New technology becomes commercially viable when someone inside the customer is accountable for the outcome, can fund the change, and is prepared to change how the work gets done.
The demonstration went great. People can see the potential. Several departments might benefit. Then someone asks a simple question:
Who would own this?
The room gets quieter.
The new capability touches sales, operations, IT, finance, and legal. Each group has a reason to care, but no one is accountable for the whole result. The budget could exist somewhere, but it may not sit with the person feeling the pain. Adopting the technology also requires changes that cross several teams.
The team leavs encouraged by the interest. The customer leaves without a clear next step.
Is this a market-readiness problem? Sometimes it is.
But sometimes the market is interested enough. What is missing is ownership.
Interest Is Not the Same as Ownership
Emerging companies spend a great deal of time and effort educating the market. That is a necessary step when creating a new category or launching a new offering. Customers don't buy what they don't understand, but understanding alone does not create a purchase.
A real opportunity needs someone who can connect the capability to a consequence that matters inside the business. That person does not have to control every part of the decision, but they need enough responsibility and influence to move it forward.
I would want to know:
Who is accountable for the problem today?
What happens if they leave it unresolved?
Which measure, commitment, or operating result is affected?
Where would the money come from?
Who has to change the way they work?
Who decides the change is worth it?
If the answers point to six different people and no clear leader, the opportunity could still be worth pursuing. But the vendor is not simply selling a product. It is helping the customer assemble a decision.
That is a different commercial motion.
New Technology Often Lands Between Functions
AI makes this especially visible because many useful applications cross the boundaries companies have built around roles, systems, and budgets.
Consider a hypothetical AI agent that helps prepare complex customer proposals. Sales may benefit from faster turnaround. Revenue operations may administer the workflow. Legal and security may set the boundaries. Product specialists may supply technical answers. IT may control access to the systems and data the agent needs.
Who buys it?
The answer is not automatically “sales” because salespeople use it. It is not automatically “IT” because the technology needs integration. It is not automatically “operations” because the process crosses teams.
The question is who owns the outcome the company is trying to improve.
Is the priority reducing the time specialists spend on repetitive responses? Improving the quality and consistency of proposals? Responding to more qualified opportunities? Reducing risk in what the company commits to customers?
Those are related benefits, but they may lead to different buyers, budgets, proof requirements, and pricing logic.
Calling the product an AI proposal agent does not resolve that ambiguity. The category describes the capability. The customer still has to decide where it belongs in the business.
Market Creation Happens Inside the Customer
We often talk about market creation as if the main job is external: define a category, publish the point of view, build awareness, and persuade customers that a new kind of product matters.
That is part of it.
The harder work often happens inside each early customer. Someone has to translate the new capability into the company’s existing operating model. They have to find an owner, connect the purchase to a budget, address risk, change a workflow, and explain why this deserves attention now.
When those pieces do not line up naturally, the vendor has three choices.
It can wait for the customer to work them out.
It can keep adding features and hope the value becomes impossible to ignore.
Or it can help design the path from interest to adoption.
In an early market, that path may matter as much as the product itself.
This does not mean becoming a consulting firm for every prospect. It means understanding the decisions the customer must make well enough so that you remove the avoidable uncertainty.
What outcome will the first use case improve? Who will be accountable? What data and systems are required? Which decisions stay with people? How will exceptions be handled? What would justify expanding the deployment?
These are not implementation details to address after the sale. In a new market, they are often part of what makes the sale possible.
Start With an Owned Problem
Founders are naturally proud of what the technology can do. Buyers usually need a different starting point.
The strongest entry point is often a problem that already has an owner, an operating consequence, and some form of budget attached to it.
That does not mean the product must fit neatly into an established software category. It means the first commercial story should connect the new capability to work the customer already recognizes as important.
For the proposal agent, the entry point might be an executive who owns a slow, expensive response process and can see the effect on selling capacity. It might be a commercial operations leader responsible for consistency and pricing. It might be a business unit leader whose specialists are repeatedly pulled away from customer work.
The right answer depends on where the consequence is most visible and who is motivated to change it.
This is where customer conversations need to move beyond enthusiasm.
“Would this be useful?” is easy to answer positively.
Better questions are:
Where does this problem show up in your operating results?
Who is expected to improve it?
