Case library

Twenty cases.
One backbone.

How the Petnest AI data backbone shows up in real life, case by case. Filter by category, or by who you are — investor, clinician, or partner. Every case follows the same shape: Problem · Data · Petnest plays it · Outcome.

Read by audience

For investors

Revenue lines, defensibility, and the data flywheel across SaaS, insurance, strategy and public health.

For clinicians

How AI scribe, structured EHR, radiology and clinic intelligence actually change the consult.

For partners

Data-driven workflows insurers, pharma, brands, breeders and e-commerce can plug into.

Audience
Category
Clinic SaaSCase 01
−35%
documentation time / consult

Shanghai solo vet — from paper records to a living history

Petnest ingests the legacy stack by OCR into SOAP; the AI scribe captures new consults live. Duplicate diagnostics drop and owner trust rises.

InvestorClinician
Analogue · Vetnio AI at IVC Evidensia — up to 15 min saved per consult.
Clinic SaaSCase 38
+25%
effective capacity utilisation

Smart scheduling — the right slot for the right case

The scheduling agent predicts realistic slot length, surfaces no-show risk pre-booking, and routes complex cases to senior vets. On-time rate +35%.

Clinician
Analogue · Mayo and Kaiser already optimise human schedules this way.
AI Scribe & EHRCase 08
0 min
in-consult typing time

First-visit kitten — full SOAP from a spoken exam

The AI scribe transcribes the consult, structures SOAP, populates the vaccine and deworming schedule, and writes a bilingual discharge note — before the vet leaves the room.

Clinician
Benchmark · Vetnio AI scribe — 15 min/consult saved at scale.
AI Scribe & EHRCase 09
−¥2,800
redundant labs avoided / year

Senior CKD follow-up — longitudinal continuity across three years

Petnest charts creatinine, SDMA, phosphate and weight on one trend line. The vet sees the trajectory before the cat enters the room; titration becomes data-driven.

ClinicianInvestor
Reference · Trupanion's longitudinal claims data drives 16-factor underwriting.
AI RadiologyCase 12
92%
AI confidence score, confirmed

French Bulldog after a fall — fracture detection on a busy Saturday

AI radiology highlights the fracture line at 92% confidence, overlays a comparison atlas, and suggests two angled retakes. Confirmed within four minutes.

Clinician
Reference · SignalPet diagnostic-AI suite — 1,000+ studies at UK rollout.
AI RadiologyCase 15
Pre-rupture
splenic mass caught before rupture

Senior wellness imaging — early tumor screening on a 10-year-old retriever

On a clinically normal-looking dog, AI flags a subtle splenic mass (76% confidence) and recommends ultrasound. Removed pre-rupture; benign on biopsy.

Clinician
Reference · Golden retrievers carry ~60% lifetime cancer risk.
Owner AppCase 16
90 days
guided onboarding plan

First-time owner — the new-kitten 90-day journey

Petnest generates a guided 90-day plan: vaccine schedule with reminders, food-introduction logic, red-flag symptoms, one trusted vet within 5km, and AI-vetted product picks.

Investor
Insight · Year 0–1 engagement sets the lifetime human–pet bond.
Owner AppCase 18
Zero
diagnostic restart on relocation

Expat family — moving Shanghai to Beijing with the full history

Petnest shares the complete consent-managed record with the new clinic in seconds, and translates clinical Mandarin into French and English at a tap. Zero diagnostic restart.

InvestorClinician
Sector · Inter-city pet relocation grew 40%+ YoY post-pandemic.
Owner AppCase 42
+60%
preventive care adherence

Predictive care timeline — the next 90 days, already mapped

A timeline lays out the next 90 days: deworming W2, heartworm test W6, dental check W8 — each one one-tap-bookable into the home clinic.

Investor
Precedent · Banfield Wellness Plans drive similar adherence — without the lock-in.
Trust LayerCase 21
Shift
sales-driven → outcome-driven care

AI-assisted second opinion — pricing transparency at the counter

For an over-priced procedure, Petnest offers an AI review of the file plus a city-level benchmark of typical plans and costs — prompting a second opinion when the plan falls outside range.

