Start with a narrow question
Choose one output before collecting data:- A current ad and positioning brief
- A comparison of public claims, offers, and audiences
- A list of people publicly discussing a competitor topic, with evidence for review
Collect evidence, then synthesize it
1
Define the competitor set
Start with a short list of domains or company names. Add a platform or
audience constraint if the question is about one market segment.
2
Keep source types separate
Collect ads, websites, comparison pages, public posts, reviews, and news as
separate evidence types. A claim from one source does not validate another.
3
Normalize the evidence
Label the observed message, audience, offer, and theme. Retain the original
URL and date next to the normalized summary.
4
Write a reviewable output
Produce a brief or campaign-input file that distinguishes observed evidence
from the team’s proposed response.
Use an inspectable output
Competitive-engagement campaign example
Public engagement can be a useful research input, but it is not automatic intent. Keep the post and the person’s public contribution as evidence, then check account fit and use the topic—not surveillance behavior—in any draft.Quality rules
- Keep raw evidence and synthesis separate.
- Do not infer spend unless the source returns it.
- Do not present public engagement as proof of buyer intent.
- Keep the exact URL for every campaign claim.
- Drop thin or unverifiable evidence instead of padding the report.