Compute / Cloud

S3-compatible buckets. Where weights, datasets and artefacts sit when they are not in a database.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Fly.io11 ATTRIBUTES ANSWEREDAceCloud8 ATTRIBUTES ANSWEREDExoscale8 ATTRIBUTES ANSWEREDImpossible Cloud8 ATTRIBUTES ANSWERED3NV7 ATTRIBUTES ANSWEREDSevalla7 ATTRIBUTES ANSWEREDLeafcloud6 ATTRIBUTES ANSWEREDBunny CDN4 ATTRIBUTES ANSWEREDFlightcontrol4 ATTRIBUTES ANSWEREDNetlify4 ATTRIBUTES ANSWEREDAkamai Cloud (Linode)3 ATTRIBUTES ANSWEREDCirrascale3 ATTRIBUTES ANSWERED

Managed container and app hosting: push a repository, get a running service. Render, Railway, Heroku, Fly.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Fly.io11 ATTRIBUTES ANSWEREDKoyeb7 ATTRIBUTES ANSWEREDRender7 ATTRIBUTES ANSWEREDSevalla7 ATTRIBUTES ANSWEREDSalad6 ATTRIBUTES ANSWEREDVerda (DataCrunch)5 ATTRIBUTES ANSWEREDBunny CDN4 ATTRIBUTES ANSWEREDCerebrium4 ATTRIBUTES ANSWEREDFlightcontrol4 ATTRIBUTES ANSWEREDLade4 ATTRIBUTES ANSWEREDLyceum3 ATTRIBUTES ANSWEREDCyfuture AI2 ATTRIBUTES ANSWERED

A machine you administer yourself, billed hourly or monthly. The oldest and still the most common way to host something.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Fly.io11 ATTRIBUTES ANSWEREDCloudzy9 ATTRIBUTES ANSWEREDAceCloud8 ATTRIBUTES ANSWEREDExoscale8 ATTRIBUTES ANSWERED3NV7 ATTRIBUTES ANSWEREDDatabase Mart6 ATTRIBUTES ANSWEREDHostinger6 ATTRIBUTES ANSWEREDLeafcloud6 ATTRIBUTES ANSWEREDBreezeHost5 ATTRIBUTES ANSWEREDVerda (DataCrunch)5 ATTRIBUTES ANSWEREDZenlayer5 ATTRIBUTES ANSWEREDFlightcontrol4 ATTRIBUTES ANSWERED

Postgres, MySQL and Redis operated by the provider. General application data, not retrieval -- vector stores live in Data / RAG.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Fly.io11 ATTRIBUTES ANSWEREDAceCloud8 ATTRIBUTES ANSWEREDExoscale8 ATTRIBUTES ANSWEREDKoyeb7 ATTRIBUTES ANSWEREDRender7 ATTRIBUTES ANSWEREDSevalla7 ATTRIBUTES ANSWEREDDatabase Mart6 ATTRIBUTES ANSWEREDHostinger6 ATTRIBUTES ANSWEREDLeafcloud6 ATTRIBUTES ANSWEREDFlightcontrol4 ATTRIBUTES ANSWEREDLade4 ATTRIBUTES ANSWEREDAkamai Cloud (Linode)3 ATTRIBUTES ANSWERED

Static hosting and content delivery at the edge, where a model response is cached or a front end is served from.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Fly.io11 ATTRIBUTES ANSWEREDAceCloud8 ATTRIBUTES ANSWEREDExoscale8 ATTRIBUTES ANSWEREDKoyeb7 ATTRIBUTES ANSWEREDRender7 ATTRIBUTES ANSWEREDSevalla7 ATTRIBUTES ANSWEREDHostinger6 ATTRIBUTES ANSWEREDBunny CDN4 ATTRIBUTES ANSWEREDFlightcontrol4 ATTRIBUTES ANSWEREDNetlify4 ATTRIBUTES ANSWEREDAkamai Cloud (Linode)3 ATTRIBUTES ANSWEREDpushr.io3 ATTRIBUTES ANSWERED

A Kubernetes control plane someone else operates, with nodes you size.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Fly.io11 ATTRIBUTES ANSWEREDAceCloud8 ATTRIBUTES ANSWEREDExoscale8 ATTRIBUTES ANSWEREDDatabase Mart6 ATTRIBUTES ANSWEREDLeafcloud6 ATTRIBUTES ANSWEREDAkamai Cloud (Linode)3 ATTRIBUTES ANSWEREDCivo2 ATTRIBUTES ANSWEREDCleura2 ATTRIBUTES ANSWEREDCyfuture AI2 ATTRIBUTES ANSWEREDGreen AI Cloud2 ATTRIBUTES ANSWEREDThalassa Cloud1 ATTRIBUTE ANSWEREDAlibaba CloudNO ANSWER ON RECORD

