Cross-pattern applications

APP-STR-01 - Choose SensorCo’s response to commoditized AI inspection

SensorCo is a constructed teaching case. Its numbers, participant assignments, observations and later events are supplied example conditions, not an empirical report or evidence that this framework has already improved an organization. Actual use needs the corresponding evidence and authority.

The opening decision

SensorCo supplies physical inspection sensors and field service. Its generic AI-inspection price has fallen over twelve months. That margin previously helped fund service. The company has field-service knowledge and a certified sensor platform, but those assets do not establish demand for a new integrated service.

The StrategyTeam turns “find our AI strategy for 2027” into a bounded question for the Board: what can SensorCo responsibly pursue and commit to in the affected segment over the next twelve months while sustaining current service? Device-only continuation, integrated service, data licensing and exit remain alternatives.

The offering, SensorCo’s service arrangement and the specialists’ capabilities are different possible subjects of change. The existing platform can support a new contribution without supplying its data access, incident cover or acceptance conditions. A smaller improvement of an enabling condition remains an option alongside a new service initiative.

The team prepares the answer; the Board has separately established authority to select direction and bounded internal commitments. Data permission, customer agreement, financing and realized capability retain their separate conditions. This distinction permits a useful frame now without assuming that the eventual service direction has been chosen.

STR.1 can finish with this question. STR.2 next examines what the changed price premise affects. Its impact remains distinct from a changed customer population or an adopted rule of choice; each would require its own supported consequence. The later comparison will distinguish a four-day preparation decision from the still-open twelve-month strategy choice.

Frame the uncertainty and preserve a serious rival

The price change challenges the contribution of another generic device offer; it does not prove that every device-only course is unviable. For this case, existing device and service contracts can fund the required current service throughout the twelve-month horizon.

The received PSD.10 uncertainty account concerns this same decision. Six interviewed customers expressed interest; that supports interest among those respondents, not an installed-base conversion rate. The service-cost estimate omits travel and incident coverage. The data-reuse right needed for licensing has not been established.

Two of the six customers are willing to discuss a bounded paid trial next quarter at a stated price ceiling, subject to agreement and permitted use. This is access to a possible trial, not orders or demonstrated demand. Four already-funded internal engineer-days can complete costing from existing records and specify the smallest relevant trial without a new purchase or new customer-data use. Only four discretionary days fall before the Board’s next trial decision.

The Board’s supplied criterion is to protect current service and its incident reserve, then seek a repeat paid contribution less exposed to generic-inspection price competition. It is willing to postpone a four-day device-diagnostic improvement for an attainable answer that could change the service decision. The criterion and trade-off belong to this case, not every Strategy use.

STR.3 therefore frames a choice about a differentiated contribution under decision-relevant uncertainty. Device-only continuation remains the serious present rival. Licensing is not selectable before the required right exists.

For the exit comparison, assume that orderly exit and device continuation both satisfy the protected-service requirement under the three conditions below. The supplied comparison for this twelve-month decision includes the exposure avoided, net disposal proceeds, the best attainable use of released resources and any later consequence material to the choice. Under the Board’s criterion, exit’s supported advantages are outweighed by the continuing device contribution forgone and the full customer-transition burden.

Continuation is therefore preferable to exit under these assumptions. Reopen that comparison if an exit benefit, transition burden, continuing contribution or protected-service condition changes enough to reverse it. Exit can become preferable while continuation remains feasible.

Use different futures because they change the comparison

STR.4 and STR.9 compare the same twelve-month question under three plausible conditions. No probability is assigned.

This is a qualified comparison, not a forecast of three actual events. STR.5 retains different directions and their filters. STR.6 forms complete options within them rather than treating “AI,” “training” and “platform” as competing strategies.

A customer-local service can have an internal delivery option and a provider-assisted option with different support and access dependencies. Keeping a useful description of an unselected possibility is distinct from funding its trial. A new contribution or constraint can change the option space, not merely rescore old members.

Decide whether more inquiry is worth doing

STR.7 first uses available incident records and complete travel-and-support costing. If sufficient costing shows that no feasible bounded service configuration can cover delivery cost at the customers’ acceptable price, the useful return is device-only continuation without a trial. Missing a cost component is instead an unresolved comparison.

If a feasible trial remains and its possible results can change the commitment enough to warrant its burden, design the bounded trial. Its question concerns the two consenting customers’ use and payment for the specified service and the bounded arrangement’s ability to deliver it. It cannot establish general market demand.

Participant agreement, permitted use, exposure, actual resources, interpretation and closure must be established before the dependent work. An experiment on customer data cannot answer whether that use is permitted. The four-day preparation does not itself authorize execution.

Make the whole proposed arrangement visible

STR.8 connects the service contribution to the actual service, platform, learning and support conditions. STR.10 and STR.14 compare the simultaneous configuration for the first shared month. That month includes the four preparation days now proposed for authorization.

The team has eighty engineer-days. Current service needs fifty-two, with another eight protected for incident recovery. The initial proposal adds sixteen for trial preparation and use, eight for platform preparation and six for learning/support: ninety in total.

A smaller proposal uses eight days for bounded preparation and, only when separately permitted, initial use and interpretation; six for the platform subset; and four for targeted learning and support. With service and reserve, the total is seventy-eight. The remaining two days are unallocated, not additional guaranteed recovery capacity.

