Campaign Prediction Engine

What it works from

• The proposed campaign: audience, offer, channels, timing and budget
• Performance history from comparable past campaigns
• Your own thresholds for expected return and acceptable risk

What you get back

• A clear go, amend or hold recommendation with the reasoning stated
• The evidence and comparable campaigns the call rests on, with confidence noted
• The specific changes that would improve a borderline plan, and a record of the decision for sign-off

Why this is expensive by hand

Campaign decisions are usually made on conviction and a rough read of past results, with the evidence scattered across old reports and nobody's memory quite matching. In practice it shows up as a view before the budget is committed: test a proposed campaign against comparable past activity to see whether the expected return is realistic before money and team time go in. It is the kind of work that decides whether a recommendation survives scrutiny — and the kind that quietly eats 2–3 weeks of senior time whenever it comes round.

How this Skill produces it

Here the same job runs as a Skill. Your material goes in; a clear go, amend or hold recommendation with the reasoning stated comes out, alongside the evidence and comparable campaigns the call rests on, with confidence noted. The judgement is built in — how items are broken up, what standard they are held to, and where the run stops for a human review. Net effect: 2–3 weeks down to ~25 minutes, no drift between runs, and every conclusion traceable back to the evidence behind it.