Define a boundary that survives a demonstration
A model can summarise, classify, retrieve information and generate text. Those capabilities do not identify a market by themselves. A workflow description adds the input, the person responsible, the decision being supported and the place where the output goes. “Summarising internal support cases for escalation” is more useful than “enterprise intelligence” because it exposes integration and review requirements.
The boundary should include awkward cases. If source records contradict each other, does the product flag the conflict or choose an answer? If a necessary document is missing, can the user still complete the task? These questions distinguish a deliverable product from a compelling interface. Narrowing the workflow may reduce the apparent market, but it can also make evidence of usefulness much clearer.
Compare against the work as it happens
The competitor is not necessarily another AI supplier. It may be manual review, a spreadsheet, a search interface, an existing software feature or simply leaving the task undone. Each alternative has costs that are easy to miss. Manual work offers flexibility; an established system may already satisfy security review; inaction avoids implementation effort.
A positioning comparison therefore needs more than output quality. Consider the effort of getting information into the product, correcting mistakes and transferring results back into the working system. An AI assistant that produces a better draft may still lose if review requires opening several disconnected tools. Conversely, a modest capability can be valuable when it fits a frequent task and preserves the user's control over consequential decisions.
Choose what kind of product is being bought
An application sells a completed workflow. Infrastructure sells a capability that another team incorporates into its own product. A developer tool sells improvements to building or operating software. These categories overlap technically, but they imply different buyers, documentation, support and commercial expectations. Positioning becomes confused when a company uses application benefits to attract users but requires infrastructure-level integration to deliver them.
Vertical focus also has a trade-off. Sector-specific terminology, data structures and integrations can make a proposition more concrete. They can equally increase implementation effort and expose the company to specialised obligations. Horizontal scope permits broader reuse, but often leaves the customer responsible for designing the workflow. Neither is inherently stronger; the question is where the team can remove uncertainty rather than transfer it to the buyer.
Separate differentiation from defensibility
Differentiation explains why a buyer chooses the product. Defensibility concerns how difficult that advantage is to reproduce or displace. An attractive interface may differentiate a demonstration without creating a durable barrier. Workflow integration, trusted evaluation data and accumulated deployment knowledge can be harder to replicate, although none automatically prevents competition.
Claims about proprietary data deserve particular scrutiny. Possessing customer information does not necessarily confer permission to train on it, combine it across accounts or retain it after a contract ends. Even permitted data may be too inconsistent to improve the product. A more useful discussion identifies the relevant rights, the learning mechanism and how any improvement would be measured. Legal questions about data rights should go to appropriately qualified advisers.
Gather evidence that could change the choice
A strategy engagement can compare candidate workflows through buyer conversations, product usage and delivery constraints. The useful output is not a longer list of possible sectors. It is a reasoned choice that records what supports the target, what remains uncertain and what would justify reconsideration. Demand expressed in a conversation is different from permission to access data, and both are different from willingness to purchase.
Before rewriting the website, examine the promises the product can reliably keep. Identify who owns the problem, how the work is handled without the product and which adoption barriers remain. If the answer depends on substantial custom delivery, make that visible in the commercial proposition. Positioning should clarify the business being built, not conceal the work required to make it function.
A useful positioning statement names the user, the workflow, the alternative and the difference that matters. Technical detail then supports that statement rather than standing in for it.