What is the Free Engine?

Our Free Engine is a completely free facial recognition system that we own and operate, designed specifically to help users get familiar with MambaPanel's face searching software. With 300,000 faces in its database, including approximately 100,000 everyday people, this engine serves as the perfect introduction to our platform's capabilities.

This engine isn't designed to find regular people effectively - instead, it excels at searching for celebrity faces and public figures. Think of it as a hands-on tutorial that teaches you how our interface works, what to expect from search results, and how to interpret confidence levels before investing in our paid search engines.

Learning Platform
Perfect for understanding how facial recognition works and getting comfortable with our interface before using paid engines.
Celebrity Focused
Optimized for finding public figures and celebrities rather than everyday people, making it ideal for entertainment and curiosity searches.
Zero Cost
Completely free to use on our website with no hidden fees, credits, or subscriptions required.

Demo Database Composition

Our Free Engine operates on a curated 300,000 face database designed primarily for demonstration and learning purposes.

200K Celebrity & Public Figures
100K Everyday People
300K Total Faces

Important Limitations to Understand

Not Designed for Regular People: While the Free Engine contains some everyday people in its database, it's specifically optimized for celebrity and public figure searches. Don't expect reliable results when searching for friends, family, or unknown individuals.

Demo Purpose: This engine exists to help you learn our platform, not as a comprehensive search tool. For serious facial recognition needs, consider our Standard or Deep Search engines.

Limited Accuracy: Results showing 50% confidence or lower should be considered demonstration matches only, as 50% confidence is extremely rare to represent a true match in real-world scenarios.

Free Engine in Action

Free Engine Celebrity Search Results

Celebrity Search Success

When searching for celebrities and public figures, the Free Engine delivers reliable results with clear confidence ratings. These searches demonstrate how our facial recognition technology works at its best, showing you what to expect from high-quality matches.

Celebrity searches help you understand confidence levels, result formatting, and how to interpret the information provided in each match result.

Search Processing Animation

Fast Processing Experience

The Free Engine provides instant feedback during processing, showing you exactly what the search experience feels like. The processing animation demonstrates our user-friendly interface design that carries over to all our search engines.

This immediate processing gives you a taste of our platform's responsiveness and prepares you for the more comprehensive results delivered by our paid engines.

Additional Search Results

Understanding Result Variations

The Free Engine shows you how different search queries can produce varying results, helping you understand the importance of image quality, facial angles, and lighting conditions for optimal results.

These varied results teach you how to evaluate search outcomes and what factors contribute to higher or lower confidence ratings.

Regular People Search Limitations

Learning from Limited Results

When searching for regular people, the Free Engine demonstrates its limitations by showing lower confidence matches. This example shows what happens when the database doesn't contain the target person - you'll see results, but with confidence levels around 50% or lower.

Important Demo Note

50% confidence matches are extremely rare to be true matches in real-world scenarios. The Free Engine shows these results anyway since it's a demonstration tool, helping you understand why higher-confidence results are necessary for reliable identification.

Simple Pricing Structure

The Free Engine lives up to its name with zero cost for web users, while developers pay minimal fees for API access.

Web Interface

FREE
Completely free to use via MambaPanel website. Perfect for learning our platform and celebrity searches.

API Access (Small Engine)

$0.15
Per search via API integration. Note: For API requests, this engine is called "Small Engine" rather than "Free Engine" since it's not free via API.

Why Start with the Free Engine?

Risk-Free Learning Experience

The Free Engine allows you to explore facial recognition technology without any financial commitment. You can experiment with different types of images, understand how confidence levels work, and learn what makes a good search query - all completely free.

Perfect Celebrity Search Tool

While it may not find your neighbor or classmate, the Free Engine excels at identifying celebrities, actors, musicians, and other public figures. This makes it perfect for satisfying curiosity about famous faces you encounter online or in media.

Platform Familiarization

Before investing in our Standard or Deep Search engines, the Free Engine teaches you how our interface works, what search results look like, and how to interpret confidence levels. This knowledge ensures you get maximum value from paid searches.

Understanding Limitations

The Free Engine's limitations with everyday people help you understand why our paid engines exist and what additional value they provide. You'll learn why database size, web crawling, and advanced algorithms matter for comprehensive searches.

Preparation for Paid Services

Once you've mastered the Free Engine and understand its capabilities and limitations, you'll be ready to make informed decisions about which paid engine best suits your needs. Whether that's the fast and affordable Standard Engine or the comprehensive Deep Search Engine, you'll know what to expect.