stream price, trade, and order book data from platforms like Binance, Coinbase, and Kraken. Many CEXs offer official APIs, which third-party API providers aggregate and standardize.
  2. Decentralized Exchanges (DEXs): On-chain data feeds from Uniswap, Curve, and other DEXs are sourced directly from smart contracts via blockchain nodes.
  3. Blockchain Networks: APIs utilize full nodes or light clients to pull transaction details, new blocks, token transfers, and wallet balances. This is achieved using technologies like JSON-RPC, GraphQL, or event listeners.
  4. Aggregators: Top crypto APIs often aggregate dozens of sources—both CEXs and DEXs—then normalize, de-duplicate, and enrich the data for end users.

APIs with broad coverage ensure more accurate, real-time market snapshots and make it easier for applications to monitor thousands of assets or protocols efficiently.

How Real-Time Crypto Data Flows: From Source to End-User

The journey of real-time crypto data from its origin to your screen usually involves these steps:

  • Source Polling or Streaming: The API provider constantly queries or subscribes to data endpoints from exchanges and blockchain nodes. For exchanges, this could mean polling their REST endpoints or opening WebSocket streams for live trades. For blockchains, it might involve running full nodes or using trusted node providers that push every new block or transaction.
  • Data Aggregation and Normalization: Data from multiple sources is collected, cleaned, de-duplicated, and standardized. APIs handle inconsistencies in trading pairs, fee structures, or ticker conventions to provide a smooth developer experience.
  • Pushing Updates to Clients: Real-time updates can be delivered via WebSockets, webhooks, or (less commonly) fast-polling REST endpoints. This ensures apps, dashboards, or bots receive instant data refreshes and can react to events as they happen.
  • API Layer Optimizations: Leading APIs employ caching, load balancing, sharding, and rate-limiting to maintain low latency, prevent downtime, and scale out automatically during periods of high demand.

The architecture behind these systems is complex—requiring careful engineering, robust security, and transparency to prevent data discrepancies or manipulation.

Practical Applications: Why Real-Time Data Matters

Real-time crypto data powers more than just flashy charts. Its uses include:

  • Portfolio Trackers: Accurately reflecting wallet balances and portfolio values as assets move or prices swing.
  • Automated Trading Bots: Using live market data to trigger trades based on preprogrammed strategies.
  • Risk Monitoring Tools: Triggering risk controls or stop-losses if sudden price changes occur.
  • Research Platforms & Dashboards: Delivering analysts, institutions, and hobbyists real-time transaction flows, exchange volumes, and token metrics.
  • AI Agents & Advanced Analytics: Enabling machine learning models to adapt in real time based on evolving on-chain and market conditions.

This abundance of real-time information can enhance decision-making, improve user experience, and expand what’s possible for crypto developers and professionals—even outside trading or investing contexts.

Build Smarter Crypto Apps & AI Agents with Token Metrics

Token Metrics provides real-time prices, trading signals, and on-chain insights all from one powerful API. Grab a Free API Key

FAQ: How Do Crypto APIs Get Real-Time Data?

What Protocols Do Crypto APIs Use to Deliver Real-Time Data?

Crypto APIs deliver real-time data primarily through WebSocket streams, which allow fast, continuous data transfer. REST APIs provide snapshot data for quick queries. Some use webhooks or subscribe to blockchain events for instant updates when transactions or blocks are confirmed.

How Do APIs Ensure Data Accuracy Across Multiple Sources?

APIs aggregate data from various exchanges and blockchain nodes, cross-referencing sources to detect discrepancies or outliers. They normalize ticker symbols, prioritize high-liquidity markets, and filter out manipulated or erroneous data before serving it to users.

Can Developers Access Both Historical and Real-Time Crypto Data?

Yes, most top crypto APIs provide endpoints for both real-time streaming and historical data retrieval. Developers can analyze past price trends, on-chain activity, or backtest strategies alongside accessing live market and blockchain feeds.

