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Part 3 — Know What to Skip

The Disqualifier Checklist

Four patterns worth ruling out on sight — they’ve burned more pilot budgets than any wrong platform choice ever has.

Some candidates fail the matrix in Part 2 quietly — a low score that says “not yet.” Others fail loudly enough that they shouldn’t reach the matrix at all. Four patterns are worth ruling out on sight.

Low frequency, no matter how painful. A task that happens twice a quarter can be miserable every time and still not justify the setup cost of an AI solution. Painful and rare is a process-fix problem, not an AI problem.

High stakes, low tolerance for error. If a wrong answer is expensive and hard to catch before it does damage, this isn’t a first use case — it’s a candidate for the governance work in the AI Governance Playbook Series once you’ve built the muscle on something safer.

Judgment dressed up as a rule. Anything that “usually” follows a pattern but regularly needs a human to override it isn’t structured — it’s structured-looking. These are the pilots that work perfectly in the demo and fall apart in week three.

An organizational problem wearing a technical costume. If the real blocker is that two departments won’t share data, or nobody agrees who owns the process, AI won’t fix that — it’ll just give everyone a new reason to avoid the actual conversation.

None of these mean the use case is permanently off the table. They mean it needs something other than a pilot first — a process fix, a governance decision, or a conversation between department heads. Naming that explicitly, rather than quietly dropping the candidate, is usually what makes the difference between an owner who trusts your judgment on the next round and one who assumes you just picked whatever was easiest.

Once a candidate clears the matrix and this list, it’s ready to leave this series — either into Sprint 1 as the named workflow for the 30-day diagnosis, or straight into Screen It if you’re past diagnosis and building the business case. Either way, it arrives having beaten something, not just arrived first.