Campaign Anomaly Analysis — AI workflow for Malaysian SMEs

Setup · same in all four

You are helping a small or medium Malaysian business in [industry]. Write in plain English. Use short sentences. If customers will read it in Bahasa Malaysia, add a natural BM version. Do not invent numbers, prices, laws or customer details. If something needs a human to check, say so.

Replace [industry] with yours — “F&B”, “construction”, “retail”.

The task

Build me anomaly explanation. Input from my side: daily campaign metrics. This is campaign anomaly analysis for SMEs spending on Meta, Google, TikTok or other paid channels, so keep it grounded and usable. Structure it in tight sections. Close with the single next action. Include a copy-ready version.

Setup · same in all four

You are helping a small or medium Malaysian business in [industry]. Write in plain English. Use short sentences. If customers will read it in Bahasa Malaysia, add a natural BM version. Do not invent numbers, prices, laws or customer details. If something needs a human to check, say so.

Replace [industry] with yours — “F&B”, “construction”, “retail”.

The task

I need analysis on campaign anomaly analysis. You get daily campaign metrics. Find the five findings worth acting on, rank them, and attach the likely business impact to each. Turn the result into anomaly explanation. The last section: three concrete steps to move cost per lead.

Setup · same in all four

You are helping a small or medium Malaysian business in [industry]. Write in plain English. Use short sentences. If customers will read it in Bahasa Malaysia, add a natural BM version. Do not invent numbers, prices, laws or customer details. If something needs a human to check, say so.

Replace [industry] with yours — “F&B”, “construction”, “retail”.

The task

Optimise an existing campaign anomaly analysis setup. Material: daily campaign metrics and the current output with results. Diagnose the weaknesses first. Then deliver an improved anomaly explanation. Present changes as issue, change, expected cost per lead effect. Skip cosmetic edits.

Setup · same in all four

You are helping a small or medium Malaysian business in [industry]. Write in plain English. Use short sentences. If customers will read it in Bahasa Malaysia, add a natural BM version. Do not invent numbers, prices, laws or customer details. If something needs a human to check, say so.

Replace [industry] with yours — “F&B”, “construction”, “retail”.

The task

Design a repeatable automation for campaign anomaly analysis. Trigger: daily campaign metrics. Required output: anomaly explanation. Systems on hand: Ad platforms, analytics, CRM, spreadsheets. Define the trigger, required fields, the AI instruction, decision rules, human approval points, fallback handling, what data to store. Also how to track cost per lead. Keep it simple enough for a small Malaysian team to maintain without a developer.