A New AI Revenue Model for Data Providers

Monetization by the Query

Data providers and publishers are facing a fundamental challenge in the AI age: how to monetize valuable data while maintaining control over their intellectual property. Traditional models often force an all-or-nothing approach, licensing complete data libraries at high prices and missing out on potential revenue from customers who need only specific insights. AI has complicated the matter even further, with media companies and data providers rushing to make sure they’re not left behind. Infactory's platform introduces a revolutionary alternative that benefits both data providers and consumers: monetization by the query.

The Data Provider's Dilemma

Data providers across industries have invested significantly in building valuable datasets:


  • Market Intelligence Firms have comprehensive industry data but are often too expensive for businesses who only need access to specific insights 

  • Media Companies have a wealth of valuable information that would benefit multiple sectors, but struggle with selective distribution and monetization

  • Financial Data Companies possess detailed market information yet face challenges in granular access control

  • Research Organizations own specialized datasets but lack efficient monetization channels

  • Industry Specialists have accumulated domain-specific knowledge but lack the infrastructure to monetize it effectively

These organizations face common challenges in today's data marketplace:


  • All-or-Nothing Pricing Models: Traditional approaches force providers to sell entire datasets, limiting their customer base to those who can afford substantial investments.

  • Loss of Control: Once data is sold, providers have limited visibility into how it's used, by whom, and for what purpose.

  • Value Extraction Challenges: Many enterprise customers only need specific insights from datasets, making complete dataset purchases inefficient.

The Infactory Advantage for Data Providers

Infactory's platform transforms how data providers can monetize their assets to customers building AI products through our query-based approach:

Granular Monetization

Rather than selling entire datasets, providers can monetize individual queries against their data:


  • Pay-Per-Query Model: Charge customers building AI solutions only for the queries they run and specific insights they extract

  • Tiered Pricing Structures: Rather than charging a flat fee, offer different pricing per query based on query complexity, data sensitivity, or whatever metrics you decide

This approach expands the potential customer base by making data accessible to organizations that couldn't justify purchasing entire datasets.

Complete Control and Visibility

Infactory's platform gives data providers unprecedented control over how customers use their information when building AI solutions with Infactory:


  • Query-Level Permissions: Define exactly what types of queries can be run against your data in AI solutions

  • User-Specific Controls: Set different access levels for different customers

  • Complete Usage Analytics: See exactly how your data is being utilized, allowing you to see which data is the most valuable (and price accordingly) and what questions people want to know about your data

Technical Infrastructure Without the Overhead

Our platform eliminates the need for data providers to build complex query infrastructure:


  • Seamless Data Integration: Easily connect or upload your data from wherever it currently lives - PostgreSQL, cloud databases, data warehouses, etc.

  • Flexible Deployment Options: Choose between cloud, on-premises, or hybrid implementation based on your security requirements and data governance policies

  • Ready-to-Use APIs: Deploy your data as queryable endpoints without building custom solutions

  • Scalable Architecture: Support from single users to enterprise-scale query volumes

  • Security by Design: Enterprise-grade security and compliance capabilities

  • Seamless Updates: Keep your data current without disrupting customer access

Expanded Market Reach

By reducing barriers to entry, Infactory helps data providers reach new customer segments:


  • SMB Access: Make your data accessible to smaller organizations through right-sized pricing

  • Cross-Industry Reach: Enable customers from adjacent industries to leverage your data

  • Developer-Friendly: Appeal to the growing market of developers building AI-powered applications

The Future of Data Monetization

As AI continues to transform how organizations leverage data, the demand for controlled, specific access to high-quality information will only grow. Data providers who embrace query-based monetization will be positioned to:


  • Capture more value from their information assets

  • Reach previously untapped customer segments

  • Maintain control over how their intellectual property is utilized in AI solutions

  • Build sustainable, recurring revenue streams

Infactory's platform provides the infrastructure that makes this transformation possible—enabling data providers to monetize their assets more effectively while maintaining the control they require.

Unlocking the Full Value of Your Data

For too long, data providers have been forced to choose between maximizing revenue and maintaining control. Infactory's query-based approach eliminates this false dichotomy, creating a model where providers can monetize their data more effectively while retaining unprecedented control over how it's used in AI products. 

As the AI ecosystem continues to evolve, the ability to provide controlled, granular access to high-quality data will become increasingly valuable. Data providers who embrace this approach now will establish themselves as leaders in the next generation of information services.

Are you a data provider looking to transform how you monetize your valuable information? Book a call with our team to learn how our platform can help you regain control and revenue in the AI era.

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©2025 Infactory Inc.

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©2025 Infactory Inc.

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