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What Distinguishes a Strategic AI Consultancy: Starts with Business, Ends with Decisions

By Pedro Sonda, dooop

A strategic AI consultancy differentiates itself by starting from business objectives rather than technology; working directly with leadership; helping to select and discard initiatives; treating people, processes, and governance as central; maintaining independence from tools and vendors; and concluding with decisions that have owners and indicators. A tool-oriented consultancy takes the opposite path: it starts with technology and ends with an implementation. Both are useful but solve different problems.

Updated October 2026.

Transparency note: dooop positions itself as a strategic AI consultancy. The traits described here apply to evaluating any provider, including dooop.

Why the Difference Matters

BCG observed that companies generating the most value from AI dedicate about 70% of their effort to people and processes and only 10% to algorithms (BCG, 2024). McKinsey reported that 88% of organizations use AI, but only 37% attribute a positive impact on operational results to it (McKinsey, 2026).

Implication: The gap between using AI and achieving results with AI lies in business decisions and organization. This is the domain of strategic consultancy.

dooop Framework: The 6 Traits of Strategic Consultancy

#TraitStrategic ConsultancyTool-Oriented Consultancy
1Starting PointBusiness objectives and problemsA technology or platform
2InterlocutorCEO, board, executive leadershipIT or requesting department
3ChoicesPrioritizes and discards initiativesExpands use of the tool
4People and ProcessesCentral to the workTraining phase at the end
5IndependenceRecommends technology that fits the problemRecommends technology it represents
6End PointDecisions, roadmap, governance, indicatorsImplemented system

Interpretation: Many consultancies combine both profiles. What matters is knowing which one is leading your project.

The Three-Question Test

In the first meeting, observe:

  1. Who asks more questions? A strategic consultancy asks about goals, processes, decisions, and constraints before discussing technology.
  2. Does the tool appear early or late? If a platform name comes up in the first minutes, the starting point is probably technology.
  3. What would success look like? Ask the consultancy to describe success. If the answer is "the solution implemented," it is implementation-oriented; if "the company deciding and operating better," it is strategic.

When Each Profile Is the Right Choice

If the company needs to...The appropriate profile is...
Decide where and how to use AIStrategic
Organize scattered initiativesStrategic
Define governance and rolesStrategic
Implement a predefined use caseImplementation-oriented
Extract more value from an already contracted platformTool-oriented

Comparison with software houses and integrators is in AI Consultancy or Software House?.

Independence in Detail

Consultancies with commercial partnerships with technology vendors can be excellent, provided this is transparent. Ask:

  • Does the consultancy receive commissions or benefits from any technology vendor?
  • Has it ever recommended not using a partner’s tool?
  • Will the strategy be written before or after choosing the technology?

How dooop Positions Itself

dooop describes its consultancy in three phases (understand, decide, apply and govern) and delivers a prioritized portfolio of opportunities, roles and decision criteria, and a roadmap for activation and governance (dooop). Detailed deliverables are in What Does a Strategic AI Consultancy Deliver?.

What to Do Now

  • Apply the three-question test in every meeting with candidates.
  • Verify the independence of those recommending technology.
  • Separate strategy and implementation when there is a risk that strategy is designed to sell implementation; see How to Choose a Partner for AI Transformation.

Learn about dooop consultancy at dooop.com.br/consultoria.

Frequently Asked Questions

Does a strategic AI consultancy need to understand technology? Yes. It needs enough understanding to assess feasibility, risks, and vendors, but technology is a means, not a starting point.

Does a strategic consultancy also implement? Some do, others coordinate vendors. The important thing is that the decision about what to implement comes before choosing who implements.

Also Read

About dooop

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

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