What is RECALL: Understanding the Essential Metric for Evaluating Machine Learning Model Performance

12-17-2025, 11:40:41 PM
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"What is RECALL: Understanding the Essential Metric for Evaluating Machine Learning Model Performance" discusses Recall's role as a decentralized AI skill marketplace on the BASE blockchain. The article analyzes Recall’s market performance and explores its technical architecture, tokenomics, and community-driven AI development mechanisms. It addresses the growing demand for organized AI deployment, relevant to AI developers and community investors. The structure covers Recall’s market positioning, price volatility, and the decentralized marketplace framework. Keywords focus on "Recall," "AI marketplace," "BASE blockchain," and "tokenomics" for enhanced readability and quick overview.
What is RECALL: Understanding the Essential Metric for Evaluating Machine Learning Model Performance

Recall (RECALL) - Decentralized AI Skill Market Analysis Report

Recall's Positioning and Significance

Recall (RECALL) is a decentralized skill market for artificial intelligence that enables communities to fund the skills they need, crowdsource AI with those skills, and rank top performers. As an innovative platform operating on the BASE blockchain, Recall addresses the growing demand for organized, community-driven AI development and deployment.

As of December 2025, Recall has established itself as an emerging player in the AI and blockchain convergence space, with a market capitalization of approximately $64.4 million USD and a circulating supply of 722.7 million tokens out of a total supply of 1 billion RECALL tokens. The project maintains a presence across multiple exchanges, with 21 trading pairs available and an active holder base of 25,944 addresses.

This report provides a comprehensive analysis of Recall's technical architecture, market performance, tokenomics, and future potential within the decentralized AI ecosystem.


Market Performance and Current Status

Price Dynamics

As of December 18, 2025, Recall is trading at $0.08916 USD with the following price movements:

Time Period Change Amount
1 Hour -2.48% -$0.00227
24 Hours +2.63% +$0.00228
7 Days -25.14% -$0.02994
30 Days -29.54% -$0.03738
1 Year -75.35% -$0.27254

All-Time High (ATH): $0.6255 USD (October 18, 2025) All-Time Low (ATL): $0.08336 USD (December 1, 2025)

The token has experienced significant volatility since its launch, with recent price action showing consolidation near support levels following a substantial year-long decline.

Market Metrics

Metric Value
Market Capitalization $64.4 Million USD
Fully Diluted Valuation (FDV) $89.16 Million USD
24-Hour Trading Volume $1.69 Million USD
Market Dominance 0.0028%
Market Cap to FDV Ratio 72.27%
Current Market Rank #436

The token's market capitalization represents 72.27% of its fully diluted valuation, indicating that circulating supply has achieved significant distribution relative to total supply.


Tokenomics and Supply Structure

Token Distribution

Parameter Value
Total Supply 1,000,000,000 RECALL
Circulating Supply 722,705,108.73 RECALL
Max Supply 1,000,000,000 RECALL
Circulation Rate 72.27%
Token Holders 25,944

The token follows a capped supply model with no inflation beyond the maximum supply of 1 billion tokens. The current circulation rate of 72.27% suggests that a substantial portion of tokens have already entered circulation, with approximately 277.3 million tokens remaining in reserve or vesting schedules.

Blockchain and Technical Implementation

Recall operates on the BASE blockchain (BASE EVM), as indicated by the contract address:

Contract Address: 0x1f16e03c1a5908818f47f6ee7bb16690b40d0671

The BASE blockchain layer provides Recall with scalability benefits and integration with the broader Base ecosystem, enabling efficient transaction processing and reduced transaction costs compared to Layer 1 solutions.


How Recall Functions

Decentralized AI Skill Marketplace Architecture

Recall operates as a decentralized platform where communities can propose, fund, and evaluate AI skills. The core mechanism allows:

  • Community Funding: Communities identify specific AI skills or capabilities they require and allocate resources to develop or improve them
  • Crowdsourced AI Development: The platform enables multiple AI developers to contribute implementations of requested skills, creating a competitive environment for quality
  • Performance Ranking: Participants rank AI performers based on effectiveness, accuracy, and reliability, creating transparent quality metrics

Network Participants

The Recall ecosystem consists of multiple stakeholder groups:

  • Communities: Organizations or groups that define needed skills and allocate funding
  • AI Developers: Individuals or teams that build and train AI models to address specific skill requirements
  • Evaluators: Network participants who assess and rank the performance of submitted AI solutions
  • Token Holders: RECALL token holders who participate in governance and reward distribution

Incentive Mechanism

The platform employs a token-based incentive structure where:

  • Top-performing AI implementations receive rewards in RECALL tokens
  • Communities that effectively identify valuable skills gain influence and rewards
  • Developers are incentivized to create high-quality, performant AI solutions
  • The ranking system ensures transparent, merit-based evaluation and compensation

Security and Transparency

Recall's implementation on the BASE blockchain provides:

  • Immutable Records: All skill requests, submissions, and rankings are recorded on the blockchain, ensuring transparency
  • Cryptographic Verification: Smart contracts manage fund distribution and validation without requiring centralized intermediaries
  • Transparent Governance: Community members can verify rankings, funding allocations, and reward distributions on-chain

Ecosystem and Integration

Official Resources

Trading Availability

Recall is listed on 21 different exchanges, providing multiple liquidity sources for traders and investors. The token is available for trading and purchase through various platforms, including Gate.com.


