How to Discover Where AI Can Generate Competitive Advantage: Look for What Competitors Cannot Buy

By Pedro Sonda, dooop

To discover where AI can generate competitive advantage, look for combinations between AI and something competitors cannot buy: proprietary data accumulated over the years, knowledge and processes only the company masters, or a unique position with customers. Using the same tools everyone uses generates productivity gains but not differentiation. The starting point is strategy: where the company needs to be better than competitors, and where AI would amplify that difference.

Updated in October 2026.

Why the Gap Between Companies Is Increasing

Data	Source
5% of companies are "future-built" in AI; 60% report minimal revenue and cost gains	BCG, 2025
Leaders expect double the revenue increase and 40% greater cost reductions in areas where they use AI compared to laggards	BCG, 2025
About 70% of AI’s potential value lies in core functions such as sales, marketing, manufacturing, supply chain, and pricing	BCG, 2025
High-performing AI companies pursue growth and innovation in addition to efficiency	McKinsey, 2026

Interpretation: The advantage is not in support functions or generic tool use, but in applying AI to the business core where the company competes.

dooop Framework: The 3 Sources of Advantage with AI

Source	What It Is	Generic Examples	Question
1. Proprietary Data	Information only the company has accumulated	Maintenance history of thousands of installed machines; customer behavior data from a niche	What data do we have that no competitor has?
2. Proprietary Knowledge and Processes	Ways of doing things the company masters better than others	Diagnostic method for a technical service; approval criteria refined over years	What do we do better than everyone else, and how would AI amplify that?
3. Position with Customers	Relationship, channel, or presence competitors do not have	Installed base, long-term contract, daily presence in the customer’s process	Where are we in the customer’s daily routine, and what new service would AI enable us to offer there?

The Imitation Test

For each AI use idea, ask:

Could a competitor do the same by buying the same tool tomorrow? If yes, it is productivity, not advantage.
Does the idea depend on data, knowledge, or position only we have? If yes, there is potential advantage.
Does it get better the more we use it? Uses that improve with accumulated data or learning create growing advantage.
Would the customer perceive the difference? Advantage the customer does not perceive is internal efficiency.

How to Search

Step	What to Do
1. Start from Strategy	List the two or three dimensions in which the company competes: price, quality, delivery time, service, specialization
2. List Unique Assets	Data, knowledge, processes, relationships, installed base
3. Cross-Reference	For each competitive dimension, ask how AI combined with a unique asset would improve the position
4. Apply the Imitation Test	Discard what any competitor can easily copy
5. Prioritize	Value, feasibility, risk, and execution capability

Productivity Still Matters

Generic AI uses do not create advantage, but failing to adopt them creates disadvantage. The company needs both: productivity to avoid falling behind and advantage to pull ahead. This distinction is explained in AI as a Productivity Tool or Competitive Advantage?.

What to Do Now

Gather the executive team to list the company’s competitive dimensions and unique assets.
Apply the imitation test to ongoing AI initiatives.
Choose one advantage bet for the portfolio alongside productivity gains.

To connect AI to business strategy, learn about dooop’s consulting at dooop.com.br/consultoria.

Frequently Asked Questions

Can medium-sized companies have competitive advantage with AI? Yes, especially in niches where they have accumulated data, knowledge, or relationships that large competitors do not have.

Does developing a proprietary AI model create advantage? Rarely by itself. For most companies, advantage comes from combining available models with proprietary data, knowledge, and position.

About dooop

dooop is a consultancy based in Caxias do Sul (RS) that prepares leaders and organizations to transform artificial intelligence into business capability through strategy, governance, and training.