TJ Parker launches General Medicine, a healthcare store with transparent insurance pricing in all 50 states

Summary

TJ Parker — co-founder of PillPack, which Amazon acquired and folded into Amazon Pharmacy — is launching General Medicine, a healthcare store available in all 50 states that lets consumers shop for medical services the way they shop for anything else online.

The core product is a searchable catalog of healthcare services with upfront pricing. A patient with shoulder pain can search the symptom, answer intake questions, consult a clinician, and book an appointment — with personalized, insurance-adjusted pricing shown before they commit. Parker's own example: the same X-ray at two Intermountain facilities in Utah cost $100 in Park City versus $500 in Salt Lake under the same insurance plan. That kind of differential is invisible to most patients today.

Cash vs. insurance

General Medicine shows both cash and insurance pricing on the homepage, a deliberate choice informed by what Parker saw at Amazon Pharmacy. When that service put cash and insurance prices side by side, roughly a quarter of customers found cash was literally cheaper, and another quarter found it only marginally more expensive but worth it to skip prior authorizations and refill restrictions. Parker expects a similar split here.

Business model

The model combines a first-party medical group — with General Medicine's own doctors on staff for more complex or ambiguous cases — and a third-party marketplace of specialist providers. For any provider outside the network, General Medicine will still book the appointment and show pricing; it doesn't require provider integration to surface those options, which Parker argues avoids the selection bias that plagued earlier booking platforms where only providers with spare capacity showed up prominently.

Why now

Two regulatory and technical changes made this buildable. First, rules requiring health systems to open up patient data now let General Medicine pull a user's insurance details and full medical history at signup with just basic demographics — something that wasn't possible a few years ago. Second, LLMs power the pricing engine: the system reads a user's full coverage-of-benefits document, maps it to the specific service requested, and calculates where the patient sits in their deductible. None of that is exposed as a chatbot feature; it runs entirely in the background.

Parker is deliberately skeptical of the dedicated medical-LLM category, where startups try to build a better diagnostic AI than ChatGPT. His bet is that foundation models will absorb the symptom-to-diagnosis flow, and General Medicine sits downstream — turning that diagnosis into a transaction. The company has no plans to compete with ChatGPT for the triage layer, at least not as a core product.

Go-to-market

General Medicine is starting direct-to-consumer, mirroring PillPack's early arc. Parker notes that by the time he left PillPack, two-thirds of the business was B2B and partnership-driven, and he expects the same evolution here. The company has raised $30 million-plus — Parker references the figure in passing when joking about engineering resources — and is focused on search-driven acquisition and standard DTC channels for now.

The company took roughly 16 to 18 months to reach a 50-state launch, compared to PillPack's 12 months to 32 states at launch with the remaining states filled in over six to nine more months — similar timelines given the regulatory complexity of operating a medical service nationally.

Comp structure aside

Parker also touches on the Jony Ive departure from Apple to OpenAI. Large public companies, he argues, are structurally unable to make compensation exceptions even for transformational talent — while simultaneously willing to invest billions in speculative internal bets like the metaverse or Alexa with no differentiated upside for the people making those capital allocation decisions. The rigidity is not a Tim Cook problem; it's a design flaw in how big companies reward generalists over specialists.