Plans and data are where AI starts to feel like an assistant rather than a writing tool. They are also where the two failure modes of this whole course meet: a plan can be generic if you do not say where you are starting from, and a data answer can be wrong in a way that looks exactly like right. This lesson shows the guard for each.
Win 7: create a plan
Say your starting point, your target, your time, and anything that has gone wrong before. A plan built for a generic beginner is easy to get and useless to follow; a plan built for *you* needs those four facts.
Try it
A four-week plan to run 5 km
- Did it work? Week 1 should look easy — mostly walking with short runs — because you told it you gave up last time by doing too much. If week 1 has you running 20 minutes, it ignored your history.
- Then: reply with what actually happened after week 1. *"I did all three sessions but my knees hurt on the third."* A plan that adjusts is worth ten that do not.
Win 8: analyse a file
You do not need to upload anything to analyse data — for a small table, paste the rows straight into the prompt. Ask a specific question with a specific unit ("in dollars and percent"), then check one number yourself. The check takes thirty seconds and tells you whether to trust the rest.
Try it
Which spending category grew the most?
- Did it work? Check it yourself: eating out went from 180 to 340, which is +160, and 160 ÷ 180 is about 89%. If the model's numbers match, trust the rest of its answer. If they do not, do not trust any of it — a model that slips on one subtraction has slipped on the others too.
- The second thing that should stand out: subscriptions jumped from 58 to 79 in August. A good answer mentions it; a lazy one only talks about the biggest number.
| Step | What you do | Why |
|---|---|---|
| Pick one number | The headline figure — here, +160 | One check tells you whether the model was careful |
| Recompute it | 340 − 180 on your phone | Models are fluent; they are not always careful with arithmetic |
| Match? | Yes → read on. No → discard the whole answer | One wrong number means the method was wrong, not just the number |
Knowledge check
The model says eating out rose by $170 and 94%. Your own subtraction says 340 − 180 = 160. What do you do?