This is Week 20 of the AI Ops Playbook, and week four of Round 3. Week 17 was the money. Week 18 was what customers are saying. Week 19 was what you say back. This week is the frame all of it hangs on: the owner's year — how you decide it, how you stress-test it, and how you watch it once it starts.
Here is the through-line for this drop. Almost every small business plans the same way, and the way is broken in three specific places. The plan gets made alone, at a desk, in a quiet week in December — so it contains one person's unchallenged assumptions and nobody else recognizes it as theirs by February. The plan assumes exactly one future, the one where things go roughly like last year but better — so the first real surprise turns it into improvisation. And progress gets tracked against whatever numbers the tools happen to report, which is how a business ends up with a dashboard of follower counts and page views and no idea whether the year is actually working. Three failures, three templates. This week fixes the frame.
## What's New This Week
**Annual Planning Workshop Kit** (Strategy & Research, Advanced) — The lead template, and the one that changes the process rather than the output. Three prompts produce the three artifacts a real planning session needs: a pre-work packet that goes out a week early with a data brief, five questions designed to surface disagreement, and an invitation email that states the rule making these sessions work — opinions arrive in writing, the room is for deciding. Then a timed agenda where every block has an exercise, a produced artifact, and a named failure mode with the facilitator's one-line intervention. Then a synthesis pass that takes the raw mess of the room and returns a one-page annual plan with a stop list, a quarterly cascade, a decision log, and a first-30-days list. That decision log is the quiet hero: in nine months nobody remembers why retail got rejected, and without the reasoning the debate simply restarts. Works for solo owners too — you are the only participant, and the pre-work becomes your thinking time.
**Scenario Planning Prompt** (Strategy & Research, Intermediate) — Because a plan that assumes one future has one enormous unexamined weakness. This builds three genuinely different worlds for the next twelve months, driven by the two uncertainties with the highest impact and the most real doubt, each with a believable month-by-month narrative, rough numbers, and a specific statement of which parts of your current plan stop making sense in that world. Then the part that earns its keep: tripwires. Concrete, checkable early indicators — "two consecutive months where inbound leads fall below 15," not "the market softens" — each with a source, a check frequency, a threshold, and a response you decided while calm. Plus the no-regret moves worth making in every future, which are the cheapest decisions on the list and the most commonly missed. Our Risk Assessment Template scores the downside of one decision; this one asks which world you are living in and how you would know early.
**KPI Dashboard Definition Kit** (Strategy & Research, Intermediate) — The instrument panel, built in the right order. Three prompts: choose the 8-12 numbers that would actually let you run the business, write the data dictionary, then build the dashboard and the ritual. The selection pass covers five questions — are we selling enough, keeping who we sell to, making money on it, able to deliver it, and healthy for next quarter — insists a third of the metrics be leading indicators, and names your vanity metrics out loud so you can agree to stop looking at them. The dictionary is the part every dashboard project skips: exact formula, the inclusions and exclusions that settle "does a refund count" before it becomes a standing argument, a named owner, an action threshold, and the ways each number typically misleads. Dashboards fail on definitions, not tooling. This one writes the definitions first, on purpose.
## Why These Three Together — Decide, Stress-Test, Watch
Run them in order and the shape appears. The Workshop Kit produces the plan and, critically, produces it with other people in a way that makes it stick. The Scenario Planner takes that plan and asks the question the room was too optimistic to ask: what if the year does not go like this? Its answer is not a worry list but a set of tripwires and pre-committed responses — decisions made calmly in advance, which are always better than decisions made in a bad month. Then the Dashboard Kit turns the plan's three headline numbers and the scenario tripwires into one screen you read for fifteen minutes a week, with a stated noise floor so normal variation does not generate whiplash. Decide the year, stress-test it, watch it. That is the whole loop, and it is the difference between a plan and a document.
The cross-links are deliberate: the plan's numbers become the dashboard's targets, and the scenario tripwires live on the same dashboard rather than in a file nobody opens. One screen, checked weekly, that answers both "is the plan working?" and "am I still in the world the plan assumed?"
## Round 3 Continues — Two Weeks Until the Industry Slate Locks
Round 3 is "Run the Business": eight weeks from the owner's seat. The money, the voice of the customer, and the content engine are behind us. Ahead: AI-native automation next week, then the industry week — which is built from member replies. Home services, salon/spa, auto repair, and nonprofit are penciled in for Week 22, but that slate came from us, not you. In Round 2, healthcare, legal, fitness, and hospitality all earned their templates because members asked for them. If you want your industry's most painful workflow on the list, reply to this week's Quick Win email. Two weeks left, and after that the slate is locked.
## Get Started
All three templates are available now for Pro members:
- **Annual Planning Workshop Kit** — [open the template →](/templates/annual-planning-workshop-kit)
- **Scenario Planning Prompt** — [open the template →](/templates/scenario-planning-prompt)
- **KPI Dashboard Definition Kit** — [open the template →](/templates/kpi-dashboard-definition-kit)
August is the right month for this, which is the argument for not waiting until December. Planning in the quiet week between Christmas and New Year is how the plan gets made by one tired person with no data — whereas a session booked now happens while the year is still fresh enough to learn from and early enough to change. Start with the Scenario Planning Prompt if you want the fastest useful output: twenty minutes tonight against the plan you already have will tell you which parts of it survive a bad year. Start with the Workshop Kit if you are ready to do the real thing — send the pre-work packet this week and put the session on the calendar for a fortnight out. Either way, the point of this week is the same: the year you are going to have is worth more than an afternoon of thinking alone at a desk.
Annual Planning Workshop Kit
Difficulty: Advanced | Time to implement: 45 min | Saves you: ~3 hrs/week
Tools: ChatGPT / Claude
This template runs the annual planning session, not just the annual plan. Three prompts produce the three things a real planning offsite needs and most small businesses skip: a pre-work packet that arrives a week early so nobody shows up cold, a timed agenda with the actual exercises for each block, and a synthesis pass that turns a wall of sticky notes into a one-page plan with quarterly themes. It's built for owners who have tried annual planning by sitting down alone with a blank document in December, produced four goals nobody remembered by February, and suspected the problem was the process rather than the goals.
The Template
Three prompts, run in the same chat session at three different times. Prompt 1 runs a week before the session. Prompt 2 runs the day before. Prompt 3 runs immediately after, while the
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