AI integration is now a judgement problem

Most leadership teams no longer need convincing about the relevance or potential of AI. Since the release of ChatGPT in 2022, industry discussion has shifted away from whether it matters, towards what should actually be done with it inside an organisation. 

That shift is important because it changes the nature of the challenge before leadership teams. AI is no longer just a strategic concept to be explored, but a set of decisions that need to be made under real constraints of time, capacity and organisational focus. 

This is where AI stops being a strategy slide and becomes a judgement test.

The risk at one end is inflation. Every team claims relevance. Every use case sounds important. The conversation fills with possibility, but very little is prioritised. The firm appears ambitious, yet nobody is forced to decide where value is actually most likely to come from.

The risk at the other end is hesitation. Governance concerns multiply, pilots continue and the organisation talks intelligently about AI while making very few decisions that change how work is actually done.

Neither is especially strong leadership. One is overreach. The other is drift.

The real executive task is narrower and more demanding: leaders need to make disciplined choices about where AI will genuinely improve decision quality, productivity or client experience, and where it will not. That means being explicit about how work is reconfigured in practice, distinguishing between what should be automated, what should be augmented and what must remain firmly human.

It also requires a clear sense of organisational capacity. AI adoption is not just about what is technically possible, but about what the firm can realistically absorb without creating fragmentation, confusion or competing priorities elsewhere. Just as importantly, responsibility for these decisions needs to be unambiguous, so that intent translates into execution rather than remaining at the level of experimentation.

That is why this is no longer just a technology issue. It is a leadership one. 

In many firms, the biggest constraint is not the software. It is the inability of senior people to make a small number of clear decisions and hold the line around them.

Good judgement here requires restraint as much as ambition. It means being willing to say no to interesting things so, instead, a few important things can be done. And done properly. It means being honest about the state of the organisation. For instance, asking questions such as do we really have the workflow discipline, data quality and management bandwidth to support what we are proposing? If not, the answer may still be yes in principle, but not yet in practice.

Overall, the firms that benefit most from AI are unlikely to be the ones with the noisiest language around it. They are more likely to be the ones whose leaders can decide clearly, sequence sensibly and turn a broad opportunity into a manageable set of real changes.

Regulatory burden becomes costly when judgement becomes cloudy

Imagine this: a regional leader remarks, half-jokingly, that it now takes three conversations and two committees to make what used to be one sensible decision. 

Recognise that feeling? 

You wouldn’t be alone. Most senior people in financial services will have experience of it. Arguably, it’s the impact of more regulation which comes at the obvious cost of  an increase in time and effort. 

However, there is a less obvious cost too and that’s what more regulation does to judgement.

As regulatory demands grow, firms often respond by adding layers. More reviews, more approvals, more handoffs, more caution in language, more people wanting reassurance before anything moves. Some of that is necessary. But if leaders are not careful, the organisation slowly becomes harder to steer.

This is where the issue shifts from compliance into leadership.

Because the problem is not regulation itself. Strong firms take it seriously – and they absolutely should. But issues arise when nobody redesigns decision-making around the burden. Authority becomes less clear. People escalate too quickly. Meetings become more about safety than substance. Senior leaders then complain that the organisation has slowed down, when the real issue is that too many decisions are now travelling through a system that no longer knows what belongs where.

That creates a second-order problem. People become more defensive and business leaders start to feel constrained. Control functions also start to feel exposed, while senior teams spend more time navigating the machinery than improving the quality of the underlying choices.

Good leadership here is not about swagger or pretending the burden is lighter than it is. Instead, it is about clarity. If the organisation knows what is non-negotiable, where authority sits and how decisions should move, then regulation becomes something to manage well rather than something that quietly governs the mood of the whole business.

Ultimately, the real danger is not burden alone but the fog that burden can create. Once judgement becomes cloudy, pace drops, accountability weakens and frustration rises.

Well-led firms do not remove the pressure. They stop it from taking over the system.

Pricing pressure is first a decision-making test

A leadership team reviews another quarter of respectable results, yet nobody feels relaxed. Despite flows remaining acceptable, performance being mixed (though not alarming) and client relationships holding, the pressure remains there. Fees keep tightening, costs keep rising and every investment in capability now has to fight harder for approval.