InvestorClinician
Insight · The trust layer is the highest monetisation unlock in the platform.
Trust LayerCase 22
Retained
vet–owner relationship, evidence-based

Treatment plan validation — when a complex plan is right, the owner sees why

For a diabetic cat's aggressive insulin protocol, Petnest runs an evidence-based review and explains, plainly, why it matches best practice for this glucose profile. The owner stays; the protocol works.

ClinicianInvestor
Insight · The trust layer protects honest vets as much as it polices outliers.
Insurance APIsCase 23
Months
time to market, not years

Domestic insurer — launching a credible pet line with no actuarial foundation

Petnest delivers de-identified loss benchmarks, profile risk scoring, and an SDK for instant direct-pay at connected clinics. The insurer launches with multi-factor underwriting on day one.

InvestorPartner
Reference · Trupanion — 1.15M pets, 16-factor underwriting, ~$1.45B ARR.
Insurance APIsCase 25
<60s
in-clinic enrolment time

Embedded enrolment — friction-free at the vet counter

At end of consult, the clinic offers one-tap enrolment in any partner plan with pre-filled risk data, instant quote and in-app payment. Enrolment falls from 20 minutes to under 60 seconds.

PartnerInvestor
Sector · China's mobile-payment rails make vet-counter enrolment uniquely viable.
Insurance APIsCase 26
Card-time
direct insurer-to-clinic pay

Vet-counter direct pay — the experience that closes the loop

Petnest's claims-validation API authorises payment at the counter, the insurer pays the clinic directly, and the owner co-pays only the deductible — within the time of a card transaction.

Partner
Analogue · Trupanion Express direct-pay, built on similar API rails.
Pharma RWECase 27
Months
earlier AE-signal detection

Multinational pharma — faster pharmacovigilance on a chronic NSAID

Petnest's PetBERT-class NLP mines clinical narratives at scale and delivers a monthly AE-signal report grouped by signal type, breed, age and comorbidity.

Partner
Reference · SAVSNET-style NLP surveillance runs on 8-week cycles.
Pharma RWECase 28
12+ mo
faster to market

NMPA new-drug filing — real-world evidence for an approval path

Petnest configures a consented RWE study in-platform: opt-in cohort, structured outcome capture, monthly interim reports, and a submission-ready dataset delivered with the filing.

PartnerInvestor
Standard · FDA GFI #266 recognises RWE in veterinary drug approvals.
Brand & NutritionCase 30
Evidence
claim, not just composition

Premium renal-support kibble — an evidence-based marketing claim

Petnest configures a 12-month observational study tracking creatinine, SDMA, body condition and quality of life. Claims migrate from 'nutrient-balanced' to 'evidence-backed slower progression'.

Partner
Standard · FDA GFI #266 framework for veterinary nutritional claims.
Public HealthCase 32
8 wks
SAVSNET surveillance precedent

Syndromic surveillance — early canine enteric outbreak in a tier-1 city

Petnest's near-real-time syndromic module mines narratives city-wide and pushes spatial-temporal heatmaps to the municipal authority — enabling early intervention and biosecurity guidance.

InvestorPartner
Precedent · SAVSNET identified the 2019–20 UK canine enteric outbreak.
Breeders & LineageCase 34
Lineage
verifiable, persistent across owners

Premium Ragdoll cattery — verifiable lineage, a persistent record

Petnest issues a breeder-signed digital Pet Health Passport that follows the kitten through every owner and clinic — feeding longitudinal outcomes back into breeding decisions.

Partner
Sector · Equivalent passports exist for equine and bovine pedigrees.
Strategy ConsultingCase 43
2.5×
premium SKU conversion vs baseline

Premium pet food brand — where to launch, to whom, with what

Petnest delivers a population-health map: where premium demand is latent, which conditions to target, which owner profile to address. The launch focuses on the districts where senior-pet density and spend align.

PartnerInvestor
Analogue · Western RWE-led brand strategy has been standard for a decade.
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The full library spans eleven product modules and all five revenue rails.

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