Are Crypto APIs Secure When Handling Sensitive Wallet or Transaction Data?

Leading crypto APIs use HTTPS encryption, authentication tokens, and strict permission controls to protect user data. Still, sensitive actions (like executing trades or broadcasting transactions) should use APIs from trusted, reputable providers with robust security policies.

What Are the Main Limitations of Using Crypto APIs?

Limitations include rate limits (restricting request frequency), potential latency during market surges, and incomplete coverage if certain exchanges or blockchains aren't integrated. Some APIs may also restrict access to premium real-time features behind subscriptions.

Disclaimer

This content is for informational and educational purposes only. No financial, investment, or trading advice is provided or implied. Cryptocurrency carries risks; always conduct your own research and due diligence before using any platform, service, or API.

Build Smarter Crypto Apps &
AI Agents in Minutes, Not Months
Real-time prices, trading signals, and on-chain insights all from one powerful API.
Grab a Free API Key
Token Metrics Team
Token Metrics Team

Recent Posts

Crypto Basics

Crypto Crashing - What You Need to Know and How to Prepare for It

Token Metrics Team
6 minutes
MIN

Crypto crashing has become a major concern for those who have invested in cryptocurrencies. In the past few years, the value of these digital currencies has skyrocketed, only to crash suddenly and dramatically. The crypto market volatility has left investors wondering what caused the crash and how to prepare for the next one. 

Crypto crashing can be caused by various factors, ranging from regulatory changes to market manipulations. This article will explore the reasons behind crypto crashing, what you need to know, and how to prepare. We'll look at the different ways to protect yourself and your investments and discuss strategies to help you make the most of the current market conditions. With the right information and a little preparation, you can make informed decisions and protect yourself from a crypto crash.

What is Crypto Crashing?

When the market price of an investment drops suddenly and dramatically, it's called a crash. In the same way, if your cryptocurrency investments drop by a lot, that is called a cryptocurrency crash.

The causes of crypto crashing vary based on the cryptocurrency involved. While some cryptocurrencies are prone to drops in value due to the market, others see surges in value (pump) that can cause a crash (dump).

When you invest in cryptocurrencies, you may be at risk of crypto crashing even if the rest of the market is booming. This is because of the high amount of volatility of these currencies.

Causes of Crypto Crashing

The cryptocurrency market is extremely volatile. It can be influenced by various factors, from government regulation to social media buzz. The market is also extremely young, with many investors needing to familiarize themselves with the technology. Because of these factors, crypto is prone to massive swings in value.

One of the main causes behind a crypto crashing is when interest in a particular cryptocurrency grows, and investors begin piling into the market. This can cause the value of the coins to skyrocket, making them more expensive for average investors to purchase. 

As demand for the coins goes up, so does the price, pushing it up even higher. This can cause the value to plummet when interest dies down, causing crypto to crash.

What You Need to Know About Crypto Value Drop

Cryptocurrencies can experience massive drops in value. There are ways to protect yourself from this. - If a crash occurs, it can also be a great opportunity to purchase more coins at a discounted price.

Certain factors can cause a cryptocurrency to crash, including:

  • Heightened interest in a coin,
  • The popularity of a coin, and
  • Market manipulation.

If you're new to the cryptocurrency world, you'll want to ensure you understand why a coin might experience a crypto crash and how these events influence the market.

