How to Survive a PIP in the AI Era

I've written before about what a PIP really means from the management side. That piece was about the general reality. This one is about a specific, newer problem: PIPs being weaponised during AI-driven restructuring.

Here's the pattern. A company decides it needs fewer people. Maybe they're automating certain functions. Maybe they're restructuring around AI. Maybe they just need to cut costs and AI is the convenient narrative. But rather than doing a straightforward redundancy — which comes with legal obligations, consultation periods, and severance costs — they put people on performance improvement plans instead.

If you fail the PIP, you're dismissed for performance rather than made redundant. Which is cheaper for the company, avoids the redundancy process, and doesn't show up in the restructuring numbers. It's tidy. It's legal if done properly. And it's happening with increasing frequency.

How to tell if your PIP is genuine

Not every PIP during an AI transformation is manufactured. Some are legitimate. But the signs of a manufactured PIP are fairly distinctive.

The timing is suspicious. You've had good or acceptable performance reviews for years. Then your company announces an AI initiative or restructuring. And suddenly, within weeks or a few months, you're being told your performance isn't meeting expectations. Your work hasn't changed. The expectations around you have.

The targets are unrealistic. A genuine PIP sets achievable targets with clear support. A manufactured PIP sets targets that are deliberately difficult or vaguely defined, so that failure is almost inevitable regardless of what you do. "Demonstrate significant improvement in cross-functional AI collaboration" is not a measurable target. It's a trap.

Multiple people are on PIPs simultaneously. If you discover that several of your colleagues are also on PIPs at the same time, particularly in roles that the company's AI strategy is targeting, that's a pattern. One person on a PIP is a performance issue. Ten people in the same department on PIPs is a cost-cutting exercise.

Your manager seems uncomfortable. Managers who are genuinely concerned about your performance tend to be direct and engaged. Managers who've been told to put you on a PIP as part of a restructuring strategy often seem awkward, scripted, and reluctant. They might follow the process to the letter while clearly not believing in it. They might avoid eye contact during the meetings.

The support is performative. A genuine PIP comes with genuine support — coaching, training, regular check-ins, resources. A manufactured PIP comes with the appearance of support that doesn't actually help. Weekly check-ins that are just box-ticking exercises. "Training" that's irrelevant to the actual targets. The company needs to show it gave you a chance, even if it never intended for you to succeed.

The legal landscape

Before you panic, understand the legal situation.

In the UK, a PIP doesn't change your employment rights. If you're dismissed after a PIP, you can still bring an unfair dismissal claim if you have two or more years of service. The employer needs to show that the process was fair, the targets were reasonable, and adequate support was provided. A manufactured PIP often fails these tests under scrutiny.

If the PIP is being used as a substitute for redundancy, you may also have a claim for the redundancy pay you would have been entitled to. This is worth discussing with an employment solicitor.

In the US, most employment is at-will, which means you can be fired for any reason that isn't discriminatory. However, a PIP that disproportionately targets people in certain age groups, genders, or other protected categories could be evidence of discrimination. And if the company is using PIPs to avoid WARN Act obligations that would apply to a mass layoff, that's a different legal issue entirely.

In both jurisdictions: document everything from day one of the PIP. Every meeting, every email, every target set, every piece of support (or lack thereof) provided.

Strategy one: fight the PIP

If your PIP is genuine and you want to keep your job, the path is straightforward. Hit the targets. Use the support provided. Demonstrate improvement. Show willing.

If your PIP is manufactured and you want to fight it, you have several options.

Challenge the targets in writing. When the PIP is presented to you, respond in writing with specific questions. "Can you clarify the measurable criteria for this target?" "What does 'significant improvement' mean in quantifiable terms?" "How does this target relate to my previous performance reviews, which rated my performance as meeting expectations?" This puts the company on the back foot because manufactured PIPs often can't withstand specific scrutiny.

Request a copy of the PIP policy. Most companies have written policies about how PIPs should be administered. Request it. Then hold the company to it. If the policy says PIPs should be preceded by informal conversations and coaching, and none of that happened, that's a procedural failure.

Raise a grievance. If you believe the PIP is being used as a substitute for redundancy, you can raise a formal grievance. This doesn't mean you'll win, but it creates a legal record and it often slows the process down, which gives you time.

Get union or legal support early. Don't wait until the end of the PIP to seek advice. Get it at the beginning, so you can be guided through the process properly. Many employment solicitors offer a free initial consultation.

Strategy two: negotiate an exit

Sometimes the writing is on the wall. The company wants you out, the PIP is the mechanism, and fighting it will be exhausting and uncertain. In that case, the smart move might be to negotiate a better exit than the PIP would give you.

Here's the thing about manufactured PIPs: the company knows they're on shaky ground. If you challenge the PIP and it turns out to be indefensible, the company faces a tribunal claim they'd rather avoid. This gives you leverage.

Ask for a settlement agreement. This is a legal agreement where the company pays you a lump sum (usually equivalent to or better than statutory redundancy) and you agree not to bring a claim. Companies prefer these because they're clean and final. You should prefer them because you get paid, you leave on your own terms, and you can negotiate a reference.

The severance negotiation guide covers this in detail, but the short version is: don't accept the first number they offer. If they're offering you a settlement to avoid a tribunal, there's room to negotiate.

Negotiate the narrative. This is underrated. What the company tells people about your departure matters. As part of any settlement, negotiate an agreed reference and an agreed internal communication. "Decided to pursue new opportunities" is much better than "was on a PIP." This affects your future job search more than most people realise.

Get everything in writing. Settlement agreements must be in writing and you must receive independent legal advice for them to be valid (in the UK, the company typically pays for this). Don't accept verbal promises.

The AI-specific angle

What makes PIPs in the AI era particularly cynical is the moving of goalposts. Companies introduce AI tools and then put people on PIPs for not being proficient with those tools quickly enough. You were hired to be a project manager or an analyst or a marketing coordinator. Now you're being measured on your ability to use tools that didn't exist six months ago, with no meaningful training.

This is like hiring someone to drive a car and then putting them on a PIP because they can't fly a plane.

If your PIP targets include AI tool proficiency, ask specific questions. What training was provided? What time was allocated for learning? What support is available? If the answer to all of these is "not much," then the PIP target is unreasonable and you should say so in writing.

Also watch for the AI metrics trap. Some companies are now using AI-generated productivity metrics as the basis for PIPs. If your PIP is based on data from an AI monitoring tool, you have the right to understand how those metrics are calculated and to challenge them if they're flawed. An algorithm that counts your keystrokes is not measuring your performance. An algorithm that measures your email response time is not capturing the complexity of your work.

The emotional reality

Being on a PIP is horrible. It doesn't matter whether it's genuine or manufactured — the feeling of being told you're not good enough is visceral and it follows you home at night.

A few things that might help.

Your performance on a manufactured PIP does not reflect your actual worth. A system designed for you to fail says everything about the system and nothing about you.

This is temporary. Whether you fight it, negotiate an exit, or ride it out, the PIP ends. Your career does not.

Talk to someone outside work about it. A partner, a friend, a therapist if you have one. Carrying it alone makes it worse.

And remember that many of the most successful people i know have been through exactly this. It doesn't define your trajectory unless you let it.

The one thing to do today: if you're on a PIP right now, write down every target on it and ask yourself honestly: is this achievable with reasonable support, or is this designed for me to fail? If it's the latter, start planning your strategy. You have more options than the company wants you to think.