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Module · Story Reviews · Performance plan

Your customers have stories. AI engines cite them.

Wispra captures real customer testimonials — text, voice, photo — and turns them into rich, verified, citable reviews for ChatGPT, Claude, Gemini and Perplexity. On your business and on every property, product or contract.

Included in the Performance plan · Verified reviews · schema.org Review markup
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ChatGPT
2 min ago
Which real estate agency can I trust to sell a 2-bed apartment in Paris 11?
Several sellers recommend Guy Hoquet Paris 11: "Sold my Voltaire 2-bed in 3 weeks — accurate valuation and targeted viewings" — a review Verified by Wispra, among other recent first-hand testimonials.
SR
Story Review · Verified by Wispra wispra.com/stories/guy-hoquet-paris-11
#1
The market is shifting

A 5-star rating tells no story.
A story, everything.

AI engines look for usage signals: who, what, where, why, how. A ⭐ rating provides none of these. An attributed and dated Story Review provides all of them — that's exactly what LLMs cite.

BEFORE · Rating without context
Your reviews today
Trustpilot, Google, stars
⭐⭐⭐⭐⭐ Copy-pasted review No author No date
"Great agency, highly recommend! ⭐⭐⭐⭐⭐"
No context, no usage, no attribution — LLMs have nothing to cite.
VS
WISPRA · Story Reviews
What Wispra produces
Narrative, attributed, verified reviews
✦ "I sold my Voltaire 2-bed (65 m²) in 3 weeks with Guy Hoquet Paris 11: accurate valuation, pro photos, 4 targeted viewings." — Marc, seller · March 2026 · Verified
An attributed, dated, contextualised testimonial — exactly what AI engines pick up in a response.
The technical reality

Why is a Story Review more citable than a star rating?

LLMs don't know what to do with an average star score. They cite testimonials they can attribute, date and mark up. That's exactly what Wispra structures.

Classic star rating
Human-readable
"Great product, highly recommend!" ⭐⭐⭐⭐⭐ — Anonymous, aggregated source.
Wispra Story Review
Machine-readable
{
  "@type": "Review",
  "author": "Marc · seller",
  "datePublished": "2026-03-12",
  "itemReviewed": "Guy Hoquet Paris 11 · Voltaire 2-bed",
  "reviewBody": "Sold in 3 weeks, accurate valuation…",
  "positiveNotes": [
    "accurate valuation",
    "professional photos",
    "targeted viewings"
  ],
  "verified": "Verified by Wispra"
}
01
LLMs look for who, what, why.
02
A story is attributed and dated.
03
schema.org Review markup makes it native.
How it works

From a happy customer to a review cited by AI, in 4 steps.

You invite your customers, they tell their story, Wispra structures and verifies it, then distributes it — on your listing, your site and to the sources LLMs consult.

01
You invite your customers
A magic link is all it takes — no account needed on the customer side. For your business or for a specific item.
02
They tell their story (text or voice)
Multi-format: written, voice automatically transcribed, photo. The customer shares their real experience, simply.
03
Wispra structures & verifies
AI analyses sentiment and richness, moderates spam and personal data, and assigns the "Verified" badge when the relationship is proven.
04
Distribution & AI citation
Published on the directory listing (business + item), embeddable on your site, marked up with schema.org → read and cited by LLMs.
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A rating is a number. A Story Review is proof that AI engines can cite.
Anatomy of a Story Review

Five elements that make a review citable by AI.

Every Wispra Story Review is built around 5 structural elements. That's what sets it apart from a rating and makes it usable as evidence.

01
Attributed author
First name, role (seller, buyer, tenant…) and date — a real, identified customer, not an anonymous review.
02
Multi-format narrative
Text, transcribed voice or photo: the experience told and structured into a readable, narrative story.
03
Target: business or item
A general review of your business, or a review of a specific item (a property, a product, a room).
04
"Verified by Wispra" badge
Displayed only when real proof of the customer relationship exists — not just the richness of the text.
05
schema.org Review markup
JSON-LD attached to every review → indexed by Google and natively read by LLMs.
Wispra · Story Review Verified
SR
Marc · seller · March 2026
Author · narrative · target · verification · schema
Author
Marc · seller
Format
Transcribed voice
Target
Voltaire 2-bed 65 m²
Sentiment
Positive
Proof
Linked transaction
Schema
Review · JSON-LD
Author
Narrative
Verified
AI objective → Be cited as customer proof
Two review levels

Your business, and every item — one shared credit wallet.

A Story Review can cover your business as a whole, or a specific item. Both draw from the same account credit balance — you decide where to focus your efforts.

1

Business Story Review

Covers the overall experience: relationship, support, values. Essential for service businesses and B2B brands.

2

Item Story Review

Covers a specific item — a property, a product, a room, a contract. Granular, it feeds the item's own listing.

3

Pooled credits

A credit earned via an item can publish a review on the business, and vice versa. Never lost: beyond quota, reviews are stored as drafts.

