The Conviction Behind Cimulate’s Journey to Salesforce

When a company gets acquired by a platform like Salesforce, it’s easy to assume the story is about the exit.

In reality, the story starts much earlier with a technical insight about customer behavior, a fast pivot toward product-market fit, and a distribution decision that accelerated adoption across the enterprise.

Tim Guleri first met the founders, John and Vivek, back in 2016, when they were building their previous company, Select. They didn’t end up partnering at the time, but the impression stayed. As Tim later described it, he made a mental note that if this team ever started another company, he wanted to be involved.

So when they came back in early 2023 with a new idea shaped by emerging transformer architectures and a fresh way of thinking about the customer journey, the conviction was immediate (see Tim's original blog on why he invested).

Start with the people, not the idea

Before Cimulate had a defined product direction, it had something more important: a founding partnership that already worked.

As Vivek put it, the decision to start again wasn’t initially about the company idea at all. It was about working with someone he trusted.

“You should do these things with people you like hanging out with.”

That sounds simple. It’s not. Many founders over-optimize for the idea and under-optimize for the partnership. Cimulate did the opposite.

The result was speed.

Instead of debating whether to start a company, the founders debated which company to start.

Seeing the shift before everyone else

The earliest spark behind Cimulate came from experimentation with transformer architectures before they fully entered the mainstream.

While the world still thought of large language models primarily as tools for generating text, the team was already thinking differently. If transformers could model sequences of words, they could model sequences of actions.

The insight behind Cimulate was simple but powerful: transformer architectures could model sequences of customer behavior, not just language.

Instead of treating AI as a language interface, they began treating the customer journey itself as a sequence prediction problem. That became the foundation for what they initially called “CustomerGPT,” and later evolved into a commerce-focused platform designed to optimize next-best actions across digital experiences.

The airport moment

Every founder remembers the moment a key investor truly commits.

For Cimulate, that moment happened in baggage claim.

After receiving another term sheet, the founders called to share the news with Tim Guleri. Instead of stepping back, Tim opened his laptop at the airport and pushed forward with conviction:

“That is not possible because we’re going to work this out on this call. And we’re going to be partners.”

Investors talk about conviction often. Founders recognize it instantly when they see it.

For the Cimulate team, that moment helped shape the partnership that followed.

As John later explained, the decision came down to something simple:

If someone is that committed to building with you, that matters.

Early pivots create momentum

Cimulate did not succeed by stubbornly executing its first idea.

The team initially explored bots that would navigate websites and evaluate usability automatically. That direction carried both technical risk and market risk.

Instead, an early design partner helped redirect their focus toward product discovery and customer journey optimization.

That pivot unlocked product-market fit.

This is one of the least visible but most important moments in any startup journey. It rarely shows up in announcements or headlines, but it often determines whether the company scales.

Competing with incumbents is a signal, not a problem

One of the hardest stretches came when Cimulate stopped being ignored.

As the company began winning deals away from large incumbents, competitors responded with aggressive positioning and defensive tactics. Suddenly, the startup wasn’t just building. It was being targeted.

That moment can feel uncomfortable.

But it’s also validation.

As the founders described it, sometimes the hardest stretch comes when the market realizes you’ve arrived.

Why Salesforce entered the picture

In enterprise commerce, there are two dominant platforms: Shopify and Salesforce.

Salesforce customers began telling their internal teams the same thing repeatedly:

You should talk to Cimulate.

That feedback opened the door.

Conversations moved quickly from partnership exploration to something larger. Salesforce leadership recognized a gap in their commerce search capabilities and saw Cimulate’s approach as a natural fit within a broader platform refresh effort.

For the founders, the decision wasn’t about exiting early. It was about amplification.

Instead of scaling gradually, customer by customer, they saw an opportunity to put their technology into the hands of thousands of enterprises faster.

As John explained:

“We still have a lot of energy to get our technology in the hands of potentially thousands quickly.”

That mindset matters. This wasn’t a finish line. It was a distribution decision.

What founders don’t see from the outside

From the outside, Cimulate’s trajectory looks fast.

Inside the company, the story looks different.

The team built a mature AI platform with a relatively small engineering organization. They combined academic rigor with product urgency. They hired deliberately instead of quickly. And they stayed flexible enough to pivot when early signals suggested a better direction.

Those choices compound.

They also explain why Salesforce saw something worth scaling.

Lessons founders can take from this journey

Choose your cofounder before your idea

Cimulate didn’t start with a fully defined product. It started with a founding partnership that already worked. Second-time founders often move faster because trust already exists.

Identify the shift before the market names it

The team began exploring transformer architectures as sequence models for customer behavior before that framing became obvious across the industry. Early technical intuition created their wedge.

Pivot early when design partners reveal the real opportunity

The initial concept focused on autonomous usability bots. An early design partner helped redirect the company toward product discovery and customer journey optimization. That pivot unlocked product-market fit.

Choose investors with conviction, not just capital

Investor alignment matters most when the path isn’t obvious yet. Early conviction from the right partner shapes hiring, positioning, and early customer access in ways founders often underestimate.

Compete with incumbents as soon as possible

The moment large vendors begin reacting to you is often the moment the market validates your category. Competitive pressure is usually a signal of relevance.

Use platform distribution when it accelerates impact

Rather than scaling customer by customer over multiple years, Cimulate saw an opportunity to put its technology into the hands of thousands of enterprises faster by joining Salesforce. For infrastructure-style AI companies, distribution timing can matter as much as product timing.

They’re built by founders who recognize the moment they’re in, adapt quickly, and keep moving forward.