10 Reasons Behind The Crypto Crash

  1. Regulatory concerns: Regulatory actions by governments and financial institutions can significantly impact the crypto market. For example, in 2022, there were concerns about increased regulation of cryptocurrencies, which may have contributed to the market downturn.
  2. Market speculation: The crypto market is highly speculative, and investors may have become too optimistic about the future of cryptocurrencies, leading to a bubble that eventually bursts.
  3. Economic uncertainty: The global economy was facing uncertainty in 2022, with factors such as the ongoing COVID-19 pandemic, political instability, and rising interest rates contributing to market volatility.
  4. Liquidity issues: Some crypto exchanges experienced liquidity issues in 2022, which may have contributed to the market downturn.
  5. Correction after rapid growth: The crypto market experienced rapid growth in the preceding months, and some market observers believed a correction was due after such a rapid run-up.
  6. Weaknesses in the underlying technology: There were concerns about the scalability and security of cryptocurrencies in 2022, which may have contributed to the market downturn.
  7. Negative news events: Negative news events, such as hacks, scams, and market manipulations, can have a significant impact on market sentiment and drive down prices.
  8. A decline in institutional investment: Some institutional investors may have pulled back from the crypto market, contributing to the market downturn.
  9. Increased competition: Increased competition from other cryptocurrencies and blockchain projects may have reduced demand for Bitcoin and other cryptocurrencies.
  10. Technical factors: Technical factors, such as changes in trading patterns or market conditions, may have contributed to the market downturn.

It's important to note that the crypto market is highly volatile and subject to many factors that can impact prices. The reasons behind the crypto crash are likely to be complex and involve a combination of several different factors.

How to Protect Yourself from Crypto Crashing

Cryptocurrencies can experience massive drops in value. There are ways to protect yourself from this. 

  • Diversify your portfolio: If you're investing in a popular coin, you may want to diversify your portfolio by investing in other coins. This can help reduce the risk of a single coin crashing and give you a chance to make some profit.
  • Invest in smaller less-volatile coins: You can also try investing in smaller coins that are less prone to market volatility. This can reduce your overall investment risk while giving you more opportunities to thrive.

"Certain factors can cause a cryptocurrency to crash, including heightened interest in a coin, the popularity of a coin, and market manipulation. - When interest in a particular cryptocurrency grows, this can cause the coin's value to skyrocket, making them more expensive for average investors to purchase."

If a particular coin sees a lot of social media attention, this can increase its market value. Popular coins can experience crypto crashing as a result of increased market interest.

Market manipulation can be done by various methods, from fraudulent marketing campaigns to illegal trading practices. When a significant market shift causes the price of a coin to change, this can create a false sense of security and cause crypto to crash.

If a crash is imminent, you can prepare by researching different strategies that may help you make the most of the current market conditions.

The Bottom Line

Crypto crashing is a serious concern for investors. The crypto market is extremely volatile and prone to drops in value. Certain factors can cause a crash, including increased interest in a particular coin, the popularity of a coin, and market manipulation.

You can protect yourself from crypto crashing by diversifying your portfolio, investing in less volatile coins, and researching strategies that help you make the most of the current market conditions.

Token Metrics is here to help you with your in-depth research and analysis of any crypto investment. All you have to do is head over here and choose the BEST plan for your crypto journey.

Crypto Basics

Best Cryptocurrency Books to Learn Trading and Investing in 2023

Token Metrics Team
5 minutes
MIN

Cryptocurrency is a rapidly growing global phenomenon revolutionizing how we approach money and payments. As the industry continues to expand, reading the most up-to-date and reliable sources of information is essential for anyone looking to stay ahead of the curve. 

To help you get the most out of your cryptocurrency journey, here are the top ten cryptocurrency books you need to read.

From in-depth technical analysis to practical strategies for investing, these books provide valuable insights into the world of digital currency. Whether you're a seasoned trader or just getting started, these books will give you the knowledge and confidence you need to make smart decisions and capitalize on the opportunities presented by cryptocurrency.

Top 10 Cryptocurrency Books

Here are the 10 best cryptocurrency books you need to read in 2023.

1. Digital Gold

Tagline: Bitcoin and the Inside Story of the Misfits and Millionaires Trying to Reinvent Money

Digital Gold is New York Times reporter Nathaniel Popper's brilliant and engrossing history of Bitcoin, the landmark digital money and financial technology that has spawned a global social movement.