What has prevented the business from solving it already?
Which team would have to work differently?
What evidence would justify funding a broader rollout?
Those questions may narrow the opportunity. That is useful. A market becomes more tangible when the company can describe the first buyer and the first decision, not only the eventual vision.
Your User, Champion, Buyer, and Risk Owner May Be Different People
Emerging-tech sales often stall because the vendor has one strong relationship and mistakes it for an owned buying process.
An enthusiastic user can show why the capability matters in practice. A champion can help navigate the organization. A budget owner can fund the work. A risk owner can prevent it from proceeding. A workflow owner can determine whether it becomes part of normal operations.
One person may play several of these roles. Often they do not.
The commercial motion needs to account for the whole decision without turning every opportunity into a committee tour.
I would map four forms of ownership early:
Problem ownership: Who is accountable for the result that needs to improve?
Workflow ownership: Who controls how the relevant work is performed?
Economic ownership: Who can commit budget and judge whether the return is credible?
Risk ownership: Who must be satisfied that the change is safe, compliant, and manageable?
If no one owns the problem, the other three have little reason to act.
If the problem owner exists but cannot assemble the other owners, the vendor may need a smaller starting point with fewer dependencies.
Packaging and Pricing Should Make the First Decision Easier
Companies sometimes respond to an unclear market by making the offer broader. More use cases, more features, more possible value.
That can make ownership harder.
A broad platform may eventually create the most value, but an early buyer still needs a decision it can make. A focused offer can define the workflow, the people involved, the evidence required, and the limits of the initial commitment.
The same applies to pricing.
If the first buyer controls a project budget, a narrowly scoped paid test may be easier to approve than an enterprise subscription. If the value depends on adoption across several teams, a per-user price may work against the operating change the customer needs to make. If the benefit appears in reduced risk or avoided work, the vendor needs a credible way to establish the baseline.
There is no universally correct model. The point is to align the commercial structure with the person who can own the decision and the evidence they need.
A useful first engagement should answer more than whether the technology works. It should help both sides learn whether the customer can operate it, whether the outcome matters enough to fund, and whether the path to broader adoption is realistic.
Run an Ownership Test, Not Just a Product Pilot
Before committing significant technical effort to a pilot, I would ask the customer to make a few things explicit:
Name the executive or operating leader accountable for the outcome.
Define the workflow and group the test affects.
Agree on the current baseline, even if it is imperfect.
Identify the people who must approve data access, risk, and process changes.
Decide what evidence would support expansion, revision, or stopping.
Set the date when that decision will be made.
The customer should also commit something meaningful: access to the right people, usable data, time from the workflow owner, or payment for the defined work.
That commitment is not simply a qualification tactic. It tests whether the organization is prepared to own the change.
A technically successful pilot without an owner can still end as an interesting demonstration. A narrower test with the right owner can become the beginning of a repeatable market.
The First Market Is Usually Smaller Than the Vision
Founders often see the full potential before the market does. That vision matters. It gives the company somewhere to go.
Commercially, the first market may be much more specific.
One problem. One accountable buyer. One workflow. One reason to act now. One credible way to prove the result.
That may feel smaller than the category the company wants to create. In practice, it gives the category a place to begin.
The early customers teach the company where ownership naturally forms, which dependencies repeatedly block adoption, what evidence moves a decision, and which parts of the offer need to be productized. Those lessons shape positioning, packaging, pricing, partnerships, and the go-to-market motion.
Market creation isn't convincing everyone that a new technology is important.
It is the work of making the change understandable, ownable, and worth funding for a specific customer.
If nobody owns the problem, more education may generate interest without driving movement.
Find the person whose results must change. Understand what they can decide, what they need from others, and what evidence would justify the next commitment.
That is where a promising capability starts becoming a business.
If your company is creating a market for technology that customers value but struggle to buy, Levrist can help identify the first owned problem, shape the offer, and build a commercial motion around it.
Make moves that matter.
About Levrist
Levrist provides commercialization advisory for emerging and growth-stage technology companies, helping founders and leadership teams work through go-to-market strategy, pricing, strategic partnerships, and commercial execution.
If this raised a question about your own business, I’d welcome the conversation. Drop a comment or visit levrist.com to learn more and get in touch.
— Josh Boyle, Founder, Levrist