Beyond Good/Better/Best: Monetizing Intelligent Devices with Subscriptions, Usage, and AI

The Evolution of Software Monetization Models

The webinar opens with a clear narrative of how monetization has evolved—from perpetual, on-premise licensing to subscription (SaaS), then toward usage-based and hybrid models, and now into early forms of outcome-based pricing driven by AI. What stands out is how each shift reflects a deeper alignment with customer value, but also introduces increasing complexity. The discussion highlights that AI is accelerating this progression, forcing companies to rethink how they capture value faster than ever before.

The Acceleration Toward Hybrid Pricing

Rather than a single dominant pricing model emerging, the conversation underscores the rise of hybrid approaches. Most organizations today combine subscriptions, usage metrics, and elements of outcome-based pricing. This reflects a practical response to diverse customer needs and market pressures, but it also creates operational and communication challenges. The key takeaway is that hybrid pricing is becoming the default—not because it’s simple, but because it’s necessary.

AI as a Catalyst for Pricing Disruption

AI is identified as a major forcing function behind current monetization challenges. As AI reduces reliance on seat-based models and introduces significant cost variability, traditional pricing structures become less viable. What’s particularly interesting is the tension between needing to recover rising AI costs while anticipating that those costs will fluctuate over time. This creates a moving target for pricing strategy, requiring continuous adjustment rather than periodic updates.

The Decline of Seat-Based Pricing

A critical theme is the long-term erosion of seat-based pricing models. As AI-driven automation reduces the need for human users, the logic of per-seat pricing weakens. Even if the shift isn’t immediate, the panel agrees it is inevitable. This creates urgency for companies to experiment with alternative models that better reflect consumption, outcomes, or delivered value.

The Enduring—but Evolving—Role of Good, Better, Best Packaging

The “good, better, best” framework remains widely used, but its effectiveness is being challenged. While it simplifies selling and supports upsell paths, it struggles to accommodate the complexity of modern offerings—especially when layered with usage-based or AI-driven components. The discussion suggests that companies are adapting this model by blending it with consumption elements, but doing so risks reintroducing the very complexity the framework was meant to eliminate.

Token-Based Pricing as an Emerging “Middle Ground”

Token-based (or credit-based) pricing is presented as a promising approach that bridges flexibility and predictability. By allowing customers to pre-purchase value and consume it across multiple use cases, tokens can unify disparate pricing metrics under a single system. The most compelling insight is that tokens enable companies to support multiple pricing logics simultaneously—but at the cost of added complexity in both explanation and execution.

Managing Underuse vs. Overuse in Consumption Models

A nuanced discussion highlights the trade-offs inherent in consumption-based pricing. Underuse can limit customer value realization and hurt renewals, while overuse can create friction or unexpected costs. Interestingly, the panel notes that underuse is often the more manageable problem, because it can be addressed through better onboarding and engagement, whereas overuse can directly impact customer trust and satisfaction.

Monetization Is Now a Full Business Model Transformation

One of the most important insights is that pricing changes are no longer isolated decisions—they require a holistic transformation. Moving to usage or token-based models affects everything from sales incentives to customer success, onboarding, and product design. The panel emphasizes that every function in the organization becomes responsible for driving ongoing customer value realization, not just closing the initial sale.

The Operational Complexity of Pricing Transformation

The webinar makes it clear that designing a pricing model is only a fraction of the challenge. Implementation—especially in large B2B organizations—can take months or even years. Migration planning, stakeholder alignment, and system readiness are often underestimated. The most interesting takeaway here is that companies frequently fail not because of poor strategy, but because of insufficient planning for execution and change management.

The Customer Migration Challenge

Transitioning existing customers to new pricing models is highlighted as one of the most difficult aspects of monetization transformation. Companies must carefully consider how changes impact different customer segments, particularly those facing price increases or budget uncertainty. The discussion emphasizes the need for phased migration strategies and tailored approaches at the account level to minimize resistance and churn.

The Importance of Customer-Centric Design

A recurring theme throughout the webinar is the importance of starting with the customer. Attempts to impose new pricing models without considering how customers prefer to buy and budget often fail. The most compelling example shared is how aligning pricing with existing buying behaviors—rather than forcing change—can significantly improve adoption and reduce friction in sales conversations.

Outcome-Based Pricing: Promise vs. Practicality

While outcome-based pricing is often seen as the “holy grail,” the webinar provides a grounded perspective on its challenges. Measuring outcomes, aligning incentives, and maintaining long-term value can be difficult in practice. In some cases, initial gains may taper off, turning successful engagements into diminishing returns over time. This makes outcome-based pricing appealing in theory, but complex to sustain.

Continuous Change as the New Normal

Perhaps the most overarching theme is that pricing is no longer a static decision. Rapid changes in technology, cost structures, and customer expectations mean that pricing strategies must evolve continuously. The panel notes that even large, traditionally slow-moving organizations are being forced to adapt at a faster pace, fundamentally changing how pricing is managed over time.

Aligning Price with Value Remains the Core Challenge

Despite all the innovation in pricing models, the central challenge remains unchanged: aligning price with perceived customer value. Each model—whether subscription, usage-based, tokenized, or outcome-driven—introduces trade-offs in how well it captures that value. The webinar reinforces that there is no perfect model, only better alignment for specific contexts.