Digital Gold charts the rise of Bitcoin technology through the eyes of the movement's colorful central characters, including a British anarchist, an Argentinian millionaire, a Chinese entrepreneur, Tyler and Cameron Winklevoss, and Bitcoin's elusive creator, Satoshi Nakamoto.

2. Crypto Investing Guide

Tagline: How to Invest in Bitcoin, DeFi, NFTs, and More

Ian Balina, the founder of Token Metrics, aimed to craft a strong foundation for crypto enthusiasts by providing powerful insights and helping you kickstart a profitable crypto journey.

This book can act as an educational guide to help you differentiate between the conventional financial system and the crypto world, further deepening the discussion into crypto assets, NFTs, decentralized finance, and security token offerings. 

This is the ultimate guide for both beginners as well as experts willing to renew their learnings and strategies.

3. The Book of Satoshi

Tagline: The Collected Writings of Bitcoin Creator Satoshi Nakamoto

This book is recommended to anyone that wants more info on the "start" of Bitcoin. MANY of the same issues that are FUD today have been addressed in the book. It can sometimes be a tad technical, but you don't need to be a programmer to understand.

This isn't a starter book for Bitcoin. You need to read "The Bitcoin Standard" or another similar book before you start this one. It mainly contains public domain writings about bitcoin, but the author has added significant value by sorting through them and adding his own editorial comment and introductory paragraphs.

4. Mastering Bitcoin

Tagline: Programming the Open Blockchain

Mastering Bitcoin is your guide through the seemingly complex world of bitcoin, providing the knowledge you need to participate in the internet of money. Whether you're building the next killer app, investing in a start-up, or simply curious about the technology, this revised and expanded second edition provides essential detail to get you started.

5. Cryptoassets

Tagline: The Innovative Investor's Guide to Bitcoin and Beyond

This clear, concise, and accessible guide from two industry insiders Chris Burniske & Jack Tatar shows you how to navigate this brave new blockchain world and invest in these emerging assets to secure your financial future

6. Blockchain Revolution

Tagline: How the Technology Behind Bitcoin is Changing Money, Business, and the World 

Don Tapscott, the bestselling author of Wikinomics, and his son, blockchain expert Alex Tapscott, bring us a brilliantly researched, easily understandable, and utterly foundational book about the future of the modern economy. Blockchain Revolution is the business leaders' playbook for the next decade and beyond.

7. The Business Blockchain

Tagline: Promise, Practice, and Application of the Next Internet Technology

The Business Blockchain explores how blockchain revolutionizes money and financial transactions. William Mougayar's depiction of this book is the blueprint that covers the blockchain's what, why, and how in the easiest way possible. The Business Blockchain charts new territory in advancing our understanding of the blockchain by unpacking its elements like no other before.

William Mougayar anticipates a future that consists of thousands, if not millions, of blockchains that will enable frictionless value exchange and a new flow of value, redefining roles, relationships, power, and governance.

8. Cryptocurrency Investing Bible

Tagline: The Ultimate Guide About Blockchain, Mining, Trading, ICO, Ethereum Platform, Exchanges, Top Cryptocurrencies for Investing, and Perfect Strategies to Make Money

Cryptocurrency Investing Bible explores how cryptocurrency is revolutionizing money and financial transactions. Author Alan T. Norman makes sure that you get your basics right. And if you are a beginner in cryptocurrencies, want to learn more before start investing, and spend less time researching online, then this one's for you. 

9. Cryptocurrency

Tagline: How to Make a Lot of Money Investing and Trading in Cryptocurrency

This book will shock you most conventionally as the author Andrew Johnson teaches the technique right. Secrets are revealed. This book will help you discover what cryptocurrency is all about and how to make money through investing and trading.

While the Bitcoin ship might have already sailed, there is still time to jump onto the cryptocurrency bandwagon and make a profit. If you are wondering how to do just that, then Cryptocurrency: How to Make a Lot of Money Investing and Trading in Cryptocurrency is the book you have been waiting for.

