What makes a great consumer insight?

“Insight” is one of the most overused words in marketing. Almost everything gets called one – findings, opinions, hunches, trends, hot takes dressed up in a chart. Most of it isn’t.

The question of what makes a good consumer insight isn’t academic. Most insight budgets are spent producing material that sounds like insight without doing the work of one. Real insights change what a business does next. Everything else is interesting.

Here’s the anatomy of a genuinely useful consumer insight – the tests a finding has to pass before it earns the title.

The spot tests – is this actually an insight?

Fast checks. Thirty seconds to see whether a “key finding” is the real thing.

It surprises you. If nobody in the room pauses when the insight lands, it’s a finding in an insight’s clothing. Surprise is the signal you’ve moved past what the business already assumed. No surprise, no insight.

It’s specific, not generic. “Consumers want convenience” isn’t an insight, it’s wallpaper. A good consumer insight names the customer, the behaviour and the tension. Generic insights are usually someone stopping the analysis one layer too early.

It’s non-obvious. If a competitor could arrive at the same conclusion without the work, it’s not an edge. The proprietary value of insight sits in the bits nobody else has bothered to uncover.

It’s a bit uncomfortable. Real insights often sting. They tell the business something it was trying not to notice – about its product, its positioning, its blind spot. If the finding feels clean and flattering, it’s probably been sanded down in the analysis.

The depth tests – does it hold up under pressure?

Passing the spot tests is necessary, not sufficient. The next bar is whether the insight is built on something real.

It has a “because.” A great insight doesn’t just describe behaviour, it explains it. “Gen Z are spending more on beauty” is a finding. “Gen Z are spending more on beauty because it’s one of the few affordable levers they have over how they feel” is an insight. The “because” is where the value sits.

It reveals a tension. The best insights live in the gap between two things that shouldn’t sit together – what people say versus what they do, what they feel versus how they rationalise, what the brand thinks it sells versus what customers actually buy. Tension is what makes insight feel true rather than polite.

It’s evidenced, not intuited. A nice opinion in a blazer isn’t an insight. Great insights triangulate – they show up across multiple sources (survey, behaviour, culture) and hold up from different angles. One source can lie. Three, pointing the same way, start to tell the truth.

The usefulness tests – can it actually do work?

The highest bar. Plenty of insights pass the first two and still die in a drawer.

It’s actionable at a specific level. A good insight tells you what to do next – which lever to pull, which segment to lean into, which message to drop. If the “so what” is vague, the insight isn’t finished.

It travels across teams. This is the test most insight teams quietly fail. A great consumer insight works for strategy, creative, innovation, product and leadership – not just researchers. If the only people who find it useful are the people who wrote it, it’s not travelling. And if it’s not travelling, it’s not going to change much.

It reframes the problem, and points forward. The highest form of insight doesn’t just answer the question that was asked. It changes how the business sees the category, and hints at where the market is heading. “People don’t buy drills, they buy holes in walls” is the textbook reframe. The live equivalent is the insight that makes a leadership team say, “we’ve been thinking about this wrong.”

Konfidant’s “feelings of the week” as a working example

This is the thinking behind Konfidant’s weekly feelings of the week format. Each week we surface the two or three emotional shifts actually moving in culture – not headline trends, not category noise, but the specific things consumers are feeling differently about this week, and why.

Each feeling is built to pass every test on the list. Specific (a named shift, a named group). Evidenced (triangulated across behavioural, social, cultural and panel data). It carries a “because” inside the write-up. And it’s designed to travel – creative teams find a tone in it, strategy finds a direction, leadership finds an early warning. Because it lands weekly, it also does the forward-looking job. You’re reading where things are moving, not where they’ve been.

It’s not the only format that produces great insight. It’s a useful model for what an insight should feel like when it’s doing its job.

The bottom line

A great consumer insight is a specific, evidenced, slightly uncomfortable truth about a customer that changes what the business does next. Anything softer is interesting. Anything vaguer is wallpaper.

If the finding you’re about to present passes all ten tests, you’ve got the real thing. If it only passes four or five, it probably needs another round of work before it earns the word “insight” at all.

See Konfidant’s weekly feelings of the week for examples of insight built to pass every test.