Refine earnings, risk, and strategy narratives that build confidence.
echo tests investor-facing language to reveal confusion, skepticism, and the questions that follow. See what builds confidence and what creates risk.
See how earnings, strategy, and risk language are interpreted and refine the lines that create confusion or skepticism.
Most IR risk comes from how statements are interpreted. echo surfaces where language implies the wrong thing and shows how to clarify it without changing the facts.
When risk language is vague or overly positive, confidence drops. echo helps you explain risk and mitigation clearly so it feels honest and proportional.
When a narrative works, echo exports script ready wording, the supporting drivers, and a list of expected questions so CEOs, CFOs, IR, and comms stay aligned.
Explore short briefs built from real Al conversations. See what people care about, what confuses them, and what actually shapes decisions.
Why people choose Monster, Celsius, or Red Bull, and what tips the decision at the shelt
“Celsius feels ‘cleaner, but Monster is stil the one that hits.”
How people choose airlines for business versus leisure, including price, trust, reliability, and stress.
“I’ll pay more if I trust they won’t ruin my day.”
How people talk about credit including fees, denials, faimess, and moments trust breaks.
“It’s not the rate—it’s feeling tricked.”
How people decide between Lowe’s and Home Depot, including in-store versus online and drop-off
“If I can’t find it fast, I’m gone”
You ask, we answer.
Yes – you can test draft language, redacted versions, or hypothetical framing without sharing MNPI. We recommend using only what you’re comfortable disclosing publicly.
Yes – results can be segmented by self-reported experience and inferred familiarity signals in conversation. You’ll see where experts push back versus where generalist confusion forms.
Fast – you can run a read-through on key lines and get directional feedback quickly. Teams typically iterate in short cycles until the confusion and misread flags drop.
Start by exploring what echo already knows. Go deeper when you’re ready.