Why AI Tool Rollouts Fail (and What Helps)

AI tool rollouts usually fail because people quietly stop trying, not because the software stops working. The licenses get bought, the kickoff happens, and a few weeks later the same handful of enthusiasts are doing all the experimenting while everyone else drifts back to the old way. This post is for L&D leads, HR partners, and team leaders who own a rollout that has gone quiet and want to know what to do about the people side, which is the work behind freestyle+ AI adoption training.

Why do AI tool rollouts fail?

AI tool rollouts fail when using the tool asks people to do something they have never practiced: try it, get a mediocre result in front of colleagues, and keep going anyway. Training usually covers where the buttons are and how to write a decent prompt. It rarely covers how to feel capable while you are visibly not yet good at something.

That gap is behavioral. Most people already know they are supposed to use the tool. What they lack is a low-stakes place to be bad at it. For a busy person with no such place, waiting is the sensible move.

What does a stalled rollout look like from the inside?

Nobody refuses. People nod during the kickoff and then go quiet. A few patterns show up again and again:

• Worry about the job arrives disguised as a quality concern. "Will this replace me" rarely gets said out loud, but "I'm not sure it's accurate enough for what I do" gets said a lot.

• People try the tool once, get a flat answer, and decide it does not work. They judge the first output instead of building on it.

• Nobody shares what they tried, because showing a rough attempt feels like admitting you are behind.

• Managers wait for someone on the team to go first, and the team waits for the manager.

freestyle+ describes adoption as a path from fear to trust to fluency to co-creation. Most stalled rollouts sit between the first two. In our model, the second stage sounds like "Maybe I should at least try it, but I don't want to mess up." That sentence is the stall.

Is this a training problem or a behavior problem?

Behavior. A tool class can teach a feature in an hour. It cannot change how comfortable a person feels trying something new in front of peers. Change management frameworks point the same direction: Prosci's ADKAR model, for one, treats change as something each individual has to go through, not something an announcement completes.

Improvisers face this exact problem every night. They act without a script, with an audience watching, knowing some of it will not land. The skills that make that workable are specific: listen to what a partner offers, build on it, and recover fast when it goes sideways. All of them transfer to working with AI, where an output is an offer to build on rather than a verdict to accept or reject.

What helps a stalled team start using the tool?

Reps. Low-stakes, repeated, done with other people, and close enough to real work that the lesson sticks. A freestyle+ workshop on this topic does not teach prompting and does not recommend one model over another. It gives a team practice at the behaviors the tools demand.

freestyle+ organizes that practice around four behaviors called the BOLD Mindset: Bravery, Optimism, Listening, and Discovery. With AI, bravery is sending the first prompt where colleagues can see it. Optimism is saying what the tool might make possible before listing what might break. Listening is reading the output as an offer. Discovery is trying again with a changed question. Resilient Action is those four working together under pressure, such as a deadline and an unfamiliar tool at the same time.

Here is what the practice looks like in a room.

"Yes, and" versus "yes, but"

Two people plan something together. In round one, every reply starts with "yes, but." In round two, every reply starts with "yes, and." The first round goes nowhere fast, and teams usually laugh at how quickly. The debrief is the point: how often does the first response to a new tool, or to a colleague's idea, start with "yes, but"? People see their own default skepticism before it shows up in a real conversation about AI.

Confidence without a script

One person is introduced as an authority on a subject they have never studied and answers questions as they come. Nobody is graded. The group practices responding without having the answer ready, and the debrief connects it to a belief many people hold about AI: that you must be an expert before you are allowed to use it.

Connecting two unrelated things with AI in the loop

In Vennspiration, one person shares a work project and something they love doing outside work, then asks an AI tool how the two are alike. The answer tends to be decent and slightly off, which is useful. People practice treating the output as an offer, adding to it, and correcting it, in a setting where nothing is at stake.

Bringing it back to work

Each session ends with a plain question: where in your real week do you hesitate to start? A report, a customer email, a planning doc. Each person picks one small experiment to run before the next team meeting.

Why does play help?

Dr. Charles Limb, a UCSF neuroscientist and the freestyle+ scientific advisor, ran an fMRI study of jazz improvisation with professional jazz pianists. When the pianists improvised, activity dropped in a brain region tied to self-monitoring. Pianists are not office teams, and the study did not measure AI adoption. It does help explain why low-stakes play makes it easier to try things: less of the internal editor is running while you do.

What does not help?

Mandates and usage leaderboards raise login counts. They do not make anyone feel safer trying something badly. A second round of feature training teaches the same buttons to people who were never stuck on buttons.

Who is this for, and who is it not for?

This approach fits teams where the tool is bought, the policy is clear, and people still hold back. It does not fit a rollout where the tool is broken, the data rules are undecided, or leadership has not said what AI is for. Fix those first. Practice cannot cover for them.

