Marketers and brands have long approached the process of pricing with an air of rationality: take the price of the goods, add the target margin, study competitors, run a spreadsheet, adjust the number up or down, and hope that the consumer agrees.

However, there is one fundamental problem with this approach: consumers are not cells in a spreadsheet.

Price is not, and has never been, a rational process. People feel price before it is justified. Although shoppers may try to explain a purchase with logic, such as quality, convenience, brand, or need, the first decision often happens below language. It occurs in the fast, nonconscious machinery of desire, memory, fear, trust, identity, and pain — and this is precisely the mechanism that Sensori.AI was designed to take advantage of

Why traditional pricing models are ineffective

Sensori.AI views the consumer not merely as a row in a database but as a human nervous system. The platform boasts neuroscience-powered GenAI models that look for the signals that make value feel natural to consumers: what they desire, trust, remember, reject, and most importantly, what makes a product feel like it belongs in their lives.

It’s important to remember that there is no inherent determinant of the value of a product. The same bottle of water that’s nearly worthless next to a kitchen sink could be priceless on a hot highway. It’s not the water that’s changing; it’s the perceived value because the brain changed the price.

Sensori.AI’s approach is rooted in this foundation.

“Price lives on a thin boundary in the nonconscious mind,” explains Dr. A. K. Pradeep, founder and CEO of Sensori.AI. “Push it too far, and the consumer snaps into refusal. But don’t push it far enough, and the company quietly surrenders margin that it could have earned.”

While the traditional pricing model of asking consumers what they would pay might sound reasonable, it’s also incomplete. People don’t know how to express their own nonconscious processes. Although they might be able to say that a price is too high, they may not be able to say that it’s because of mistrust, low novelty, weak differentiation, poor packaging, bad memory cues, or the wrong promotion mechanic. The price is blamed when the real problem is desire.

Sensori.AI’s Desire Framework as an alternative to traditional pricing models

Sensori.AI has developed its “Desire Framework” to give companies a more useful way of understanding value. Under the Desire Framework, there are six commercial levels that power value: novelty, familiarity, trust, simplicity, belonging, and self-worth.

For example, when a product feels meaningfully new (i.e., “novel”), it could justify a premium. When a product is familiar, risk is reduced because the brain likes what it can place. Similarly, trust lowers the internal tax of uncertainty and simplicity removes cognitive friction. Belonging can make a product feel socially safe or desirable, while self-worth can make the purchaser feel like a better version of themselves.

When these dimensions are strong, price has more room to breathe. Products with higher levels of desire can command higher prices because consumers aren’t just buying utility, but a feeling of “rightness.”

And when combined with the brain’s natural memory structures, desire becomes more powerful. People aren’t meeting products as a blank slate; they’re meeting them through stored frames: category memories, brand associations, cultural symbols, past experiences, and emotional shortcuts.

When the right memory structure is triggered, desire feels natural. It isn’t persuasion; it’s recognition — the feeling of “this is for me.”

Using Sensori.AI’s Desire Framework to determine promotions

Many AI systems merely predict elasticity from historical sales data. Elasticity tells a company what happened when prices moved in the past, but Sensori.AI seeks to explain why prices might move in the future.

The result is that pricing becomes less of a finance exercise and more of an intelligent, signal-driven revenue system. The same logic can be applied to promotions.

Many promotions are built around discounts: take money off, and put a sticker on the shelf or a banner on the website. Although this can work, it also trains consumers to wait, which compresses margins. Beyond that, a discount doesn’t always remove the brain’s pain of paying, instead just shrinking it.

Instead, promotions should focus on converting the moment into action. Payment pain is often linked to the insula, a region of the brain that is involved in aversion and negative feelings. So, then, the question is no longer about “How much of a discount is enough?” It becomes “What makes the consumer feel good enough, safe enough, or worthy enough to act now?”

Look at charity as an example. If a business asks the consumer to contribute at the register, it creates friction. The buyer is asked to make a decision and can sometimes feel guilty. But if a brand says that $1 from every purchase will go to charity on behalf of the consumer, the emotional pattern changes. It no longer feels like a tax on the consumer and becomes an act of self-worth.

The transaction then becomes a small moral event. The customer is still making a purchase, but it also comes with a second reward: the feeling of “I did something good.” In the Desire Framework, this harnesses the dimension of self-worth.

Brands have an opportunity to choose the promotion mechanic that matches the nonconscious barrier. If the barrier is price pain, choose a discount. If the barrier is inertia, urgency could be the solution. Or if the barrier is a lack of meaning, self-worth could do the most good.

How Sensori.AI revolutionizes consumer insights

For retailers, consumer brands, telecom providers, subscription businesses, and digital commerce platforms, Sensori.AI could provide the solution to this problem. Although these companies are drowning in data from clicks, carts, churn, conversions, call-center transcripts, reviews, CRM histories, loyalty patterns, and campaign results, they lack the organizing intelligence to explain which signals actually matter to desire.

The goal of Sensori.AI is to bring that organizing intelligence to pricing and promotions to identify where the price boundary sits, which desire dimensions support or weaken that boundary, which memory structures make the offer feel natural, and which promotional mechanics are most likely to transform attention into action.

With these insights, the result is better commercial control: higher margins where desire can support it, fewer unnecessary discounts, and promotions that drive behavior instead of noise.

“Remember, price is not a number,” Dr. Pradeep concludes. “It’s a negotiation with the nonconscious mind. The companies that understand this will build revenue systems around the real source of value: perceived value that is carried by memory, powered by desire, and expressed in behavior.”