10. The Internet of Money

By Andreas M. Antonopoulos

While many books explain the how of bitcoin, The Internet of Money delves into the why of bitcoin. Acclaimed information-security expert and author of Mastering Bitcoin, Andreas M. Antonopoulos, examines and contextualizes the significance of bitcoin through a series of essays spanning the exhilarating maturation of this technology.

Andreas goes beyond exploring the technical functioning of the bitcoin network by illuminating bitcoin's philosophical, social, and historical implications. As the Internet has transformed how people around the world interact and permanently impacted our lives in ways we could never have imagined, bitcoin - the Internet of money - is fundamentally changing our approach to solving social, political, and economic problems through decentralized technology.

The Bottom Line

Each of the books mentioned in this article has its own plethora of displaying the what, how, and why of the cryptocurrency, primarily focussed on Blockchain and Bitcoin. Although every book stands tall on its own value, we recommend you evaluate your current knowledge and buy the one that can help you take your crypto journey forward. 

Crypto Basics

Liquidity Mining - What It Means and How It Works?

Token Metrics Team
9 minutes
MIN

Liquidity mining is an innovative way to earn cryptocurrency rewards. It has emerged as an alternative to traditional crypto mining, which requires large investments of time, money, and energy. It is a new form of yield farming, where users can lend their tokens for a certain period of time and earn rewards for providing liquidity to a platform.

Liquidity mining is a great way to earn passive income, as it is relatively low risk and requires minimal effort. Moreover, liquidity mining is a great way to increase the value of a token, as it increases its liquidity and helps it become more widely traded. 

This article will explore liquidity mining, how it works, and how it can benefit you.

What is Liquidity Mining?

Liquidity mining is a process where investors can earn cryptocurrency rewards by providing liquidity to cryptocurrency exchanges or other decentralized applications.

In exchange for liquidity, the user earns a reward from the exchange or dApp in cryptocurrency made possible by charging a small fee from users.

How does Liquidity Mining Work?

There are several ways liquidity mining can work. The most common way is to connect an exchange to a market maker. The exchange is the market maker, while the market maker is the liquidity provider.

The market maker offers the asset to the market, which is the investor. The exchange then takes a fee for the market maker's service. The asset can also be paired with a US dollar (USD) pair, meaning the investor is paid in USD and gets to hold the asset. The asset is not traded on the exchange, so the exchange doesn't handle any more trading activity.

Benefits of Liquidity Mining

  • Passive income - Unlike trading cryptocurrencies, liquidity mining requires no time and energy investment by the participant. As a liquidity provider, all you need to do is provide liquidity to the exchange. Once the trading activity starts, you earn your crypto rewards, and the exchange takes care of all the accounting and regulatory issues. This is a great way to earn passive income, as it is relatively low risk (apart from impermanent loss) and requires minimal effort. 
  • Public exposure - When you participate in liquidity mining, you publicly expose your asset to the market. This can increase the asset's exposure and help it become more widely traded. 
  • Low risk - Many exchanges require participants to hold a certain amount of tokens to be eligible for rewards. You do not have to own any tokens to participate in liquidity mining; you can also hedge or short your rewards. This means you can participate in liquidity mining with low risk, as you are not fully exposed to the risk of holding tokens.
  • Market volatility risk - Some exchanges charge participants for the trading volume they generate, resulting in increased volatility and increased trading costs. This market volatility risk can be mitigated by diversifying your trading interests, i.e., trading a different asset from your investment. 
  • Investment risk - Since liquidity mining does not require investment for equipment and graphic cards, there is a shallow risk. This makes liquidity mining a great way to earn cash while protecting your money.

Liquidity Mining Vs. Staking

Liquidity mining and staking are two distinct mechanisms used in decentralized finance (DeFi) to incentivize user participation and encourage the growth of DeFi ecosystems.