If your rollout has gone quiet, start with a free 15-minute call. We will ask what the room looks like now and tell you whether practice is the right fix. You can also read what teams say on the workshop reviews page.

Build Psychological Safety With Small Risks

If you want to know how to build psychological safety on a team, start smaller than a kickoff speech. A leader can announce that every idea is welcome, and most teams will nod and then stay quiet, because people judge safety by what happens to the first person who tries something and misses. Psychological safety gets built from small interpersonal risks that a team takes together and that turn out fine. This post is for L&D leads, HR partners, and team leaders who have already said the words and are still waiting for someone to speak up.

What does psychological safety actually mean?

Psychological safety is a belief, shared across a team, that the team is "safe for interpersonal risk taking." Harvard Business School professor Amy Edmondson defined it that way in a 1999 study of 51 work teams in a manufacturing company, published in Administrative Science Quarterly. Her paper found that teams with more psychological safety showed more learning behavior, and that learning behavior accounted for the link between safety and team performance.

It was a field study at one company, so it shows the pattern. It does not tell a manager what to do on Monday morning, which is the question most readers arrive with.

Why doesn't announcing safety at a kickoff work?

A statement is weak evidence, and people update their beliefs from evidence. Everyone on a team is running a private estimate: if I say the half-formed thing, what happens to me? A kickoff slide answers with words. The first meeting afterward answers with an event. If the first person to admit a mistake gets a raised eyebrow, the slide is forgotten by lunch.

That is our position, and you can argue with it. The practical consequence is that safety needs a sequence of small events, each one cheap, each one ending with the team building on the risk instead of punishing it. One brave moment does not do it. Repetition does.

Is there research on building it on purpose?

A little. One study we found tests a routine instead of a speech. Researchers at Bern University of Applied Sciences, working with Zurich University of Applied Sciences, gave 50 teams of 4 to 22 people at Swiss companies one email every Monday for six months. Each email held a roughly 15-minute exercise: practice a new behavior, reflect on one, or work something out together. Twelve comparison teams only filled in questionnaires. According to the Bern press release, surveys every two months showed significant gains in psychological safety, performance, and innovative strength for the trained teams, and no significant change in the comparison group.

Read that with care. A press release does not give effect sizes, the survey instruments, or whether teams were assigned to groups at random. It is a promising result, not a settled one. What we take from it is the shape: short, weekly, done with the team, and spread over months.

What does a small, rehearsed risk look like?

In a typical freestyle+ improv-based psychological safety training session, the risks start tiny and grow. Each one is a rep of Bravery, the B in the freestyle+ BOLD Mindset (Bravery, Optimism, Listening, Discovery).

The room opens with agreements: surprise yourself, make everyone look and feel great, listen with curiosity, take care of yourself, and serve the moment. The agreements set the rules for the exercises, and the exercises are where people find out whether the rules hold.

One-word story

In pairs, people build a sentence one word at a time, alternating. Nobody can prepare. In a typical session, someone says a wrong or odd word within the first minute, and nothing bad follows. For a person who dreads being visibly wrong at work, that is a low-cost first piece of evidence.

"Yes, but" versus "yes, and"

One person offers a simple work idea, such as using AI to improve onboarding. The partner answers first with "yes, but," then the pair restarts and the partner answers with "yes, and." Offering an idea is the risk. The debrief asks how the two conversations felt different, and people usually notice that the second conversation made them more willing to keep going.

One small thing back at work

The session ends with each person choosing one small experiment to try with their team that week. The aim is to carry the habit out of the room while it is still small.

On teams adopting AI, the same risk shows up as trying a half-formed prompt where colleagues can watch. freestyle+ AI adoption training is built around that problem.

How can you try this without hiring anyone?

Four moves cost almost nothing, and a team can start them this week.

• Go first, and go small. The most senior person in the meeting shares a draft they are unsure about, or a call they would make differently, and asks the group to add to it before anyone critiques it.

• Build before you judge. For one meeting, start every response to an early idea with "yes, and." Critique is welcome afterward. It just has to come second.

• Keep it weekly and short. Fifteen minutes on the same day each week is easier to sustain than a half-day retreat once a year, and it matches the cadence in the Bern study.

• Watch the second risk. The first person who speaks up shows the team what is possible. The second person is the real test: if they speak up and nothing bad happens, the belief starts to move.

Who is this not for?

Teams where speaking up has actually been punished. Exercises do not outweigh a manager who retaliates, and that problem needs coaching or an HR process before it needs a workshop.

It is also not for anyone expecting a one-time fix. A workshop gives a team a first set of reps and a shared vocabulary. Safety holds only if the habit continues afterward.

One more limit, stated plainly: none of the research above tests improv exercises specifically. The case for improv is mechanical. It is a fast way to run many cheap risks with a partner whose job is to build. That is our reasoning, not a finding.

