We build developer infrastructure that turns product intent into verified market data for AI agents, applications, and commerce workflows.

Search for a product by name or specification and receive structured market intelligence without providing a product URL.

Core capabilities:

• Product discovery from natural-language queries
• Exact product and variant matching
• Local market and currency validation
• Price and stock verification
• Merchant and source identification
• Confidence and verification signals
• Revalidation of previously verified offers

AI agents, developers, procurement workflows, ecommerce research, price intelligence, and commerce automation.

AI agents • Commerce infrastructure • Product intelligence • Developer APIs

Results may reference third-party merchants and brands. Machine Toll Forge AI is an independent developer project and is not affiliated with or endorsed by those third parties.