Liquidity mining refers to a process where users can earn rewards for providing liquidity to decentralized exchanges (DEXs) by depositing assets into liquidity pools. The rewards are usually paid out in the protocol's native tokens. They are intended to incentivize users to participate in the DEX's liquidity, increasing its overall health and making it easier for other users to trade.

Staking, on the other hand, is a process where users can earn rewards for holding onto and "staking" certain cryptocurrencies or tokens. The rewards are paid out through newly minted tokens, interest, or a share of transaction fees. They are intended to incentivize users to hold onto their assets, increasing the network's overall security and ensuring its consensus mechanism's stability.

In short, liquidity mining incentivizes users to provide liquidity to DEXs or dApps, while staking incentivizes users to hold onto assets and participate in network security.

Liquidity Mining Vs. Yield Farming

Liquidity mining and yield farming are similar but distinct concepts in the DeFi space.

Liquidity mining incentivizes users to help provide the necessary liquidity for the DEX or dApp to function and can help increase the overall value of the platform.

Yield farming, on the other hand, is a strategy where users deposit their assets into a pool to earn a high return on investment (ROI). The assets are used to earn rewards through various mechanisms such as lending, borrowing, and staking. Yield farming can be considered a liquidity provision, but it goes beyond that by allowing users to earn rewards through more complex financial strategies.

In short, liquidity mining is a specific type of yield farming focused on providing liquidity to a DEX or dApp. In contrast, yield farming is more general for earning high returns through various financial strategies.

Is Liquidity Mining a Good Idea?

Whether liquidity mining is a good idea depends on the individual's perspective and investment goals.

From a DeFi ecosystem perspective, liquidity mining can be beneficial as it can lead to increased liquidity in DEXs, making it easier for users to trade and improving the overall health of the exchange. Liquidity mining can also attract new users to DeFi, contributing to its growth and development.

From an investment perspective, liquidity mining can provide the opportunity to earn rewards using a protocol's native tokens. This can be attractive for those looking to maximize their returns and potentially increase their overall investment portfolio.

However, like any investment opportunity, there are also risks involved with liquidity mining. For example, liquidity mining rewards can be subject to market volatility, and the value of the rewards may decrease or become worthless in the event of a failed project or a downturn in the DeFi market.

Risks Associated with Liquidity Mining

There are some risks associated with participating in liquidity mining. Some of the most common risks include: 

  • High exchange commission - The exchange charges a high commission for market-making, hedging, and matching trading activities. This means you end up losing money in case of low liquidity. 
  • Low trading volume - If trading activity on an exchange is lower, you may not generate good amount of money.
  • Impermanent loss - Providing liquidity to two-sided pair can make you lose more of a token that is higher in demand and more people are buying it. It means that when you withdraw your liquidity, you end up getting less of the more demanded token because everyone kept buying it from your pool.
  • Hacks - Due to the nature of smart contracts and publicly available code, people can try to hack the protocol, draining all of the funds on it.

How to Get Started with Liquidity Mining

Now that you know about the liquidity mining concept, it is time to get started in a few steps. 

  • Get the funds ready - Make sure you have the funds ready before you can deposit them in the pool.
  • Choose the right exchange - There are a lot of exchanges out there, and it is imperative to choose the right one. You must pick an exchange with a high trading volume, good liquidity, and low fees. 
  • Add liquidity- Time to add the liquidity to the pair of your choosing. The more liquidity that you provide, the higher your share in that pool.

The Bottom Line

Liquidity mining is a unique way to earn passive income while providing liquidity to a platform. It is a great way as it is relatively low risk and requires minimal effort.

However, keep in mind the risks associated with providing liquidity like impermanent loss and exchange hacks.

Choose from Platinum, Gold, and Silver packages
Reach with 25–30% open rates and 0.5–1% CTR
Craft your own custom ad—from banners to tailored copy
Perfect for Crypto Exchanges, SaaS Tools, DeFi, and AI Products