{
  "data": {
    "a": {
      "slug": "beam",
      "name": "Beam",
      "vendor": "Beam",
      "vendorUrl": "https://www.beam.cloud",
      "kind": "platform",
      "category": "gpu-compute",
      "summary": "Serverless GPU endpoints, task queues, functions, pods and sandboxes from Python decorators, on the open-source beta9 runtime.",
      "url": "https://www.anchorterminal.com/tools/beam",
      "markdownUrl": "https://www.anchorterminal.com/tools/beam.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/beam.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/beam.json",
      "repo": "https://github.com/beam-cloud/beta9",
      "license": "AGPL-3.0",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://app.beam.cloud/api/v1",
      "packages": [
        {
          "registry": "pypi",
          "name": "beam-client"
        }
      ],
      "auth": "api-key",
      "authNotes": "API token from platform.beam.cloud, read from `BEAM_TOKEN` by the SDK and CLI or stored by `beam login` in `~/.beam/config.ini`, with named contexts for several workspaces. Deployed endpoints take the same token as `Authorization: Bearer`. The TypeScript SDK sets `beamOpts.token` server-side.",
      "pricing": "freemium",
      "pricingNotes": "Developer plan is free plus usage, Team $89 a month plus usage, Growth on request. Billed by the millisecond only while a container runs, which includes `on_start` and `keep_warm_seconds`; cold starts and image pulls aren't billed. Serverless GPUs are RTX 4090 24 GB $0.000192 a second ($0.69 an hour), RTX 5090 32 GB $0.000303 ($1.09), H100 PCIe 80 GB $0.000972 ($3.50). Reserved on-demand machines from $0.44 an hour (RTX 4090), $1.36 (A100 80 GB), $1.83 (H100 PCIe), $2.09 (H200), $4.11 (B200), billed until released even when idle. CPU $0.0000125 a core-second and RAM $0.0000021 a GiB-second on CPU-only work, $0.000105 and $0.0000055 when attached to a GPU, $0.0000375 and $0.0000064 in sandboxes. Storage 1 TB included, then $0.021 a GB-month (https://www.beam.cloud/pricing, https://docs.beam.cloud/v2/resources/pricing-and-billing).",
      "priceSummary": "$0.045 / vCPU-hr",
      "where": "hosted",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 1800,
        "npmWeekly": null,
        "pypiWeekly": 8481,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.beam.cloud",
      "llmsTxt": "https://docs.beam.cloud/llms.txt",
      "capabilities": [
        "compute.gpu",
        "compute.serverless",
        "compute.endpoints",
        "compute.batch",
        "compute.containers"
      ],
      "tags": [
        "hosted",
        "freemium",
        "free-tier",
        "open-source",
        "self-hosted",
        "python",
        "typescript",
        "llms-txt",
        "async-jobs"
      ],
      "lastRelease": "2026-10-01",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 55.5,
        "grade": "C",
        "agentReady": false,
        "rank": 588,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 11,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 58,
          "maintenance": 85,
          "payments": 40,
          "reliability": 55,
          "schema": 58,
          "security": 50,
          "transparency": 74
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": -2,
        "negativeNotes": [
          "-2: `beam deploy --format json` writes the full workspace bearer token into the JSON logs array that CI systems keep. Filed by a Beam engineer on 2026-08-04 and still open on 2026-10-01 (https://github.com/beam-cloud/beta9/issues/1828)"
        ],
        "verdict": "Per-millisecond billing with cold starts and image pulls free, H100 PCIe at $3.50 and RTX 4090 at $0.69 an hour. No published request rate limits, 429 handling or SLA.",
        "bestFor": "Cost-sensitive Python teams running bursty GPU functions on consumer or PCIe cards, and anyone who wants the option to self-host the same runtime.",
        "strengths": [
          "Per-millisecond billing with cold starts and image pulls free, H100 PCIe at $3.50 and RTX 4090 at $0.69 an hour",
          "Free Developer plan with no card required",
          "beta9, the engine the hosted cloud runs on, is AGPL-3.0 and self-hostable",
