Architecture deep-dives, guides and product updates — from the Petnest team and the clinics, insurers and pharma partners we work with.
The same data, monetised five times. Here's how each revenue rail stacks on the same backbone.
Each agent is built for one user, one job — all running on the consent-tokenised backbone, feeding the same outcome loop.
See the agent mapThe standardisation layer that makes everything else possible — paper, PDFs and 4+ PMS systems unified in days.
Inside the backboneA practical playbook from real clinic workflows.
ArchitectureHow we normalise records, labs and owner signals into one queryable model.
Insurance whitepaper16-factor underwriting, vet-counter direct pay and licensable actuarial tables.
Pharma briefingConsented observational cohorts and NMPA submission-ready data packs.
Trust & privacyBuilding a pet-care assistant that always defers to the vet on clinical calls.
Owner guideVaccines, food-introduction logic and the red flags to watch for.
Live transcription now runs ZH/EN and drafts the discharge note before you leave the room.
Real-time claims validation — the insurer pays the clinic directly; the owner pays only the deductible.
Longitudinal alert cards — 'creatinine trending up', 'weight loss accelerating' — to owner and primary vet.
PetBERT-class signal mining delivering monthly AE reports to pharma partners.
Native connectors structure legacy records into the Petnest schema with no downtime.