What is a good next step?

If a version of this would help your team, start with a free 15-minute call. We will ask what has gone quiet, and tell you plainly whether a workshop fits. You can also read what teams say afterward on the workshop reviews page.

How to Build Uncertainty Tolerance on a Team

What is uncertainty tolerance?

You can build uncertainty tolerance on a team with practice, and the practice is smaller than most people expect. Uncertainty tolerance is how anxious or stuck a person feels when they cannot predict how something will turn out. People with low tolerance reach for ways to shrink the unknown: they recheck delegated work, research a purchase for a week, or wait to be told exactly how a new tool should be used. People with higher tolerance can act with part of the picture missing. This post is for L&D, HR, and team leads who watch a group stall on something new, and it covers two studies, the limits of each, and a short exercise any team can run.

Why does not knowing feel worse than bad news?

Not knowing carries its own cost, separate from the bad outcome. A 2016 study from University College London, published in Nature Communications, put 45 volunteers through a game in which they turned over rocks that might hide a snake. A snake meant a mildly painful electric shock to the hand, and the odds shifted as the game went on. According to UCL's press release, stress was highest when the chance of a shock was 50 percent and lowest when the outcome was certain, whether certain good or certain bad. The study's abstract reports that subjective stress, pupil size, and sweat response all followed the uncertainty.

One more result from that abstract is easy to miss. The people whose stress tracked the uncertainty most closely did better at the task, which the authors read as a sign that some stress helps learning when a threat is unpredictable. The aim is to keep that stress response from turning into freezing.

The limits are plain. The volunteers were a small group, the shocks were mild, and the setting was a lab game. The study says nothing about how a team reacts to a new software rollout.

What does low uncertainty tolerance look like when a team gets a new tool?

In a typical rollout, it looks like waiting. People hold off until a policy covers every case. They ask for one guaranteed-safe use before they try anything, or they run a single prompt, compare the answer to what they expected, and stop. Each is a way of shrinking the unknown before acting. It is a pattern facilitators describe, not a measured result.

It is also why AI adoption training at freestyle+ treats the stall as behavioral. A team that has never practiced acting without the full picture will not do it for the first time on a live project.

Does improv raise uncertainty tolerance?

One pair of experiments says it can, briefly. Researchers at the University of Michigan and Stony Brook University tested about 20 minutes of improv built on "yes, and" against a control group doing social tasks, and published the results in 2020 in Thinking Skills and Creativity. In the first experiment, the control group chose a friend to talk about, discussed a movie, and demonstrated physical actions. Both groups felt better and more comfortable with uncertainty afterward, but the improv group gained more in divergent thinking, meaning the ability to come up with many different answers. In the second experiment, the control group completed scripted social tasks, and only the improv group rose in positive emotion and comfort with uncertainty.

Here is what that does not show. This post draws on the University of Michigan press release and a summary of the paper, not the full text, so sample sizes and effect sizes are not reported here. The measures were taken right after a single session. The studies did not follow anyone for weeks, and they did not test a workplace. They support a narrow claim: a short stretch of improvising with a partner, where nobody can script the next line, moved how comfortable people felt with the unknown in that moment.

What does a practice session look like?

The freestyle+ position is that tolerance for uncertainty grows from repetitions in which nobody can prepare. One-Word Story is the usual first exercise in the "presence in uncertainty" part of a typical freestyle+ workshop. A team can run it in five minutes.

• Split into groups of three or four. Each group tells a story one word at a time, with each person adding only the next word.

• The leader goes first with a volunteer, and goes small: a short, slightly wrong, unpolished turn. People copy whatever the leader models.

• Run it for two minutes. Nobody can plan ahead, so everyone is a little wrong early, and the group keeps going anyway.

• Debrief with two questions: what did you do when you did not know where the story was going, and what helped you keep going?

• Ask where the same pause shows up on the team's real work, then close with one small experiment: each person picks one task this week to start before every answer is in.

freestyle+ files this under Bravery, the first letter of the BOLD Mindset (Bravery, Optimism, Listening, Discovery). In the room, Bravery means surprising yourself and taking small risks without a script. The five-minute version is a sample. Tolerance builds the way any skill does, through repetition with other people.

Who is this not for?

This is not a treatment for clinical anxiety, and nothing cited here tests that. It also will not fix an unclear rollout. If people are hesitating because nobody has said what happens to the data they paste in, or because they worry about their jobs, a game will not answer that. Leaders have to answer it first, in plain words. Practice works on the part of the stall that remains once the real questions have real answers.

What is a good next step?

Run One-Word Story for three minutes at the start of your next team meeting and ask the two debrief questions. If you want a session built for a team that is meeting a new tool, start with a free 15-minute call and we will talk through what your team is facing.