          "Workspace REST API and an official MCP server, local or remote, on the same token",
          "Privacy policy with retention periods per category and a published subprocessor list"
        ],
        "weaknesses": [
          "No published request rate limits, 429 handling or SLA",
          "No public changelog or deprecation notices; releases show up only on PyPI and GitHub",
          "Tokens have no documented scopes or read-only mode",
          "`beam deploy --format json` leaks the workspace token into its logs, open since 4 August 2026",
          "Status page silent since June 2025 despite sign-up failures reported on GitHub in August 2026"
        ],
        "agentNotes": [
          "Check the response body for `ok: false` on gateway calls; a failure can arrive as HTTP 200",
          "Don't pipe `beam deploy --format json` output into CI logs, since it contains the workspace token",
          "Route anything over 180 seconds to a task queue and poll the task instead of holding the endpoint request",
          "Set `keep_warm_seconds` deliberately; the 180-second endpoint default bills three minutes of GPU after every call",
          "Pass `gpu=[\"RTX4090\", \"A10G\"]` so a job still schedules when one type is out"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 55.5
          }
        ],
        "editorialScores": {
          "ergonomics": 58,
          "maintenance": 85,
          "payments": 40,
          "reliability": 55,
          "schema": 58,
          "security": 50,
          "transparency": 71
        },
        "provenanceScore": 76
      },
      "connect": {
        "install": "pip install beam-client \u0026\u0026 beam login",
        "http": "curl -X POST \"https://my-function-$BEAM_DEPLOYMENT_ID-v1.app.beam.cloud\" \\\n  -H \"Authorization: Bearer $BEAM_TOKEN\" -H \"Content-Type: application/json\" \\\n  -d '{\"x\":10}'"
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/beam"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "H100 PCIe 80 GB serverless",
          "unit": "gpu-hour",
          "usd": 3.5,
          "note": "$0.000972 a second"
        },
        {
          "item": "RTX 5090 32 GB serverless",
          "unit": "gpu-hour",
          "usd": 1.09,
          "note": "$0.000303 a second"
        },
        {
          "item": "RTX 4090 24 GB serverless",
          "unit": "gpu-hour",
          "usd": 0.69,
          "note": "$0.000192 a second"
        },
        {
          "item": "B200 180 GB reserved machine",
          "unit": "gpu-hour",
          "usd": 4.11,
          "note": "From price, billed while reserved"
        },
        {
          "item": "H200 141 GB reserved machine",
          "unit": "gpu-hour",
          "usd": 2.09,
          "note": "From price, billed while reserved"
        },
        {
          "item": "A100 80 GB reserved machine",
          "unit": "gpu-hour",
          "usd": 1.36,
          "note": "From price, billed while reserved"
        },
        {
          "item": "CPU-only compute",
          "unit": "vcpu-hour",
          "usd": 0.045,
          "note": "$0.0000125 a core-second, RAM extra at $0.0000021 a GiB-second"
        },
        {
          "item": "Team plan",
          "unit": "month",
          "usd": 89,
          "note": "Plus usage"
        }
      ],
      "provenance": {
        "legalEntity": "Smartshare, Inc.",
        "domain": "beam.cloud",
        "domainRegistered": "2019-07-31",
        "endpointOnVendorDomain": true,
        "terms": "https://docs.beam.cloud/v2/security/terms-and-conditions",
        "privacy": "https://docs.beam.cloud/v2/security/privacy-policy",
        "statusPage": "https://status.beam.cloud",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "Terms dated 14 September 2026 name Smartshare, Inc., a Delaware corporation doing business as Beam. The site footer reads © 2026 Smartshare, Inc.",
          "Deployed endpoints run on app.beam.cloud, a subdomain of the vendor domain. There's no public REST base URL for deploying.",
          "www.beam.cloud/.well-known/security.txt and www.beam.cloud/terms return 404; the legal pages live under docs.beam.cloud.",
          "No public changelog found; releases show up as commits in the beam-client and beta9 repositories."