Market Sentiment and Outlook

Current Market Sentiment

The market sentiment score for Recall indicates bearish conditions (score: 2 out of 5), reflecting:

  • Sustained price decline over the 1-year period (-75.35%)
  • Recent weakness despite short-term volatility (24-hour gain of +2.63%)
  • Consolidation near 12-month lows

Considerations for Investors

The significant price decline from ATH ($0.6255) to current levels ($0.08916) represents a 85.74% correction, raising questions about fundamental adoption metrics and community engagement.

The positive 24-hour price movement (+2.63%) against broader 7-day and 30-day declines suggests potential institutional or strategic accumulation at these levels.


Conclusion

Recall represents an innovative approach to decentralized AI development through community-driven skill markets and merit-based ranking systems. Operating on the BASE blockchain, the platform offers a transparent infrastructure for AI development coordination and resource allocation.

However, the project faces significant challenges as reflected in its market performance, with the token experiencing substantial losses from its all-time high. Success will depend on:

  1. Growing community adoption and skill funding participation
  2. Achieving meaningful AI development outcomes that demonstrate tangible value
  3. Expanding the ecosystem of AI developers and users
  4. Building strategic partnerships within the AI and blockchain communities

Investors should conduct thorough due diligence, considering both the innovative technological proposition and the current market headwinds facing the project.


Report Generated: December 18, 2025
Data Source: Gate.com Market Data
Disclaimer: This report is for informational purposes only and does not constitute investment advice. Cryptocurrency markets are highly volatile and speculative. Always conduct independent research before making investment decisions.

Recall (RECALL) Market Performance Report

Recall's Market Performance

Circulating Supply Overview

As of December 18, 2025, Recall's circulating supply stands at 722,705,108.73 RECALL tokens, with a total supply of 1,000,000,000 tokens. The token utilizes a fixed supply model with no inflationary mechanisms, ensuring a capped maximum of 1 billion tokens in circulation permanently.

Price Volatility

Recall reached its all-time high of $0.6255 on October 18, 2025, reflecting strong market sentiment and early adoption enthusiasm for the decentralized AI skill marketplace.

The token subsequently experienced a significant correction, reaching its all-time low of $0.08336 on December 1, 2025, a decline of approximately 86.7% from its peak. This sharp pullback reflects broader market volatility and the challenges faced by emerging AI infrastructure projects.

At the current time of December 18, 2025, Recall is trading at $0.08916, representing a 2.63% gain over the past 24 hours. However, the token remains down 25.14% over the past 7 days and 29.54% over the past 30 days, indicating sustained downward pressure despite recent stabilization attempts.

View current RECALL market price

Key Market Metrics

Metric Value
Market Capitalization $64,436,387.49
Fully Diluted Valuation $89,160,000.00
24-Hour Trading Volume $1,692,588.62
Price High (24H) $0.10452
Price Low (24H) $0.08456
Market Dominance 0.0028%
Total Holders 25,944
Trading Pairs Available on 21 exchanges

Performance Summary

Recall demonstrates a market capitalization that reflects initial investor interest in the project's decentralized AI skill marketplace concept. With 72.27% of the total supply currently in circulation and 25,944 token holders, the project maintains a distributed community base.

The significant price decline of 75.35% over the past year underscores the challenges inherent in emerging AI infrastructure projects, as well as the broader cryptocurrency market dynamics. The token's presence across 21 trading venues, including Gate.com, provides adequate liquidity for market participants.

Recall (RECALL) - Comprehensive Market Report

Overview

RECALL is a decentralized AI skill market where communities fund the skills they need, crowdsource AI with those skills, and rank top performers. As of December 18, 2025, RECALL is ranked #436 in the cryptocurrency market with a current price of $0.08916.