Two of the six platform days preserve device-compatible interfaces and maintenance instructions, leaving four for the service-specific subset. This postpones a two-day service-diagnostic enhancement. Those fallback days are already inside the seventy-eight and are different from both the two unallocated days and the four-day device improvement sacrificed for preparation now. The maintained fallback keeps a device-only return possible through the first staged decision; longer retention needs its own cost and capability assessment.

This smaller configuration is a candidate under the workload assumptions, not demonstrated capability. A critical-day collision or unavailable skill can still defeat it. If the reduced scope cannot supply a complete service contribution and exception return, it is an inadequate fragment, not a feasible successful service.

OCE.9 can guide the selected organization-capability increment. When realization is selected, the platform provider must supply the needed tool and access; the learning participants and provider must obtain the appropriate HCD result; the service owner must protect the operating limit. These required contributions remain separate. Customer time, vendor charges, financing and affected-party consequences also require their own applicable treatment: a person-day total is not the whole economic comparison.

Select only the supported commitment

The team recommends four internal preparation days while retaining device-only continuation. The recommendation is preferable under the supplied criterion because the existing records and two customers’ terms can still discriminate whether a relevant service option is worthwhile, at an explicitly accepted sacrifice.

The Board separately selects and authorizes those four days from the eight-day preparation/use envelope. It does not authorize all eighteen proposed development days, trial execution, wider service obligations or capital commitment. The twelve-month direction remains open.

STR.11 retains the PSD.10 limits in the decision: customer interest is not forecast revenue, incomplete costing is not a complete comparison, and missing licensing rights do not become available at approval.

Reconsider in time and preserve independent work

STR.12 connects two illustrative signals to different returns.

A qualified next-month workload forecast above eighty engineer-days, with the eight-day reserve preserved, must arrive before allocation. If the dependent trial has later been authorized and the agreed suspension rule applies, the service owner suspends it within that authority and the Board reconsiders scope. During the original preparation, there is no trial to suspend; the team returns the infeasible proposed allocation.

If sufficient complete costing rules out a worthwhile service configuration during preparation, it can end the trial inquiry and support device-only continuation. If that sufficient adverse cost result is obtained only after an authorized trial, it blocks expansion and returns the preference to the Board. A missing necessary cost component leaves the comparison unresolved rather than supplying that negative conclusion.

These are case-specific conditions, not an automatic pivot rule. Changed permission, finance or affected-party conditions can also matter. Independent device commitments and protected service continue where their basis remains adequate.

Sustain useful methods and cultural practice separately

STR.13 asks whether the scenario-and-staged-option method is worth retaining for the next question. If an established full-horizon purchasing freeze settles the present eligibility question, a sufficient direct comparison may be preferable to another scenario workshop. That does not invalidate the method under materially different uncertainty.

Suppose the team retains rejected directions and the Board receives qualified uncertainty, while recognition in the relevant discussions still favours confident sales claims. STR.15 can finish with that bounded account and a decision to keep the useful archive. A proposed change in how the Board considers premises and rivals needs its own authority, participant conditions and later observation. Publishing another template does not establish changed culture.

The connected case therefore produces several useful results without one universal cycle owner: a frame, a qualified comparison, a four-day commitment, a conditional larger configuration, external-result needs and timely reconsideration.

APP-STR-02 - A professional considering a new practice

A self-directed professional has eight hours a week after current obligations. A proposed new paid practice needs six hours of study and six hours of client development. An adviser may supply qualified DOCA directions and their limits; the person retains the choice and their hours.

The first useful Strategy question can be commitment rather than opportunity construction. STR.5–STR.10 compare the current practice, a smaller exploration, a substitution for named existing work and deferral. The specified programme requires twelve additional hours a week, exceeding the available eight by four.

Compare a two-hour exploration with using existing information or postponing it. For example, a conversation with one prospective client may help clarify whether that client has the problem the proposed service would address. Its design must fit the permitted scope and include preparation and closure within the available time. The person can use the existing answer or postpone the exploration if the attainable answer would not improve this choice.

The result can be a smaller authorized personal commitment or a supported stop. Use the person’s livelihood, learning aims and other purposes, including non-monetary ones, in the comparison. The person decides whether to accept the commitment.

APP-STR-03 - A public service under deep uncertainty

A municipal service faces uncertain demand for two delivery channels. Its responsible body can reallocate a limited budget but cannot suspend a supplied protected-access obligation. These are example conditions, not legal advice.

STR.3 distinguishes uncertain consequences from a disagreement about whose access may be sacrificed. STR.9 compares service configurations under the same demand conditions; STR.10 preserves the protected limit. A temporary or inexpensive pilot excluding the most dependent users is not made acceptable by its average benefit.

For a separate numerical illustration, assume both A and B satisfy access protection. Their waiting-time estimates across two demand conditions are A: ten and twelve; B: four and sixteen. Minimizing worst waiting time favours A, with twelve instead of sixteen. Maximum regret instead favours B: A’s regrets are six and zero, while B’s are zero and four. Neither rule changes the supplied estimates.

The responsible body must make its actual criterion and choice explicit. Existing evidence may support continuing one channel with a reversible addition; a larger survey cannot decide the protected-value question. STR.12 then names the observation, receiving decision and capable authorized responder in time for a meaningful adjustment.