DBD
Deploy models in hours, not days 1 substrate for dev & prod
9 followers
Deploy models in hours, not days 1 substrate for dev & prod
9 followers
Most ML teams run dev on GCP, prod on AWS. Every release = manual migration, weights break CI/CD, dev/prod drift. DeployByDesign removes the gap. One managed substrate for both. Promote models by reference, not file pushes. Days → hours. ✓ Zero-setup workspaces (Jupyter, VS Code, RStudio) ✓ Drive/OneDrive sync ✓ Full audit trail ✓ Managed backend & DevOps ✓ Auto-stop + one flat invoice
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Launch Team
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Promoted
Promote by reference is genuinely a smart angle, the dev/prod weight drift problem has bitten our team before. Curious how the auto-stop billing actually works in practice across both clouds without weird surprises on the invoice.
Hi @elizabeths37473, thanks for the thoughtful question! The auto-stop billing is designed to ensure you're only charged while workloads are actively running, with consistent behavior across both clouds to help avoid unexpected costs. There are a few implementation details worth walking through, though. I'd be happy to give you a demo and answer all your questions—feel free to email us at sales@astradigit.com.