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AI & Cost Negative Arbitrage: Caught Between Competitive Pressure and Market Reality

 The AI Moment—and the Pricing Blindspot

It is the world of artificial intelligence now, that much is pretty much accepted. But what people have not yet been able to understand fully is the impact it would have on something that is completely beyond, you know, expectations of most people. And that is pricing. Pricing is in a state of flux in any number of industries - that is beginning to be known; what is lesser known is that this is creating a unique matrix between competitive pressure and market dynamics which is going to make things challenging for business managers worldwide.

How AI Is Driving Costs Down

What is happening is, while it is known that artificial intelligence and proper planned implementation can shorten development cycles, it can shorten execution cycles, it can shorten product to market costs & times - it can lessen product costs across industries. It helps us save money during the advertising execution process, in an ad agency. It helps us ship new features and new products, and new developments in the software industry. Just to give two examples: this is being felt across industries I am dealing with - software and business services. I expect much the same to felt in other arenas of the business environs.

Customers Are Using AI Too

Instead of making the playing field better manageable for companies, it is actually increasing the challenges. Because what is happening is the customers are also doing this and are driving down the prices. This is happening in both advertising as well as in software development. I have a personal experience wherein the prices went down in a couple of industries that I saw. A third industry is also showing the same trends. While there are other related & unrelated factors putting downward pressure on prices, this is becoming quite rapidly one of the key factors in the pricing decision at the customer end of the market.

The Margin Squeeze on Customer-Facing Operations

What this means for companies is it actually changes the competitive dynamics and the market dynamics drastically, necessitating a completely new business model to deal with it. Because while you have saved money on your software development, the customers have also responded by tightening their budget strings. They are not— they are now not willing to pay as much as they did earlier.


This is creating an almost unique space - while competitive dynamics are changing as more and more companies go into producing AI productivity solutions, creating a hyper competitive market - which is supposed to, in theory, drive demand; but we have on the other hand a downward pressure on prices at the customer and demand side of the equation. Managing this is no easy task, as telecom found out 15 years to 20 years ago. You have to produce differential brand recall while wandering in a market that is both reticent in giving you the price you feel you command, while also being agonisingly slow in giving full commitment, as I covered in my previous article.

Short-Term Responses and Their Limits

This is creating challenges for companies to maintain their current level of front-end operations, customer-facing operations. These operations have been funded with respect to a particular average revenue per user — to quote a telecom metric. That has drastically fallen. This is leading to, at times, knee-jerk, at times planned reactions in companies by— shortening— by lessening sales staff, or, you know, otherwise cutting costs in order to meet this new challenge.

The Adoption Lag and the Negative Arbitrage Window

While on the same hand, the adoption is not increasing at the same pace. Experimentation is high, adoption will take a little time to show the same speed of growth. This is creating a nearest term is arbitrage. That the costs have gone down, the prices have gone down, while the expenses have remained the same. Necessitating a drawdown on various fronts by the companies.

Strategic Imperatives for Survival

This creates a complex working atmosphere for the companies who now want to maintain growth while managing with the existing costs. The only way forward for this is to realize the potential, plan your products properly, and take the risk and maintain expenses. But this is hard to do if you don't have deep enough pockets. Which is why the coming years are going to see a sea change in competitive dynamics.


As companies who can invest are going to survive, companies who cannot invest but somehow sustain are going to survive. But at the end of the day, this arbitrage, this difference between the expenses and the pricing dynamics, is clearly meaning that you are going to be faced with a challenge that you need to manage properly. If you do not manage this competitive metric, this market metric, this combination of competitive and market metric, you are likely to get into deep trouble.

In Conclusion

A quick conclusion is in order - the way ahead is to
maintain your frontend as best you can, silently adjusted for market and
internal realities - for the potential is vast - that is true. But, what is
truer, is understanding the market fully, plotting ahead, spotting customer
demand trends and riding the way to success: the key is being in touch with the
market - which will give you the space to build differential recall in your Go
To Market execution. This is easier said than done: there are no easy answers.
And that is the game that has been played since time immemorial - crack these
two - differential recall, and smooth frontend execution, and you are through.

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