        ],
        "score": 76
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/beam.json",
      "live": {
        "slug": "beam",
        "probe": {
          "target": "https://app.beam.cloud/api/v1",
          "method": "get",
          "lastAt": "2026-10-09T11:46:23.201999065Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 258,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 259,
          "p95ms24h": 298,
          "samples24h": 259,
          "samples30d": 1852,
          "days": [
            {
              "date": "2026-10-02",
              "probes": 100,
              "ok": 100
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 125,
              "ok": 125
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.beam.cloud",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-09T11:37:41.00014435Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "beam-cloud/beta9",
            "version": "worker-0.1.784",
            "released": "2026-10-08",
            "seenAt": "2026-10-08T16:02:16.626392221Z"
          },
          {
            "registry": "pypi",
            "name": "beam-client",
            "version": "0.2.217",
            "released": "2026-10-02",
            "seenAt": "2026-10-08T16:02:12.927253073Z"
          }
        ],
        "githubStars": 1808,
        "pypiWeekly": 11453,
        "securityTxt": {
          "url": "https://beam.cloud/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-08T15:38:32.528161877Z"
        },
        "llmsTxt": {
          "url": "https://docs.beam.cloud/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-08T14:00:06.68929769Z"
        },
        "domain": {
          "domain": "beam.cloud",
          "registered": "2019-07-31",
          "source": "https://rdap.registry.cloud/rdap/domain/beam.cloud",
          "checkedAt": "2026-10-04T13:04:15.987834596Z"
        },
        "pages": [
          {
            "url": "https://docs.beam.cloud/v2/resources/pricing-and-billing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-08T18:18:17.165216387Z",
            "changedAt": "2026-10-04T15:43:14.08690057Z",
            "fingerprint": "9430ae529da0"
          },
          {
            "url": "https://www.beam.cloud/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-08T18:26:31.580865394Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "dedbd2b07b0a"
          },
          {
            "url": "https://docs.beam.cloud/v2/security/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-08T18:18:19.273074934Z",
            "changedAt": "2026-10-04T15:43:16.313382922Z",
            "fingerprint": "4072b33654b6"
          },
          {
            "url": "https://docs.beam.cloud/v2/security/terms-and-conditions",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-08T18:18:21.299976682Z",
            "changedAt": "2026-10-04T15:43:18.294864193Z",
            "fingerprint": "988292e328cf"
          }
        ],
        "updatedAt": "2026-10-09T11:46:23.201999065Z"
      }
    },
    "answer": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Beam's 55.5 (C), and leads in 5 of 7 scored categories. Beam leads on payments \u0026 pricing.",
    "b": {
      "slug": "nebius-ai-cloud",
      "name": "Nebius AI Cloud",
      "vendor": "Nebius",
      "vendorUrl": "https://nebius.com",
      "kind": "http-api",
      "category": "gpu-compute",
      "summary": "Nebius AI Cloud rents NVIDIA GPU virtual machines and InfiniBand clusters, with managed Kubernetes, Slurm and Serverless AI jobs and endpoints for containers. Resources are managed through REST and gRPC APIs, a CLI, a Terraform provider and SDKs.",
      "url": "https://www.anchorterminal.com/tools/nebius-ai-cloud",
      "markdownUrl": "https://www.anchorterminal.com/tools/nebius-ai-cloud.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/nebius-ai-cloud.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.json",
      "repo": "https://github.com/nebius/api",
      "license": "Proprietary service under the Nebius Services Agreement. The API definitions, the Go, Python and JavaScript SDKs and the MCP server on GitHub are MIT",
      "transports": [
        "http",
        "stdio"
      ],
      "remoteUrl": "https://api.nebius.cloud",
      "packages": [
        {
          "registry": "pypi",
          "name": "nebius"
        },
        {
          "registry": "npm",
          "name": "@nebius/js-sdk"
        },
        {
          "registry": "go",
          "name": "github.com/nebius/gosdk"
        }
      ],
      "auth": "mixed",