What to Expect From a Pre-Event Consultation

Every freestyle+ engagement starts with a conversation, whether the end result is an improv-based workshop, an interactive keynote, or a live performance for your team. Before we propose anything, we talk with the people who will be in the room and find out what they need. This post covers what that first conversation includes, what happens after it, and the misunderstanding we run into most.

How the consultation works

Length and who is on the call

The first call is free. Some companies call it a discovery call. It can run as short as 15 minutes, which is enough to tell whether we are the right fit. If your team is already sold, it can stretch to 45. You will talk with a freestyle+ team member who has deep experience in learning and development, with our CEO Anthony Veneziale, or with both. Anthony co-founded Freestyle Love Supreme, the Special Tony Award-winning Broadway show, with Thomas Kail and Lin-Manuel Miranda.

What we ask about

We meet with the stakeholders on your team to map out:

• Your desired outcomes

• Your current company culture

• Challenges you foresee in the future

• Challenges you are dealing with right now

• Challenges your team or company has already been through and seen through successfully

We want the good, the bad, and the ugly, as much as you are willing to share. That last item matters more than people expect. A team that has already worked through something hard has experience we can build on.

What we recommend

Once we understand your situation, we work out what fits. The answer varies.

A workshop

Sometimes the right fit is a workshop built around a leadership topic or around working well in uncertain times. The tools and techniques come from applied improv. One source we draw on is the research of Dr. Charles Limb, a neuroscientist at UCSF, who has used fMRI to study what happens in the brain during improvisation, including jazz piano and rap. That research looked at professional musicians, not workshop participants, so we cite it as background, not as proof of a particular result. You can read what teams said afterward on our workshop reviews page.

An UnKeynote

A keynote from freestyle+ is interactive, so we call it an UnKeynote. It blends workshop and performance. Performers from Freestyle Love Supreme demonstrate quick thinking and supportive skills in real time. They take topics and words from the audience that support your outcomes and turn them into a musically charged, improvised, theatrical rap. Our facilitators also run exercises and games that the audience plays themselves.

The combination

The most thorough option puts everything together. We launch with a performance that energizes your team and builds public buy-in across the company. Workshops and UnKeynotes follow over the next several days, so the energy from the opening turns into practice. Event planners can read what others said on our performance reviews page.

A real example: a pharmaceutical company facing a pivot

A pharmaceutical company came to us with a narrow request. Their contact wanted a performance to go with their awards show.

Then we talked about their year. The revenue from one of their products was going to be eliminated in the coming year, and the whole company had to make a large pivot. That meant people across the organization had to work together and cross-collaborate.

As the contact learned what improvisation skills and the BOLD Mindset could do, the project opened up. BOLD stands for Bravery, Optimism, Listening, and Discovery. Resilient Action is what those four look like working together under pressure. Collaboration, creativity, and clearer communication bore directly on the problem the company faced.

Together we identified specific cross-collaboration opportunities. We opened with a performance to break the ice, then chose exercises for the group to work through together. The event was a weekend of team building, and we also joined the company at its awards show.

Once the contact saw that we were more than entertainment, the company folded us into its existing program of workshops. The UnKeynote presented the neuroscience research and real-world use cases, so our work fit the company's own process instead of sitting beside it.

The original request was a performance. What the company needed was bigger, and we only found that out because we asked about their year before we talked about the show.

What clients get wrong

Many clients think they are ordering from a menu. They have seen improv before, maybe on Whose Line Is It Anyway?, and they assume they are booking a show like that one.

Working with freestyle+ is collaborative from the first call. Improv works because partners build together, and we work the same way with you. We co-create solutions by pulling from what we call the wisdom in the room: the people and teammates you already have, who hold more of the answer than most organizations realize.

There is also no fourth wall to protect. Your team does not watch from a distance. The audience supplies the material, plays the games, and becomes part of what happens on stage.

What happens between the call and event day

After the consultation, the process runs in this order:

• Proposal: We send a proposal that marks off the large pieces of the performance, workshop, or keynote.

• Details: Once everyone is on the same page, we break down the specifics. The show and many of its components are improvised, so we work with you to identify the guardrails and the sources of inspiration the performance will draw from.

• Exercises: For workshops, we propose the exercises and games that would help your team practice the skills needed to meet your outcomes.

• Point person: We identify a contact on your side, or at your event-producing company, so the audiovisual components are handled.

• Your language: We ask for background, internal language, inside jokes, and culture points. When we perform, we reflect your own common language back to you.

That last item is why we ask for the inside jokes. A performer who can work your team's own phrases into a rap shows the room that we listened.

What it costs

Pricing depends on the format, the group size, and whether the event is in person or virtual. We scope every engagement to the budget you have, and you get a real number on the first call, which is free.

Book a consultation

Start with a free 15-minute call. Tell us what you want your team to walk away with, and we will tell you whether we are the right fit.