That is the point at which pricing pressure stops being just a commercial issue and becomes a leadership one.

In many firms, the first response is predictable: reduce spend, slow hiring, simplify where possible, ask more questions of every budget line. Some of that will be right. But the deeper test is whether the senior team can still make clean decisions when the room is tight.

This is where weaker organisations become busier, but less clear. They make more decisions, though there is less hierarchy between them. Important choices sit alongside inherited commitments, internal politics and historical habits. The result? It’s not usually collapse…it’s drift. So while the firm looks active, it is actually slowly becoming less sharp.

The harder (and more useful) questions are more strategic. What are we truly trying to protect? Where do we still have genuine advantage? Which costs are helping us stay competitive, and which are simply part of the furniture? Where are we underinvesting because the short-term numbers are too loud? And where are we protecting activities that no longer justify themselves?

Those are not finance questions in the narrow sense. They are judgement questions.

Pricing pressure forces leaders to face trade-offs they may have delayed in easier periods. What matters most? What can be simplified? What needs defending even if it hurts in the short term? Strong teams do not just cut. They choose. They become more explicit about where the business intends to win and what it must stop doing.

There is also a communication challenge here. People can usually live with difficult choices better than vague ones. What unsettles organisations is not only pressure, but ambiguity. If leaders are clear about what they are protecting, what they are changing and why, the business has a far better chance of staying coherent.

In the end, fee pressure reveals whether a leadership team can still think properly when comfort disappears. That is often the real test.

Senior Investor coaching to support investment teamwork

The Brief

The individual was an experienced investor who had been promoted to head of strategy and was looking for support to manage complex interpersonal relationships amongst team members, in the context of wider organisational change. These challenges, alongside volatile market conditions and demands on personal time and energy had depleted resilience.

The Engagement

Goldcrest coach with experience working as a portfolio manager engaged with the client for a 12-month term. The assignment began with an alignment meeting with the organisational sponsor to understand the wider context, individual development areas and desired outcomes. A psychometric was used to generate self-awareness, particularly at times of stress, and continued with a focus on recovering and building personal resilience to better cope with the issues at hand. This foundation, combined with a variety of new leadership and teamwork approaches, was applied to investment meetings, the compensation round and a team off-site.

The Outcome

With confidence and well-being restored, the challenges at hand became much more manageable. The newly acquired leadership skills, built from senior investor coaching, enabled improved effectiveness and fostered the environment necessary for a high-performing team.

Senior Investor coaching to help better navigate the organisation

The Brief

The individual was an experienced and highly valued individual contributor who was having a negative impact on members of adjacent teams due to their interpersonal style and way of working. The client’s intentions were good and motivated by a desire for the firm to succeed but hindered by a critical attitude and direct interpersonal style.

The Engagement

Goldcrest coach with experience working as a portfolio manager engaged with the client for a 12-month term. The assignment began with an alignment meeting with the organisational sponsor to understand the wider context, individual development areas and desired outcomes. A psychometric was used to generate self-awareness, particularly at times of stress, alongside an extensive round of 360 interviews with colleagues to identify ‘real-life’ examples of the consequences of demonstrated behaviours.

The Outcome

After regular senior investor coaching, the client had a deeper understanding of self, recognition of the power their voice carried, and development of more collaborative techniques to achieve success a significant shift in behaviour that enabled continued investment success alongside better internal relationships and reputation.

Integrating culture post-acquisition

The Brief

The client was a FTSE 250 asset manager, UK-based but highly acquisitive globally. Recent acquisitions were an operational and financial success but the cultural integration was proving a challenge. There was urgency to address this issue as client surveys reported it was impacting their experience. The task was to unify the organisation and build a network of connections between these different tribes. There were multiple areas of focus and a need to be efficient considering the time pressure.

The Engagement

We began by creating 12 cross-functional cohorts of peers from right across the business (legacy and new business areas). We gathered these groups for two-day offsites over 18 months to build a cohesive network of teams. The work addressed:

• The business case for better integration and collaboration

• How high-performing teams and organisations work and how we benchmark

• Self-assessment psychometrics to understand our individual approach to collaboration

• Relaxation time and activities to build stronger relationships, deepen mutual understanding, share knowledge, and build social glue.

