Content Research
Content research is the work of finding which posts in your niche beat their own account's usual reach, and working out why, before you film anything. For Instagram creators that means studying outliers rather than raw view counts. The guides below cover how to calculate a baseline, which hooks tend to win in different niches and how to tell whether a topic is still worth covering.
Curated by Shivank Goura, co-founder of Octupie · Last updated October 14, 2026
What to know about Content Research
- Use the median of your last 30 reels as your baseline, since one breakout post drags the mean far above what you usually get.
- In AI and tech, bold counterintuitive claims tend to win the first three seconds, while lifestyle audiences respond better to payoff teases that show the result first.
- Average reels get roughly one save per 8.7 likes; if yours sit consistently worse than 1:10, the content is enjoyed but not valued.
- In the accounts observed, posting frequency didn't track with outlier rate, but publishing early inside a topic's window did.
Common questions.
01What counts as an outlier post on Instagram?
An outlier is a reel that beats its own account's typical views by a wide margin, with three times the median of the last 30 reels as a common working bar. A 200,000-view reel on an account that usually gets 5,000 is a strong signal. The same views on an account averaging 800,000 is below normal. The ratio matters, not the raw count.
02How long does a topic stay worth covering in my niche?
Most topic windows close within a few weeks. In AI and tech they close fast, often once two or three creators have covered the subject. Education topics tend to keep working for several weeks. Lifestyle windows follow trending audio and formats more than subject matter, so they're harder to predict. If ten accounts covered it last month, you're probably late.
03How much time does manual content research take?
Roughly two to three hours a week to scroll competitor accounts, work out ratios, note hook types and track topic windows. Most creators do it once, learn something useful and then stop because keeping it up is hard. Octupie automates the same steps by flagging posts that beat each account's usual views and breaking down why they worked.
