Adaptyv

Adaptyv Bio is purpose-built for the AI-driven protein design workflow. If you're training generative models like RFdiffusion or ProteinMPNN, you need high-quality labelled binding data to close the loop — and Adaptyv delivers that faster than any CRO. The fully automated lab means you spend zero time on wet-lab logistics; just upload sequences and get clean results in under three weeks. We've seen teams use it to test hundreds of designs per round, with consistent quality. However, the service isn't cheap — pricing starts at $149/protein for 96 at screening resolution, and full affinity assays require contacting sales for larger batches. Small academic labs on tight budgets may find it prohibitive. Also, Adaptyv only supports binding, expression, and thermostability assays; if you need custom enzymatic activity or cell-based assays, you'll need a traditional CRO. For AI-first teams at well-funded startups or pharma companies, Adaptyv is a no-brainer — it directly accelerates the design cycle. For others, it's worth evaluating whether the speed justifies the cost. Compared to traditional CROs like GenScript or Twist, Adaptyv wins on turnaround and data cleanliness, but loses on assay flexibility.