Questions
Is there a cheaper alternative to expert calls for consumer questions?
TL;DR
- For questions about what consumers will do, yes: a consumer study. It costs a fraction of a round of expert calls, and it asks the customers instead of getting one person's view of them.
- Neon Blue builds simulated audiences: AI models that answer the way a defined group of people would, grounded in Neon Blue's own paid studies and AI-moderated interviews with real people.
- Keep expert calls for how a business works and why management made a choice. Move what-will-customers-do questions to a consumer read.
- Use the split to tier your names: full calls where the thesis is moving, a lighter consumer check on the rest.
Why are expert calls a poor fit for consumer questions?
Expert calls are good at depth. A former regional manager can explain how labor scheduling works or why a promotion failed. They are a weak fit for questions about many customers' choices, for three reasons:
- One view, not a distribution. An expert tells you what they think customers do. You need how many customers will do it, and which ones.
- Sample bias. The people who take expert calls are a narrow, self-selected group. Their view of the end customer is second-hand.
- Cost per answer. Each call is priced for an expert's time. Paying that to ask "would customers pay more?" buys one second-hand opinion.
For the consumer side of that split, see consumer channel checks and what AI channel checks are for consumer questions.
Which questions go where?
| Question type | Best source |
|---|---|
| How does this business make money, and what changed? | Expert or operator call |
| Why did management do this, and what happens next inside the company? | Expert or operator call |
| What's happening with inventory, orders or the trade? | Channel call |
| Will customers pay the new price, switch or churn? | Consumer study |
| Who is trying the new product, and what does it replace? | Consumer study |
| Did customer sentiment shift this quarter? | Consumer study on a fixed audience definition |
How do you split the work across a coverage list?
- Tier the names. Names where the thesis is moving get full calls plus a consumer read. The rest get a lighter consumer check each quarter.
- Write the consumer question for each name. One line in the model, one question behind it.
- Keep the audience definition fixed. Same segments each quarter, so a change in the read reflects behavior, not a new mix of people.
- Use calls to explain, not to count. When a consumer read surprises you, book a call to understand why.
What does the split look like?
Hypothetical: you cover a coffee chain and a rival. You've been using two expert calls a quarter on each to ask whether customers are visiting less after price increases.
- Move the visit question to a consumer study: guests by visit frequency, asked about visits now versus last quarter and why.
- Keep one call a quarter with a former operator to understand labor, mobile ordering and store openings.
- When the consumer read shows light guests pulling back at one chain and not the other, use the operator call to ask what differs in pricing or offers.
Want this run on your own question? Neon Blue's first study is free: start a free first study.
What does a consumer study not give you?
- Inside knowledge of how a company operates. That still needs operators.
- A read on fast-moving, news-driven swings.
- A stock call. Neon Blue doesn't predict stocks or give price targets.
- Treat a read as one directional input, not a settled number.
Questions about expert calls and consumer studies
Do I still need expert calls?
Yes. A consumer study takes the consumer questions off the call so the expert's time goes to how and why. Most funds use both.
Is a consumer study the same as a custom survey?
It answers the same kind of question. Neon Blue runs it on a simulated audience built from real people's interview and survey data, not generic LLM personas, and labels every simulated result.
How does the cost compare with expert calls?
A consumer study costs a fraction of a round of expert calls. Spend the call budget on the how and why questions only an operator can answer.
Can I get the consumer read as numbers?
Yes. Results come by segment so you can put them in the model. Delivery is a report today, with an ongoing data stream, an API and a Slack agent in build.
What about business buyers rather than consumers?
For B2B questions, Neon Blue's B2B buyer panels are in build, and a free first study on a buyer panel is available today.
How do I start a free first study?
Bring the consumer question you last paid an expert call to answer. Neon Blue's first study is free. Start a free first study