Conversational AI is changing how we handle the routine parts of consulting work. It is not changing, and should not change, how we handle clients.
There is a version of the AI conversation that has become something of a cliché: either AI is going to replace professional services entirely, or it is overhyped and nothing will really change. Working in management consulting and interim management, we have found the reality is more interesting, and more useful, than either of those positions.
Here is an honest account of where conversational AI is genuinely changing how we work, and where it categorically is not.
Where AI Actually Helps in Consulting Work
The work that benefits most from AI assistance is work that is high-volume, structured, and cognitively repeatable. Not because that work is unimportant, often it is essential, but because it is the kind of work where AI assistance provides real leverage without meaningful quality risk.
Research and synthesis
Preparing for a new engagement used to mean several hours of background reading: sector analysis, competitive landscape, regulatory context, stakeholder mapping. A well-constructed prompt can compress the starting-point research significantly, leaving time for the validation and interpretation that actually requires professional judgement. The AI produces the scaffold; the consultant builds on it.
First drafts
Proposals, progress reports, board-ready summaries, workshop agendas: anything where structure matters more than originality in the first pass. The draft is rarely good enough to send without revision; it is almost always good enough to react to, which turns out to be considerably faster than writing from a blank page. On longer engagements, this compounds meaningfully.
Routine internal communications
Meeting recaps, action item lists, follow-up summaries after a call. These are low-stakes but time-consuming when done carefully. Getting them out faster, and with more consistency, is a genuine operational improvement: both for the consultant and for the client team receiving them.
Knowledge management in small teams
In a small firm, institutional knowledge tends to live in people's heads. AI tools that can be pointed at a body of documents, previous proposals, sector notes, methodology write-ups, and queried conversationally start to address this. The answer is imperfect, but the direction of travel is useful.
Where AI Does Not Help, and Should Not Try
The client relationship in management consulting and interim management is not a content problem. It is a trust problem.
An organisation that brings in an interim manager or external consultant is doing something genuinely exposed. They are admitting to a gap, inviting an outsider into sensitive internal dynamics, and trusting that person with real authority over real decisions. That relationship is built in rooms, in difficult conversations, in the moments where how you handle yourself matters as much as what you say.
No AI tool changes that calculus. The moment a client senses that the thinking they are receiving was generated rather than thought: that the advice is a sophisticated average of available information rather than a considered professional judgement grounded in their specific situation: the relationship is at risk. And in consulting, the relationship is the work.
This is also why the temptation to automate client-facing outputs beyond a certain threshold is worth resisting carefully. Speed is rarely the constraint in a senior client relationship. Quality of thinking and quality of presence are.
The Frame We Have Found Most Useful
AI tools are a capable assistant who can handle a great deal of structured work quickly and need to be reviewed carefully before anything goes out. You would not send a capable assistant's first draft to a C-suite client unseen. You would also not ask them to manage the relationship.
That distinction, between production assistance and professional judgement, is where most organisations and individuals are still finding their footing. The risk is not replacement. The risk is a gradual erosion of the quality and authenticity signals that make clients trust you in the first place.
Used well, AI creates time. Time is the thing that allows a consultant to think harder, prepare better, and show up more fully for the conversations that actually matter. That is the trade worth making.
If you are thinking through how AI fits into your own advisory or management practice, we are happy to compare notes.
Curious how we integrate AI thinking into our interim management and consultancy assignments? See what we cover.