The Outcome

There was initial reluctance from some, which we acknowledged and worked with, and pockets of enthusiasm, which we leveraged as the early adopters of change. As time went on, the group largely unified as initial fears were proven unfounded and the benefits of the process were recognised.

After 18 months, the results were terrific. Most participants were aligned and committed. This led to new networks of relationships, better communication and collaboration, and improved client experience.

Many years later now, several cohorts still meet for an annual reunion, such was the strength of the bonds forged.

Connecting siloed teams

The Brief

The client was a US bank. It had traditionally worked in regional teams where everyone knew one another and serviced local clients. However, the strategy was to move to a service line model. Local clients would still be served by local teams; however, the solutions would be provided by central groups of solution specialists. The new model avoided duplication of effort across the regions but required a significant shift in mindset and approach to networked working.

The Engagement

The engagement was to develop a programme of work to connect the new teams, shift mindsets and develop new ways of collaborating. This included:

  • Design and deliver a series of service team workshops to:
  1. Build new relationships
  2. Surface and openly discuss the challenges and the opportunities
  3. Develop strategies to address challenges and capitalise on opportunities
  • Develop and agree on collective ‘rules of engagement’ that defined the new way of working and roll these out across the business
  • Advise on performance management processes and enable line managers to be effective in a matrix reporting environment
  • Advise on remuneration considerations, particularly around incentivising the right behaviours.

The Outcome

This was a complex project, and, as expected, there was both enthusiasm and resistance amongst those involved. Over time, some blockers began to see the benefit and converted to enablers while others were unable or unwilling to adapt moved on. This allowed others who were more aligned, with fresh ideas and energy, to play a more prominent role and drive the change.

The implementation continues, however, with new systems and processes, supported by ongoing work around building relationships and the culture, good progress is being made and the change has critical momentum.

Leading through adversity

The Brief

The client was a NASDAQ-listed asset manager seeking to support a high-potential leader as they transitioned from one functional area to another. There was a degree of organisational stress present due to market and competitive conditions, which needed navigating with assurance.

The Engagement

The engagement was a 9-month executive coaching relationship with a focus on letting go of subject matter expertise, building resilience, addressing team dynamics, influencing for change with peers, and developing strategic leadership skills. The meetings were a mixture of in-person and online, as best suited and engagement.

The Outcome

The client found the experience to be very positive with both the sector expertise of the Goldcrest Partners coach and their understanding of a diverse range of relevant topics standing them apart from other coaches. The relationship continues with an extension to enable continued support as the client is considered for promotion.

Career transition for an investor

The Brief

The client was an experienced investor with a strong career at Europe-based asset managers. Following their departure from their most recent employer the brief was to support the move into the next chapter with specialist transition coaching.

The Engagement

Goldcrest coach with experience working as a portfolio manager engaged with the client for a 12-month term. The coaching themes were reflecting on the previous employer, evaluating purpose and priorities for what came next, exploring personal investment philosophy and process, evaluation of opportunities and finally role application and interview preparation. A psychometric test was used, along with an emotional intelligence diagnostic and a specialist risk appetite survey to generate self-awareness and inform the conversations.

The Outcome

The presence of a companion at a difficult moment always tends to have value and this was very much the case in this engagement. The client has happily taken a position at a firm that shares their values and appreciates their investment approach, which augurs well for the future.

Creating a culture for the next chapter of growth

The Brief

Our client was a leading UK wealth management firm. The new CEO engaged us early in their tenure to help them define the existing culture, establish the desired future culture and support in that change journey.

The Engagement

Our solution was multi-faceted. Initially, we needed to get to know the organisation and earn the trust of key players. Once that trust was built, we were able to explore the lived experience through a series of workshops, focus groups and one-to-one conversations. We started concurrently at the executive committee and the new entry levels of the organisation, working our way into the centre. It was vital to identify the individuals who had informal influence and were positive culture carriers and engage them early.

The Outcome

Over a period of six months, we built a picture of what worked well and what could be changed. We supported them to create a new set of values, helped roll them out and give them meaning. Finally, we developed a programme to build the senior management’s leadership capabilities and bind them together as a collaborative layer.