Today, the organisations best positioned to lead the next shift are developers and planning consultancies, the groups who feel the system’s pressure most sharply and have the most to gain from modernising how they work.

Developers and consultants have always been the ones willing to test new methods, adopt technology early and adjust quickly when conditions change. That adaptability is becoming a decisive competitive advantage. The technological landscape (especially in AI) is progressing faster than the planning system can keep up with, and the firms that move early will define the next decade of practice. Those who wait will find themselves working harder simply to keep pace.

At the same time, planning requirements are shifting more frequently and with greater depth: new clauses, revised standards, evolving expectations around delivery, design and sustainability. What passed without question two years ago may now require significant redesign. Developers and consultants absorb these shifts first, interpreting and applying changes before formal guidance has settled.

Yet many firms still rely on workflows built for a slower era: scattered documents, institutional knowledge trapped in individual heads, duplicated effort and slow retrieval of past insights. These aren’t failings, they’re symptoms of processes that haven’t kept pace with the volume and speed of modern planning.

But the assets needed for change already exist. Firms hold years of reports, RFIs, design responses, appeal decisions, feasibility assessments and negotiation histories, millions of dollars’ worth of intellectual capital. The problem is that this knowledge is unstructured and hard to use systematically.

Planning-specific AI transforms this. Firms can now convert their own project history into a live intelligence system capable of surfacing precedents instantly, identifying patterns in council behaviour, comparing similar projects, highlighting emerging risks and drafting documents in a consistent firm-wide voice. Instead of relying on memory and ad hoc experience, teams operate with clarity, consistency and deeper strategic insight.

One of the most powerful opportunities lies in structuring “council intelligence”. Every practitioner knows councils behave differently: in interpretation, emphasis, sensitivity and timing. But this knowledge is usually informal and varies from one person to another. When firms begin to structure this insight across their own project history, they move from anecdote to evidence. They brief clients with confidence, anticipate concerns earlier and respond to changing requirements with far greater accuracy.

Alongside this is another need that developers and consultants raise repeatedly — quick, meaningful, site-specific planning and risk intelligence. Not just data layers, but clear interpretation: What does this mean? What is likely to matter? Where are the real constraints and opportunities? Early clarity on these questions shapes feasibility, design direction and commercial decision-making. Industry needs tools that not only gather data but translate it into practical understanding, rapid, reliable and grounded in planning logic. This could become one of the most important accelerators for project teams.

Crucially, none of this replaces professional judgement. It strengthens it. When drafting, checking and retrieving information is supported by intelligence and intelligent systems, planners and development managers can focus on the strategic work that shapes outcomes, not administrative load. Junior staff become more effective, supported by the organisation’s full knowledge base rather than piecing information together in isolation.

The real risk now lies in standing still. The gap between firms that modernise and those that don’t is widening quickly. In a landscape where planning requirements shift regularly, clients demand clarity early and information volume continues to grow, relying on legacy processes becomes a commercial disadvantage.

This is exactly where planning-led technology has begun to make a difference. At Spero-ai, we’re now building systems for developers and consultants that structure organisational knowledge, capture institutional experience and deliver rapid, meaningful insights, from site intelligence to risk identification to council behaviour patterns. These are private to your organisation, secure, planning-specific tools designed to elevate professional judgement, not replace it.

Developers and consultants often lead shifts in planning practice. This next shift will be no different. The tools exist. The need is immediate. And the firms that move early will define what modern planning practice looks like for the entire industry.