The Economics of AI-Enabled Platforms
Artificial Intelligence Requires Transformed Commercial Models
AI Is Evolving. Why Isn’t the Billing?
The pace of embedding AI in “as-a-service” software platforms is unstoppable. Leading vendors are delivering smarter insights, greater automation and autonomous agentic processes in their solutions. AI-enabled capabilities deliver unquestionable value to customers, but pricing and billing models for these features have not kept pace. Per-seat or per-user license prices prevail but do not correspond to resources consumed or value achieved. Emerging AI token-based pricing models are a step in the right direction but similarly lack transparency into the resources and the cost of completing a discrete task.
Human agent seat-based price plans are misaligned with AI value.
Enterprise Software Providers Need MATRIXX Dynamic Billing
AI-enabled software providers should rethink pricing models to reflect AI-specific cost/value dynamics and evaluate proven billing systems that can support usage-based processing at scale.
Avoid AI Bill Shock With Outcome-Based Pricing
Pricing opacity of seat-based or token-based AI billing will inevitably lead to surprises when invoices are generated, as users lack insights into their AI agent costs. Providers may be shocked as well, as they need transparent insights into the underlying costs of OpenAI, AWS, GCP or other technologies to deliver those AI services.
MATRIXX Dynamic Billing delivers a real-time, flexible charging engine that transforms AI pricing into value-based and outcome-based offers.
Deliver Real-Time Visibility into Usage and Costs
The costs of AI processing are not insignificant. As the market is just beginning to climb up the steep slope of the adoption curve, these processing resources, from AI agents to large language models (LLMs) to storage and data center power consumption, are far from becoming commoditized.
MATRIXX Dynamic Billing enables real-time visibility into user charges and resources consumed, as well as notifications when thresholds are reached.
Experiment, Grow and Scale AI Services
New services and new commercial models always benefit from maximum transparency and high levels of support in the “early adopter” phase. Providers and customers alike face a learning curve in order to understand the cost-benefit ratio of new technologies like AI.
MATRIXX Dynamic Billing provides a platform for experimentation, where new pricing models can be deployed with agility to encourage usage, make dynamic recommendations to evolve packages and scale as the business grows.
Learn More
Ebook Redefining Value: Pricing in the Age of AI
Discover how enterprises can benefit from dynamic charging and billing to unlock value-based revenue streams from AI-enabled capabilities embedded in as-a-service applications. \
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White Paper Redefining Value: Pricing in the Age of AI
Explore the challenges and opportunities of agentic AI adoption, such as how to prevent bill shock, enhance customer experiences, encourage AI usage and grow revenue. \
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View Now](https://go.matrixx.com/rs/097-BCI-617/images/MATRIXX_AI_Pricing_WhitePaper_F.pdf)