Two planning cycles in a row have been disrupted mid-year by something nobody forecast in December. That's now a pattern rather than bad luck, and the sensible response isn't to forecast better — it's to write a plan that assumes it will happen again and stays useful when it does.
Separate the durable from the volatile
Some of what you do next year is unaffected by whatever happens in AI: knowing your customers, having a clear position, making the website answer the obvious objection, keeping sales and marketing honest with each other. Some of it is highly exposed: your organic traffic assumptions, your outbound volumes, your tooling. Split the plan explicitly along that line. The durable half gets committed for the year; the volatile half gets reviewed quarterly with a genuine willingness to change.
Budget for a decision you haven't made yet
Hold a portion of the budget unallocated. Not as contingency for overspend — as capacity to act on something that doesn't exist in December. Both of the last two years, the teams who moved fastest were the ones with uncommitted budget and permission to use it. The teams who'd allocated every pound in the annual plan needed three months and a reforecast to do anything at all.
- Commit the durable work fully — it isn't going to stop being right
- Review the exposed work quarterly, with a written trigger for changing it
- Keep a genuine slice of budget uncommitted and defend it in the plan
- Name who can spend it without a reforecast, and how quickly
Stop forecasting organic traffic as a target
Whatever number you write down for organic sessions next year will be wrong, and being wrong on it will trigger the wrong response. Forecast organic-sourced pipeline instead. It's harder to model and it's the thing you actually care about, and it removes an entire category of unproductive argument from your quarterly reviews.
Write down what would change your mind
For each significant bet in the plan, state what evidence would make you stop. Not vaguely — specifically, with a number and a date. This is the single highest-value paragraph in any plan I've written, because it converts the mid-year 'is this working?' conversation from an argument about interpretation into a check against something you already agreed when nobody was anxious.
You can't plan for the specific disruption. You can plan to have money, attention and permission available when it arrives — which is most of what the teams who handled the last two years well actually had.
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