Key Market Metrics

Metric Value
Current Price $0.08916
Market Cap $64,436,387.49
Fully Diluted Valuation $89,160,000
24H Trading Volume $1,692,588.62
Circulating Supply 722,705,108.73 RECALL
Total Supply 1,000,000,000 RECALL
Market Dominance 0.0028%
Token Holders 25,944

Price Performance

Time Frame Change
1 Hour -2.48%
24 Hours +2.63%
7 Days -25.14%
30 Days -29.54%
1 Year -75.35%

All-Time High: $0.6255 (October 18, 2025)
All-Time Low: $0.08336 (December 1, 2025)


Recall Ecosystem & Strategic Positioning

Core Use Case

Recall operates as a decentralized AI skill marketplace with the following key functions:

  • AI Skill Funding: Communities propose and fund the specific AI skills they require for their projects and applications.
  • Crowdsourced AI Development: The platform enables crowdsourcing of AI models with targeted skills, leveraging distributed talent and computational resources.
  • Performance Ranking System: Top-performing AI models are ranked and rewarded based on community evaluation and benchmarking metrics.

This innovative approach bridges the gap between AI development demand and supply in a decentralized manner, creating new opportunities for AI engineers, data scientists, and community-driven projects.

Blockchain Infrastructure

Recall operates on the BASE blockchain (BASE EVM), leveraging its scalability and cost efficiency. The token contract address is 0x1f16e03c1a5908818f47f6ee7bb16690b40d0671, verified on BaseScan.


Recall Community & Social Media Sentiment

Community Engagement

Recall maintains an active community across multiple platforms:

  • Discord: Community Hub with ongoing discussions and development updates
  • X (Twitter): @recallnet serves as the primary communication channel for announcements and engagement
  • Token Holders: 25,944 addresses holding RECALL tokens, indicating a geographically distributed user base

Market Sentiment Overview

The market sentiment for Recall reflects moderate volatility typical of emerging AI and decentralized projects. The significant year-to-date decline of -75.35% suggests market correction from earlier peaks, though the 24-hour recovery of +2.63% indicates ongoing trader interest.

Sentiment Drivers:

  • Positive Factors: Innovative AI skill marketplace concept, active community development, presence across 21 cryptocurrency exchanges
  • Challenges: Market-wide volatility in AI token sector, recent price corrections, relatively modest trading volume

Getting Started with Recall

How to Purchase RECALL

  1. Exchange Access: RECALL is available on Gate.com and 20 other cryptocurrency exchanges worldwide
  2. Trading Pairs: Access to multiple trading pairs for convenient entry points
  3. Liquidity: 24-hour trading volume of $1,692,588.62 provides reasonable liquidity for transactions

Network & Storage

RECALL tokens operate natively on the BASE blockchain. Users should ensure compatibility with BASE EVM when managing their holdings through self-custody solutions.


Additional Information Sources

  • Official Website: Recall.network - Learn about the platform's features, use cases, and latest developments
  • White Paper: Recall Vision Document - Comprehensive technical documentation and project roadmap
  • Community: X @recallnet - Follow official updates, announcements, and community engagement
  • Smart Contract: BaseScan Verification - On-chain transaction history and contract verification

Risk Considerations

Investors should be aware of the following factors:

  • Market Volatility: RECALL has experienced significant price fluctuations, with a -75.35% year-to-date decline from its all-time high
  • Emerging Project Status: As a relatively new decentralized AI platform, Recall faces execution risks in scaling its ecosystem
  • Market Competition: The AI and decentralized development space is increasingly competitive with numerous emerging projects
  • Liquidity Factors: While available on multiple exchanges, trading volume remains moderate compared to larger-cap projects

Summary

Recall represents an innovative approach to decentralized AI development through its skill-market model, enabling communities to crowdsource and rank AI talent in a distributed manner. With a market cap of $64.4 million and presence across 21 exchanges, it demonstrates meaningful adoption within the cryptocurrency ecosystem.

The platform's position on the BASE blockchain provides technical efficiency, while its active community and transparent development approach reflect genuine commitment to the project's vision. However, potential participants should carefully consider current market conditions and the project's stage of development before making investment decisions.

Whether as a participant in the AI skill marketplace or as a token investor, Recall merits attention from those interested in the convergence of decentralized technology and artificial intelligence development.

FAQ

What does recall it mean?

Recall refers to a withdrawal or retrieval of tokens from circulation, typically by burning or removing them from supply. This mechanism reduces total token availability, potentially increasing scarcity value. Recall processes vary by project implementation and tokenomics design.

What is a recall in AI?

Recall in AI measures how well a model identifies all relevant positive instances from a dataset. Higher recall means fewer missed positive cases, making it crucial for applications like healthcare diagnostics where missing positive cases could have serious consequences.

What is recall in psychology?

Recall is the cognitive ability to retrieve information from memory without external prompts or cues. It's a fundamental memory process where you actively retrieve stored information, distinguishing it from recognition which requires contextual hints.

What does recall mean in law?

In law, recall is a process allowing the public to remove an elected official from office through voting. It ensures accountability and is distinct from product returns or court rulings. This mechanism provides citizens a direct way to dismiss officials they believe are unfit for their positions.

* The information is not intended to be and does not constitute financial advice or any other recommendation of any sort offered or endorsed by Gate.
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