Customer Stories  ·  Real Numbers

Case studies

How brand teams used misquoted to fix what AI was getting wrong about them — measured, dated, and verifiable. No "synergy". No "10x". Just the score deltas and the playbooks that produced them.

+38
Avg Score Lift
across 24 customer reports, in 60 days
6.5×
Pricing Accuracy
improvement on pricing-question consensus
$0
Ad Spend
organic AEO work — no paid placement
27d
Median Time-to-Lift
from initial scan to verified improvement
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Fintech · B2B
Initech
Finance
120-person company  ·  SOC2 reg.

Killing the "Initech is for accountants only" narrative

Models had pegged them as accounting software. They sell to ops teams. Six weeks of schema work flipped the consensus.

+44 pts
Score · 60 days
E-commerce · B2C
Hovrwear
Apparel
DTC · Series A · 800 SKUs

Reclaiming brand voice from confused models

Three models had merged Hovrwear with a defunct competitor. Disambiguation via schema + Wikidata cleanup.

+31 pts
Score · 45 days
Healthcare · B2B
Carelink
Systems
EHR vendor · 12 years old

When "old" gets parsed as "deprecated"

Models kept saying Carelink was discontinued. It wasn't. The fix was a sustained content + press cadence.

+27 pts
Score · 90 days
Devtools · B2B
Pipemark
CI
YC W24 · Open core

Open-source disambiguation at scale

Models confused the OSS project with the SaaS. Two pages of clarifying schema fixed the ambiguity.

+39 pts
Score · 35 days
Media · B2C
Ledgerbeat
News
Crypto media · 4M MAU

Surviving the AI Overview takeover

Google AI Overviews ate 38% of their traffic. Structured citations got most of it back via Perplexity.

+52 pts
Score · 75 days
Agency · Multi-brand
Greybox
Studio
Marketing agency · 14 clients

AEO as an agency service line

Greybox bundled misquoted scans into their retainer. Six clients upgraded to Monitor Pro in Q1.

$48k
New ARR · Q1 2026