Legal Tech Has Changed. Legal Teams Need New Skills to Navigate It.
AI has brought new players, new incentives, and higher expectations.
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# Legal Tech Has Changed. Legal Teams Need New Skills to Navigate It.
> AI has brought new players, new incentives, and higher expectations.
[Read on Substack](https://lawwhatsnext.substack.com/p/legal-tech-has-changed-legal-teams) · 2025-11-25 · Law What's Next
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The Legal Tech world has changed, and AI is the reason. Not just because of what AI can do, but because of who it has pulled into the space. The arrival of model builders, platform companies, serious investors, and product specialists has fundamentally altered the environment. There is more money, more disruptive ambition, and more commercial expectation than the legal tech world has been used to.
This shift is understandable, but it matters. These new players bring a very different set of objectives and incentives from those that shaped the early era of legal tech. And if you work in this space, you need to understand that difference.
The original legal tech community had shared motivations
Throughout the last decade, for the most part, legal tech was driven by practitioners.
People who saw the inefficiencies of legal work every day and wanted to make things easier.
Legal ops professionals building structure and scale.
Lawyers removing friction.
Founder-led start-ups tackling specific problems that came directly from experience.
The motivations were usually aligned.
The conversations were familiar.
The goals were practical.
That world still exists, but it no longer defines the centre of gravity.
AI has brought in new players with new priorities
The AI wave has attracted more participants who have never operated in legal before.
Frontier model builders looking for high-value use cases.
Tech platforms treating legal as the next enterprise vertical.
Investors who see legal as an under-optimised category with strong revenue potential.
Product leaders who want to move fast and reshape workflows at scale.
These players are not wrong. They are not unwelcome.
But they are operating from different assumptions, pressures, and ambitions.
Higher expectations, some might say.
Shorter timelines.
Stronger commercial drivers.
A very different view of what “success” looks like.
You are now hearing voices in the conversation that are working toward very different ends than the pioneering legal ops communities that came before them.
Even the old voices sound different now
At the same time, many of the original contributors are also trying to reorient themselves. Some are excited. Some are sceptical. Some are anxious. Some are recalibrating their place in this new ecosystem.
So when you hear a familiar voice from “old legal tech” today, it is worth remembering:
they are navigating a changed landscape as well.
This is why the conversation feels less aligned and more complicated than ever.
To navigate this environment, you need to be savvier than before
The legal tech world once moved at a steady pace with fairly predictable priorities.
Today it is noisier, faster, and far more commercially influenced.
Which means legal teams need a new level of awareness.
You need to understand:
who is speaking
what they are trying to achieve
what incentive structure they sit inside
whether their goal aligns with your needs
whether their technical claims are feasible in practice
This is not cynicism. It is literacy.
The best way to stay grounded is to develop your own skills
The most reliable defence against noise, hype, or misaligned incentives is not scepticism. It is competence.
Specifically:
Technical literacy and clarity of purpose.
1. Technical literacy
You need to understand how AI works at a practical level.
Not the theory, but the behaviour.
What it can do. What it cannot do. Why it breaks. What quality looks like.
Without this, you cannot evaluate claims, roadmap promises, model performance, or risk.
This depth of understanding is becoming mandatory.
2. Clarity of purpose
You also need a sharp sense of your own goals and appetite.
Your maturity.
Your priorities.
Your constraints.
If you do not know what you want, the noise will overwhelm you.
If you do know, you can filter everything through that lens and make better choices.
Together, these two skills give you the ability to interpret the ecosystem rather than be swept along by it.
The opportunity
The good news is that this shift is not inherently negative.
A bigger ecosystem brings more capability, more creativity, and more potential for progress.
But only if you can see the motivations behind what you are hearing.
Only if you can spot when someone’s goal aligns with yours.
And only if you can make informed decisions based on real understanding rather than external pressure.
The legal tech world is now more complex than it has ever been.
It will reward teams that build literacy, stay aware, and hold a clear sense of purpose.
Because once you understand both the technology and the incentives, you can move through this new environment confidently and use the opportunities within it to your advantage.
Legal tech is no longer the relatively small, aligned community it once was. You cannot assume everyone in the space shares your goals, your incentives, or your definition of progress. We’ve left that safe harbour.
Now you need to raise your game through real understanding and the development of new skills.
Understand the technology.
Understand the incentives.
Understand your purpose.
With that understanding, you can navigate this larger and more demanding environment on your own terms. Without it, you will be pulled along by other people’s assumptions, ambitions, and agendas.
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