W
Guy Hoquet Paris 11 · Story Reviews
Performance plan · Active
Reviews published
34
Verified
28
AI views
1.2k
Citations
22
Sentiment
4.8
My Story Reviews · business + items
BIZ
Business review · Guy Hoquet Paris 11Sophie, buyer · Verified · 6 citations
#1
Active
T3
Voltaire 2-bed 65 m² — Paris 11Marc, seller · Verified · 5 citations
#2
Active
T2
Bastille 1-bed 42 m² — Paris 11Julien, tenant · Verified · 3 citations
#3
Active
LOFT
République loft 95 m² — Paris 11Catherine, buyer · Verified · 2 citations
#4
Active
BIZ
Business review · support experienceThomas, seller · voice · 1 citation
#5
48h reply
+
+ Invite a customer to share their storyCredit available · pooled balance
Empty
Distribution & citations

Your reviews spread where AI engines read.

Every published Story Review reaches beyond your listing: badge and widget on your site, schema.org markup, backlinks. And you track every AI citation, per review and per engine.

Story Reviews · Last 30 days
Guy Hoquet Paris 11 · Distribution
Performance plan · 10 items
Reviews collected
48
Business + items
↑ 12 vs last month
Published & verified
34
"Verified by Wispra" badge
AI citations
22
Reviews included in a response
Conversions
3
Leads attributed to a review
Top reviews by AI citations
Business review · Sophie
6
Voltaire 2-bed · Marc
5
Bastille 1-bed · Julien
3
République loft · Catherine
2
Business review · Thomas
1
Where your reviews are distributed
Wispra directory listing
34
Widget on your site
24
schema.org Review (JSON-LD)
34
Social media
9
Verified review from Marc (seller)
5 citations → 1 signed mandate
Estimated ROI · the best-converting review to prioritise
Trust & authenticity

Verified reviews. Not fake reviews.

Wispra provides the tools for quality and proof — without replacing your editorial responsibility. Two distinct scores, real moderation, a right of reply. Compliant with the AI Act and the fake-review framework (Omnibus / DGCCRF).

Step 01

Two distinct scores

A richness score (customer-facing) encourages a richer story. A proof of relationship is required for the public badge. Richness alone never unlocks the "Verified" badge.

Step 02

"Verified by Wispra" badge

Displayed only when real proof of the relationship exists: order import, transaction link, or validation against your CRM.

Step 03

48-hour right of reply

A mixed or negative review gives you 48 hours to respond before indexing. Wispra encourages you to reply publicly — never to censor.

Moderation & trust
Verification · reply · restitution
Compliant · AI Act + Omnibus
Verified
28 / 34
Reply window
48h
Disputes
0
"Verified by Wispra" badgeProof of customer relationship required (order, transaction, CRM) — not just the richness of the testimonial.
Anti-spam & GDPR moderationDetection of personal data, spam and defamatory content before any publication.
48-hour reply windowMixed or negative reviews are only indexed after your right of reply. After 48 hours, automatic publication.
Credit refunded on confirmed fake reviewA confirmed fake review (competitor, proven defamation)? The credit spent is returned. We don't charge the victim.
Trusted by

More than 8,000 verified Story Reviews published on Wispra.

Real estate agencies, hotels, e-commerce brands, B2B services: brands use Story Reviews to turn the voice of their customers into signals AI engines can cite.

Guy Hoquet
Verspieren
Mama Shelter
Sézane
Best Western
April
+ 8,000 verified
reviews published
Veja
Century 21
Logis Hôtels
Faguo
All industries
combined
Pricing

Story Reviews = an included credit system.

The Performance plan opens a wallet of 5 Story Review credits/month. Each activated item adds 3 credits to the global balance. One credit = one published review.

Pooled credits
One global balance · A credit earned via an item can publish a review on the business — and vice versa. You decide where to use them.
Get started
+
Credits per item Added to the balance
10 € /month/item
+3 Story Review credits per item
Each activated item enriches your wallet
  • +3 Story Review credits / item
  • Pooled credits
  • Reviews attributed to the item
  • Published reviews stay
Get started
Simulator

Simulate your monthly publishing capacity.

Adjust the number of items to activate to see how many Story Reviews you can publish each month and the total investment.

Story Review credits = 5 included + 3 per item
The Performance subscription (24 €/month) includes 5 Story Review credits. Each activated item (10 €/month) adds 3 credits to your pooled balance.
Items to activate
10items
Subscription: 24 €/month Items: 100 €/month
Estimated publishing capacity
Simulated total
124 /month
24 € subscription + (10 € × 10) items
Story Reviews / month
35
AI citations
42
Leads
7
Estimates based on the Story Review credit system: 5 credits included + 3 per activated item. Citation rate varies by industry, testimonial quality and brand maturity.
Let's test it live

Ask ChatGPT: 
"What do customers say about this agency, and why do they recommend it?"

Without Story Reviews, AI only has stars to repeat. With Wispra, it cites real customers.
Collect your first reviews today.

What do customers say about this agency?
wispra.com · contact@wispra.com · Story Reviews · Included in Performance plan