The Pilot Paradox
Avoiding pilot program purgatory
Happy Thursday, 👋
For early-stage startups, a pilot program is often pitched as the perfect wedge into a large enterprise. It is a small, controlled version of the product with a limited set of users. The goal is to gather data, demonstrate value, and eventually scale into a full commercial deployment. In theory it is a path toward landing a name brand customer while accelerating product development.
In reality, pilots behave very differently from the early adopters most startups rely on. Early-stage customers buy because they recognize a clear solution to a material business problem. They usually have an urgent need, a committed decision maker, and the ability to deploy new technology inside real workflows. Most pilot programs occur within larger corporations and rarely follow this early adopter pattern. Instead, pilots are often structured as experiments with no guaranteed contract, unclear ownership, and shifting success metrics as more teams or executives learn about the project.
What looks like traction can quickly turn into a holding pattern. The startup believes it is demonstrating value to a key potential customer. The customer treats the pilot project as a low risk exploration that must survive multiple layers of approvals and occasional leadership changes. The result is a pilot that consumes disproportionate startup energy with no defined endpoint. Experienced founders recognize these dynamics and learn how to navigate around them.
The Pilot Paradox
Pilots exist to reduce risk. That is their entire purpose inside large organizations. Startups want to secure a long-term commercial relationship while corporations want time and space to de-risk an idea. Pilots often emerge as a compromise between these two positions.
The paradox is that pilots frequently test everything except what matters. They validate technical questions or gather limited user feedback but rarely test whether the organization is willing to adopt a new way of working. Cultural resistance is one of the most common failure points. Teams prefer the old process, even if the new solution is better and more efficient.
Pilots also tend to produce data without creating momentum. When no one owns the next step, the project drifts. At the end of the pilot everyone looks around and asks who is responsible for making the purchase decision. If the startup cannot point to a true decision maker, the pilot is already at risk.
Finally, pilots often function as polite rejections. Companies say yes to avoid saying no, or executives approve pilot projects so the company appears innovative. The startup interprets this as progress when it is actually avoidance. A pilot without clear scheduling, measurable outcomes, and ownership rarely leads anywhere productive.
Why Pilots Succeed on Paper but Fail in Reality
On paper pilots look great. Teams get access to users. The product collects data. The startup adds a logo to the pitch deck. Executives at the company can claim they are exploring innovative solutions.
In reality, the world inside a pilot does not resemble the world outside it.
Most pilots operate in a protected environment with friendly managers and a small group of motivated users. The startup provides high-touch support and often spends significant time troubleshooting directly with the team. Then users get pulled into other priorities, the pilot manager is reassigned, and the project slows as it encounters growing corporate bureaucracy.
This happens because pilots are designed for learning, not adoption. They can prove the product works. They do not prove the organization will embrace the change needed for long-term success.
Data on pilot programs is difficult to find since most never appear in public reporting and unsuccessful ones tend to fade away inside large organizations. What we do know comes from broader research on innovation and digital transformation efforts where pilots are the earliest stage of evaluation.
One study from McKinsey notes that less than a third of digital transformation use cases ever reach full production, a pattern that mirrors the way many pilots stall before scaling. McKinsey describes this dynamic as “pilot purgatory,” where teams validate technology in a controlled environment but struggle to generate the organizational commitment required to move forward.
The Real Reasons Pilots Fail
Below are the most common reasons we have seen pilots collapse before reaching commercial deployment. They also appear consistently in research and in the stories we hear from founders.
No budget owner - A pilot without a clear budget owner is a research activity. When it is time for a commercial contract, no one knows who is supposed to approve or pay for it.
No internal champion with authority - Without an internal advocate connected to someone with approval authority, pilots drift between departments. Everyone wants to evaluate the product, but no one pushes it toward a final decision.
Misaligned success metrics - When IT, operations, finance, and department leaders define success differently, the pilot becomes a collection of conflicting ideas and requests. There is no unified way to quantify the overall benefit.
Pilots built in a lab, not the real world - Pilots are often run in ideal conditions that do not reflect actual workflows. The product may excel in isolation but struggle in real-world complexity.
No plan for scale - The most predictive indicator of failure is the absence of a defined process after the pilot ends. Momentum disappears and startups spend valuable time and resources supporting an endless pilot.
Solving The Pilot Dilemma
The goal is not to avoid pilots entirely. The goal is to avoid pilots designed to fail. As early-stage investors we often work with our portfolio companies to define pilot structures that lead to real outcomes. When a company already has pilot programs underway, part of our investment diligence involves the following points.
Require an owner before the pilot begins - All teams must know who makes the final decision to sign a full contract. This prevents pilots from drifting into corporate purgatory.
Ask for a definition of success in writing - Set three to five measurable outcomes before the pilot begins. These serve as guideposts for progress and reduce ambiguity.
Minimize customization - Anything built for the pilot should be deployable across future customers. Over-customization leads to one-off versions that cannot scale.
Set dates in advance, including the Conversion Date - Define the timeline before the pilot starts. Include the date when the pilot will be evaluated for conversion into a full contract. This helps with forecasting and maintains momentum.
When a company resists these points, the startup and its investors should pay attention. Technical failure may be a useful learning experience. Failure caused by poor planning is a costly mistake.
Final Thoughts
Pilot projects can be valuable when designed with intention, ownership, and a clear path to scale. Too many founders celebrate pilots without understanding how they lead to contracts. The result is a false sense of traction, drawn out timelines, and delayed customer engagement.
The startups that break through understand the pilot paradox. Pilots should test real-world readiness, not corporate hesitation. Clear ownership, measurable success criteria, and disciplined timelines transform pilot programs into real progress.
Done correctly, pilot programs create validation and a path to paying customers. Done poorly, they become an expensive detour. The right structure turns a pilot into a catalyst for growth. The wrong structure traps it in slow motion. Momentum comes from discipline, and when founders control the structure, they control the trajectory.
Wishing everyone a great weekend,
-Eric.