> ## Content Index > Fetch the complete content index at: https://piotrmechlinski.com/llms.txt > Use this file to discover other available public pages before exploring further. # Build AI Strategy Backward From the Future - URL: https://piotrmechlinski.com/writing/build-ai-strategy-from-the-future/ - Published: 2025-09-11T22:00:00.000Z - Updated: 2026-09-08T07:53:48.000Z - Description: Choose a future business state, work backward to the capabilities it requires and test the riskiest assumption with a bounded material pilot. - Author: Piotr Mechlinski - Tags: Judgment Most AI strategies begin in the wrong tense. They start with what the company has today. Which tools have we bought? Which data is ready? Which teams are asking for a copilot? Which process is easiest to automate? Those are necessary delivery questions. They are poor opening questions for strategy. Start from the present and the future inherits today's boundaries. The portfolio fills with feasible improvements, while the business model, customer promise and source of advantage remain untouched. A better strategy works backward from a future worth choosing. ## Direction before inventory Future-back thinking starts with a choice about the business you want to build. Model forecasts and science-fiction descriptions are distractions here. Leaders choose the business they intend to become, then expose the capabilities and tests required to move toward it. Use the present to shape the route after choosing the direction. Current capabilities still affect cost, speed and sequence. Use five moves: 1. **Write the winning future.** Choose a credible horizon and describe how the customer experience, economics or basis of competition has changed. Use operating language, not “AI everywhere.” 2. **Name one defining outcome.** Select the business measure that would show the future is becoming real. Other measures become guardrails, not competing headlines. 3. **Protect what must remain true.** State the customer promise, risk boundary or human responsibility you will not trade away while the model changes. 4. **Work backward to capabilities.** Ask what decisions, data, workflow, skills, technology and authority must exist one step before the future. Continue until the gaps reach today's organization. 5. **Launch a Scary Pilot.** Test the riskiest strategic assumption in live work, with bounded exposure, human oversight, rollback and explicit stop criteria. The word “scary” needs care. A Scary Pilot is a bounded material test. Success would alter a strategic decision. Failure would teach something the executive team cannot ignore. The organization can still contain harm and recover. ## A future that changes the audit Imagine a fictional industrial-equipment company. Its present-forward idea is predictable: add a service chatbot, automate maintenance reports and give salespeople a proposal assistant. These may be useful projects. Together, they do not answer what kind of company the business is becoming. The leadership team chooses a different future. Customers buy reliable productive capacity, not isolated machines and reactive repairs. The company wins because it can detect risk early, coordinate service and make the economic value of uptime visible. The defining outcome is sustained equipment availability for the customer, protected by safety, contractual and human-override guardrails. The number of AI features shipped remains a delivery measure. Working backward reveals the real capability gaps. The company needs trustworthy equipment signals, a shared view of service history, clear intervention rights, field-team adoption and commercial terms that align payment with the result. A chatbot may still appear, but it is no longer the strategy. The first Scary Pilot covers one equipment family and a limited customer setting. The team tests whether it can identify a developing issue, bring the right evidence to a field expert and coordinate an intervention early enough to matter. A human authorizes consequential action. The previous service process remains available. Stop criteria cover weak evidence, unsafe recommendations and operational disruption. No outcome is claimed. The example shows how a chosen future changes what the organization investigates today. ## Work backward without pretending certainty The future will not unfold exactly as written. The method uses the future as a direction that organizes learning. Each test may change the route, sharpen the outcome or invalidate part of the original choice. Good future-back strategy sets a direction strong enough to reject work while keeping the path open to evidence. The first pilot should attack a strategic assumption. Testing whether a tool functions is too narrow. For the equipment company, the assumption might be that customers will share the necessary operating data, that field experts will trust the recommendation or that the service economics can support an outcome-based promise. Discovering that an assumption is wrong is progress if the test was designed to inform a real choice. ## Use the lightest format that creates a decision This work can happen in a focused executive session, a sequence of workshops or a longer strategy process. An off-site location may help some teams break habitual thinking. It is not a prerequisite and no fixed number of days guarantees depth. The output is a decision about direction, a defining outcome, protected boundaries, capability gaps and the first material test. Once that direction is chosen, the next jobs become clearer. Design connects it to a coherent portfolio and operating model. Run turns the tests into evidence for funding, scaling or stopping. Begin with the future because strategy is a choice before it is a plan. Then work backward until the first move is visible. Your move.