A whole physical machine, no hypervisor between you and it. Usually billed by the month, and the reason a GPU rate card sometimes has no hourly price on it.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Impossible Cloud8 ATTRIBUTES ANSWERED3NV7 ATTRIBUTES ANSWEREDOVHcloud7 ATTRIBUTES ANSWEREDBreezeHost5 ATTRIBUTES ANSWEREDLatitude.sh5 ATTRIBUTES ANSWEREDZenlayer5 ATTRIBUTES ANSWEREDContabo3 ATTRIBUTES ANSWEREDGPUaaS3 ATTRIBUTES ANSWEREDTTheAI Cloud3 ATTRIBUTES ANSWEREDHetzner2 ATTRIBUTES ANSWEREDSwissGPU2 ATTRIBUTES ANSWEREDLeasewebNO ANSWER ON RECORD

A general-purpose public cloud that is not one of the big three: compute, storage, networking and managed services from one account. Oracle, Alibaba, IBM, OVHcloud, Scaleway, DigitalOcean.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

AceCloud8 ATTRIBUTES ANSWEREDExoscale8 ATTRIBUTES ANSWEREDOVHcloud7 ATTRIBUTES ANSWEREDDigitalOcean6 ATTRIBUTES ANSWEREDIBM Cloud3 ATTRIBUTES ANSWEREDCleura2 ATTRIBUTES ANSWEREDScaleway2 ATTRIBUTES ANSWEREDThalassa Cloud1 ATTRIBUTE ANSWEREDAlibaba CloudNO ANSWER ON RECORDOOracle CloudNO ANSWER ON RECORDUUpCloudNO ANSWER ON RECORD

Per-invocation compute with no server to keep alive. Includes edge runtimes.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Koyeb7 ATTRIBUTES ANSWEREDGeodd5 ATTRIBUTES ANSWEREDCerebrium4 ATTRIBUTES ANSWEREDNetlify4 ATTRIBUTES ANSWEREDCirrascale3 ATTRIBUTES ANSWEREDRailway2 ATTRIBUTES ANSWEREDFirebase1 ATTRIBUTE ANSWEREDZeabur1 ATTRIBUTE ANSWEREDAlibaba CloudNO ANSWER ON RECORDOOracle CloudNO ANSWER ON RECORD

Amazon Web Services, Microsoft Azure and Google Cloud. The line is drawn at these three deliberately: every wider reading of the word is an argument rather than a test. A provider that runs its own general-purpose public cloud at any other scale belongs in cloud-platform.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Flightcontrol4 ATTRIBUTES ANSWEREDGoogle Cloud3 ATTRIBUTES ANSWEREDGPUaaS3 ATTRIBUTES ANSWEREDIBM Cloud3 ATTRIBUTES ANSWEREDAmazon Web Services2 ATTRIBUTES ANSWEREDMicrosoft Azure2 ATTRIBUTES ANSWEREDThunder Compute1 ATTRIBUTE ANSWEREDAlibaba CloudNO ANSWER ON RECORDOOracle CloudNO ANSWER ON RECORD

GPU compute billed per invocation, with nothing to keep alive between calls.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Impossible Cloud8 ATTRIBUTES ANSWEREDRunPod5 ATTRIBUTES ANSWEREDCerebrium4 ATTRIBUTES ANSWEREDFal.ai4 ATTRIBUTES ANSWEREDLyceum3 ATTRIBUTES ANSWEREDCyfuture AI2 ATTRIBUTES ANSWERED

Marketplaces and aggregators reselling other providers' capacity.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Shadeform6 ATTRIBUTES ANSWEREDGPUaaS3 ATTRIBUTES ANSWEREDSF Compute2 ATTRIBUTES ANSWEREDLium1 ATTRIBUTE ANSWEREDSkyPilot1 ATTRIBUTE ANSWERED

Software licensed to a service provider so THEY can turn bare GPUs into a billed, multi-tenant cloud -- pooling, metering, billing, white-label UI. Distinct from GPU clouds (7): members here rent to nobody and are never a customer's point of sale. Run:ai, Rafay and Spectro Cloud are the same shape and not yet in this catalogue.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

hosted.aiNO ANSWER ON RECORD