Give AI engines stories they can tell your clients.
For every property, product or room, Wispra generates up to 5 use cases — fictional scenarios that help ChatGPT, Claude, Perplexity and Gemini understand who your offer is for.
LLMs love stories.
5× more citations with a scenario than a raw spec sheet.
A product description lists features. A story tells a usage. LLMs cite what they can narrate — not what they have to decode.
Why a use case is more citable than a description.
An LLM reasons by analogy. A use case gives the model a precedent it can transpose to the user's query. A raw spec sheet forces it to infer — and it doesn't always do that.
2-bed 65 m², east-facing balcony, 4th floor with lift, parking included, EPC C. Quiet Hackney area.
{
"@type": "UseCase",
"persona": "first-time buyer 34 · Sophie",
"intent": "buy quiet 2-bed · 5yo child · near station",
"matchedItem": "2-bed Hackney 65 m²",
"matchReasons": [
"4th floor with lift",
"bright east-facing balcony",
"quiet family area"
],
"disclaimer": "Fictional profile"
} From your Targets to a citable use case, in 4 steps.
Wispra uses the Targets defined in your account to generate up to 5 AI-ready narrative scenarios per item.
Five elements that let an LLM tell your story.
Every Wispra Match Story is built from 5 structuring elements. That's what makes it usable as proof of usage.
Up to 5 use cases per item — to match every profile.
Each catalogue item generates 3 to 5 different Match Stories. The more items you activate, the more target profiles you cover.
3 to 5 cases per item
Wispra generates several scenarios per item — each matching a different Target defined in your account.
Regenerate on demand
You can regenerate, edit, delete each use case. You validate what works for you.
Embeddable on your site
Each Match Story can be displayed on your product / property page — "Fictional profile" disclaimer included.
See which scenario AI engines cite most.
The dashboard cross-references your Match Stories with captured AI citations: you know which persona converts, which scenario LLMs prefer, which Target to boost.
Zero mental load. We generate, you validate.
No sociologist, no dedicated copywriter. Wispra builds use cases from your Targets and items — you validate or regenerate.
Your Targets become the raw material
Define your Targets once (4-6 profiles), Wispra reuses them for every future item.
Automatic per-item generation
For every new item, 3 to 5 use cases are generated automatically and submitted for validation.
You validate, edit, regenerate
The Wispra editor lets you change persona, intent, reasons. Unlimited regeneration.
More than 3,200 use cases published on Wispra.
Brands use Match Stories to help LLMs tell their offers — by persona, by intent, by usage context. Joining brands across Europe.
published
combined
Use cases = included in the Performance plan.
Match Stories are included in the Performance subscription (€24/month). For each item activated as a campaign (€10/month), you get up to 5 use cases.
- Up to 5 brand use cases
- 4-6 active Targets
- Unlimited regeneration
- Embeddable on your site
- Auto "fictional" disclaimer
- 3 to 5 use cases per item
- Persona × intent × match
- Unlimited regeneration
- Auto-archive when sold
Estimate your monthly use case volume.
Adjust the number of items to activate to see how many use cases you generate and the total investment.
Ask ChatGPT:
"Who is this product / property / policy for?"
Without use cases, the AI hesitates. With Match Stories, it recommends you directly.
Launch your use cases today.