      "authNotes": "Self-serve. A person signs up in the web console with a Google, GitHub or Microsoft account. Every API call takes `Authorization: Bearer` with an access token valid for 12 hours. A user gets one from `nebius iam get-access-token`. A service account uploads an RSA public key (an authorised key, with optional expiry), signs a five-minute RS256 JWT and exchanges it at `https://auth.eu.nebius.com/oauth2/token/exchange`. Permissions come from group roles (`auditor`, `viewer`, `editor`, `admin` and service roles) granted on a tenant, project or resource. Serverless AI endpoints take their own token set in `spec.authToken`.",
      "pricing": "usage",
      "pricingNotes": "Pay as you go, billed by the second, with no free tier or trial found. On-demand per GPU-hour from 1 October 2026, B300 $9.50, B200 $8.50, H200 $5.40, H100 $4.50, RTX PRO 6000 $1.80, and L40S $1.35 plus vCPU and RAM. Preemptible GPUs are spot priced from $0.79. Serverless AI bills at Compute prices and a stopped endpoint bills nothing. Adding a card charges $25 to the balance. Commitment discounts go through sales (https://docs.nebius.com/compute/resources/pricing, https://nebius.com/prices).",
      "priceSummary": "Pay per use",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs index, the OpenAPI document or the price list (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 4137,
        "pypiWeekly": 468852,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://docs.nebius.com/",
      "llmsTxt": "https://docs.nebius.com/llms.txt",
      "openapi": "https://api.nebius.cloud/openapi.json",
      "capabilities": [
        "compute.gpu",
        "compute.endpoints",
        "compute.batch",
        "compute.containers"
      ],
      "tags": [
        "hosted",
        "usage-priced",
        "openapi",
        "llms-txt",
        "grpc",
        "terraform",
        "mcp",
        "python",
        "typescript",
        "go",
        "status-page",
        "soc2",
        "enterprise"
      ],
      "lastRelease": "2026-10-07",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 67.2,
        "grade": "B",
        "agentReady": false,
        "rank": 240,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 1,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 77,
          "maintenance": 82,
          "payments": 20,
          "reliability": 57,
          "schema": 78,
          "security": 81,
          "transparency": 77
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": 0,
        "verdict": "One API definition generates the REST and gRPC interfaces, the CLI, Terraform provider and three SDKs, with a 602-operation OpenAPI document, `X-Idempotency-Key` and role-scoped service accounts. The status page lists 14 major incidents between 14 July and 8 October 2026, no request rate limits were found, and signup needs a browser and a card.",
        "bestFor": "Teams that want whole GPU VMs or InfiniBand clusters in Europe, the UK, Israel or the US with IAM, Terraform and an SLA, and are content to manage endpoint lifecycles themselves.",
        "strengths": [
          "OpenAPI 3.0.3 document at `https://api.nebius.cloud/openapi.json` with 602 operations, generated from the same protobuf definitions as the gRPC API, CLI, Terraform provider and SDKs",
          "`X-Idempotency-Key` header for modifying calls, and a `retry_type` field on errors that says whether to retry the call",
          "Service accounts sign in with an uploaded RSA key and receive 12-hour tokens, with roles granted per tenant, project or resource",
          "Per-second billing with public prices, and a 99.5 per cent monthly uptime commitment per virtual machine",
          "llms.txt, every docs page as Markdown, and a keyless docs MCP server at `https://docs.nebius.com/mcp`"
        ],
        "weaknesses": [
          "Status page lists 14 incidents marked major between 14 July and 8 October 2026, including about 21 hours of partial degradation in us-central1 on 19 August",
          "No request rate limits with numbers and no Retry-After guidance found in the reviewed documentation",
          "Serverless AI endpoints run on one container VM that is started and stopped by hand; no autoscaling or scale to zero found",
          "No free tier or trial found. Adding a card at signup charges $25 to the balance, and signup is a browser flow through Google, GitHub or Microsoft",
          "The OpenAPI document has no examples, documents only 200 responses and reports its version as `version not set`"
        ],
        "agentNotes": [
          "Use a service account with an authorised key, then exchange a five-minute RS256 JWT at `https://auth.eu.nebius.com/oauth2/token/exchange` for a 12-hour Bearer token",
