While preventing a single multi-million dollar mistake is a product's biggest value, it's easier to sell based on quantifiable time savings. The justification "this costs one-fourth of a new hire" is a straightforward business case for a budget holder, making the sale simpler.

Executives don't care about tactical benefits like 'five fewer clicks'. A crucial skill for modern sellers is to extrapolate that tactical user-level gain into a strategic business outcome. You must translate efficiency into revenue, connecting the dots from a daily task to the company's bottom line.

As frontier AI models reach a plateau of perceived intelligence, the key differentiator is shifting to user experience. Low-latency, reliable performance is becoming more critical than marginal gains on benchmarks, making speed the next major competitive vector for AI products like ChatGPT.

Focusing on AI for cost savings yields incremental gains. The transformative value comes from rethinking entire workflows to drive top-line growth. This is achieved by either delivering a service much faster or by expanding a high-touch service to a vastly larger audience ("do more").

AI makes it cheaper to build new features. Instead of passing these savings on through lower prices, companies should use this efficiency to expand their product's scope to solve adjacent customer problems. This bundling strategy increases the overall value proposition, allowing you to charge more and become more integral.

To increase deal size and escape the limitations of per-user pricing, embed AI into specific, productized use cases. This allows you to create new value-based pricing levers, such as AI credit consumption or custom AI agents, boosting average deal size.

The primary ROI of sales AI isn't just saved time, but the reallocation of that time. Evaluate and justify AI tools based on their ability to maximize Customer Facing Time (CFT), as this directly increases both the quantity and quality of customer interactions, leading to better performance.

While initial sales conversations for BPO replacement focus on 50-75% cost savings, customers discover greater value in AI's unique abilities. These include superhuman speed to close business faster, instant scalability for seasonal demand, and unprecedented observability into previously "black box" processes.

Frame your product's value not around the underlying AI, but around the premium insight it unlocks. The key is to instantly provide an answer—like a valuation or diagnosis—that previously required significant time, money, or human expertise.