08 / 08 · OTHERS
Not everything fits a category.
Some problems need a starting point before they need a category.
A route for AI work that sits outside the other divisions - custom builds, automation, agents, integrations, data preparation and one-off problems - scoped on its merits and referred elsewhere when someone else is the better answer.
Special projects: AI work that crosses several divisions, or fits none of them - scoped from the problem, not from a price list.
THE PROBLEM
A problem reshaped to fit a price list.
The other divisions cover the questions organizations ask most often about AI. Plenty of good questions sit between them. A finance team wants a single reconciliation workflow automated. A hospital wants to know whether a clinical tool it has been offered is credible. A family office wants an AI agent that reads its own documents. A regulator wants a briefing paper on a technology nobody has written about yet. None of these is a strategy engagement, a governance framework, an audit or a visibility programme.
The usual industry response is to reshape the request until it matches something already on the price list. That produces engagements that are larger than the problem, and it is the reason so much AI consulting spend produces so little. The honest response is to look at the request as stated, say whether it is worth doing, and say plainly when the answer is no or when someone else is better placed to do it.
Before
A problem reshaped to fit a price list.
After
From uncertain to honestly scoped.
HOW OTHERS WORKS
From uncertain to honestly scoped.
DESCRIBE
State the problem as it is.
ASSESS
Decide if it is worth doing.
SCOPE
Define boundaries and end point.
DELIVER
Build or advise to the scope.
CLOSE
End when the work is done.
SERVICES
Others, in practice.
WHO THIS SERVES
Organizations with a specific AI problem that does not match a standard service line: teams that need one workflow built rather than a transformation programme, boards that need a second opinion before signing, functions sitting on data that is not ready for the tools they have bought, and anyone who has been quoted for an engagement that feels larger than the problem it is meant to solve.
Across the divisions
Topics that run through every division
- PR, media and ORMHow public relations, corporate communication, media relations and online reputation management work now that AI assistants summarise a company for its buyers, investors and regulators.Read the topic
- Sustainability and ESGHow AI affects sustainability and ESG reporting: the energy and water footprint of AI workloads, AI used to measure ESG data, and governance disclosures investors now expect.Read the topic
- Mental health and AIThe human side of rapid AI adoption: workload, uncertainty about roles, always-on tools and the duty of care organizations hold while their teams adapt.Read the topic
- AI agents and automationWhere AI agents and workflow automation take over routine work - document handling, reconciliations, triage, reporting - and the controls that keep them safe.Read the topic
QUESTIONS
Others, in plain answers.
STARTING POINT
Describe the problem, not the solution
The most useful first message describes what is actually happening - the workflow, the decision, the proposal on the table - rather than the AI service it might need. We respond with whether it is worth doing, roughly what it would take, which of our divisions it genuinely belongs in, and whether someone else in the ecosystem is the better answer. That reply costs nothing.
08 of 08 · Nakoda AI divisions
Others is one of our divisions. They work as one.
- 01AI StrategyRead next
- 02AI Governance
- 03AI Audit
- 04AI Visibility
- 05Business Setup & Survival Advisory
- 06Learning and Development
- 07Community
- 08OthersYou are here
UAE AI ecosystem