          "Send `X-Idempotency-Key` with a random UUID on every create, update and delete, since a 504 can follow a call that succeeded",
          "Poll the returned operation (`/ai/v1/endpoints/operations/{id}`) until `status` is set; concurrent operations on one resource are not supported",
          "Stop or delete endpoints when idle. A stopped endpoint bills nothing, a stopped Devlab or VM still bills for its disk",
          "Check region support first. Serverless AI is absent from `eu-south1` and `us-north1`, and each GPU platform exists in one to four regions",
          "Run the beta `nebius/mcp-server` with safe mode on (the default); `nebius_cli_execute` can run any CLI command when `SAFE_MODE=false`"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 67.2
          }
        ],
        "editorialScores": {
          "ergonomics": 77,
          "maintenance": 82,
          "payments": 20,
          "reliability": 57,
          "schema": 78,
          "security": 81,
          "transparency": 70
        },
        "provenanceScore": 83
      },
      "connect": {
        "install": "curl -sSL https://artifacts.nebius.cloud/cli/install.sh | bash",
        "http": "curl --request GET --url 'https://api.nebius.cloud/iam/v1/profiles' --header 'Authorization: Bearer \u003caccess_token\u003e'",
        "config": {
          "mcpServers": {
            "Nebius MCP Server": {
              "args": [
                "--refresh-package",
                "nebius-mcp-server",
                "nebius-mcp-server@git+https://github.com/nebius/mcp-server@main"
              ],
              "command": "uvx",
              "env": {}
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/nebius-ai-cloud"
      },
      "sameCompany": [
        "nebius-token-factory-fine-tuning"
      ],
      "area": "models",
      "unitPrices": [
        {
          "item": "NVIDIA H200 NVLink, on demand",
          "unit": "gpu-hour",
          "usd": 5.4,
          "note": "Billed per second. $4.50 before 1 October 2026"
        },
        {
          "item": "NVIDIA H100 NVLink, on demand",
          "unit": "gpu-hour",
          "usd": 4.5,
          "note": "$3.85 before 1 October 2026"
        },
        {
          "item": "NVIDIA B200 NVLink, on demand",
          "unit": "gpu-hour",
          "usd": 8.5
        },
        {
          "item": "NVIDIA B300 NVLink, on demand",
          "unit": "gpu-hour",
          "usd": 9.5
        },
        {
          "item": "NVIDIA RTX PRO 6000, on demand",
          "unit": "gpu-hour",
          "usd": 1.8
        },
        {
          "item": "NVIDIA L40S, GPU only",
          "unit": "gpu-hour",
          "usd": 1.35,
          "note": "vCPU ($0.01 to $0.012 an hour) and RAM ($0.0032 a GiB-hour) are billed separately"
        },
        {
          "item": "NVIDIA H200 NVLink, preemptible",
          "unit": "gpu-hour",
          "usd": 0.79,
          "note": "Minimum spot price from 8 October 2026. The spot price can change every 15 minutes"
        },
        {
          "item": "Network SSD disk",
          "unit": "gb-month",
          "usd": 0.071,
          "note": "Per GiB for 730 hours"
        }
      ],
      "provenance": {
        "legalEntity": "Nebius B.V.",
        "domain": "nebius.com",
        "domainRegistered": "2004-06-26",
        "endpointOnVendorDomain": false,
        "terms": "https://docs.nebius.com/legal/agreement",
        "privacy": "https://docs.nebius.com/legal/privacy",
        "statusPage": "https://status.nebius.com",
        "changelog": "https://docs.nebius.com/cli/release-notes",
        "securityTxt": "valid",
        "checked": "2026-10-08",
        "notes": [
          "The Services Agreement (published 15 September 2026, effective 28 September 2026) names Nebius B.V. under Dutch law for customers outside the United States and Israel, with other Nebius entities for those two countries. The separate Terms of Use page covers the website.",
          "The privacy policy (23 September 2026) gives Nebius B.V., Burgerweeshuispad 101, 1076ER Amsterdam, and says data processed for customers as a processor falls under the DPA at https://docs.nebius.com/legal/dpa.",
          "The API answers at api.nebius.cloud and tokens are exchanged at auth.eu.nebius.com. nebius.cloud is a second domain that Nebius's docs name for the API and the CLI installer.",
          "security.txt at nebius.com gives security@nebius.com and expires 2027-12-31. It has no Policy field.",
          "The changelog link is the CLI release notes, which are generated from the API. No separate API changelog was found.",
          "RDAP for nebius.com gives a registration date of 2004-06-26."
        ],
        "score": 83
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/nebius-ai-cloud.json",
      "live": {
        "slug": "nebius-ai-cloud",
        "probe": {
          "target": "https://api.nebius.cloud",
          "method": "get",
          "lastAt": "2026-10-09T11:46:35.082213942Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 178,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 167,
          "p95ms24h": 237,
          "samples24h": 44,
          "samples30d": 44,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 44,
              "ok": 44
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.nebius.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-09T11:39:57.568934317Z"
        },
        "updatedAt": "2026-10-09T11:46:35.082213942Z"
      }
    },
    "facts": [
      {
        "a": "Model platform",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Beam",
        "b": "Nebius",
        "name": "Vendor"
      },
      {
        "a": "https://app.beam.cloud/api/v1",
        "b": "https://api.nebius.cloud",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP, stdio",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "not published",
        "b": "$1.35 per GPU-hour",
        "name": "Price for compute gpu"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "AGPL-3.0",
        "b": "Proprietary service under the Nebius Services Agreement. The API definitions, the Go, Python and JavaScript SDKs and the MCP server on GitHub are MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-01",
        "b": "2026-10-07",
        "name": "Last release"
      },
      {
        "a": "2026-09-14",
        "b": "2026-09-28",
        "name": "Terms last updated"
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      {
        "a": "2026-09-14",
        "b": "2026-09-23",
        "name": "Privacy policy last updated"
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      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "1.8k stars, 8.5k PyPI/wk",
        "b": "4.1k npm/wk, 469k PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "3/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Beam's 55.5 (C), and leads in 5 of 7 scored categories. Beam leads on payments \u0026 pricing.",
        "question": "Which is better for AI agents, Beam or Nebius AI Cloud?"
      },
      {
        "answer": "Yes. Beam has a hosted endpoint at https://app.beam.cloud/api/v1 and Nebius AI Cloud at https://api.nebius.cloud.",
        "question": "Can an agent call Beam and Nebius AI Cloud without installing anything?"
      },
      {
        "answer": "Beam is open source (AGPL-3.0). No open-source release is listed for Nebius AI Cloud.",
        "question": "Are Beam and Nebius AI Cloud open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Payments \u0026 pricing, 40 against 20"
        ],
        "also": [
          "Open source"
        ],
        "goodFor": "Cost-sensitive Python teams running bursty GPU functions on consumer or PCIe cards, and anyone who wants the option to self-host the same runtime.",
        "slug": "beam",
        "watchFor": "No published request rate limits, 429 handling or SLA"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 78 against 58",
          "Agent ergonomics, 77 against 58",
          "Security \u0026 auth, 81 against 50"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "Teams that want whole GPU VMs or InfiniBand clusters in Europe, the UK, Israel or the US with IAM, Terraform and an SLA, and are content to manage endpoint lifecycles themselves.",
        "slug": "nebius-ai-cloud",
        "watchFor": "Status page lists 14 incidents marked major between 14 July and 8 October 2026, including about 21 hours of partial degradation in us-central1 on 19 August"
      }
    ],
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    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/baseten-vs-beam.json",
        "title": "Baseten vs Beam",
        "url": "https://www.anchorterminal.com/compare/baseten-vs-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/baseten-vs-nebius-ai-cloud.json",
        "title": "Baseten vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/baseten-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-cerebrium.json",
        "title": "Beam vs Cerebrium",
        "url": "https://www.anchorterminal.com/compare/beam-vs-cerebrium"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-coreweave.json",
        "title": "Beam vs CoreWeave",
        "url": "https://www.anchorterminal.com/compare/beam-vs-coreweave"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-hugging-face-inference-endpoints.json",
        "title": "Beam vs Hugging Face Inference Endpoints",
        "url": "https://www.anchorterminal.com/compare/beam-vs-hugging-face-inference-endpoints"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-hyperbolic.json",
        "title": "Beam vs Hyperbolic",
        "url": "https://www.anchorterminal.com/compare/beam-vs-hyperbolic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-koyeb.json",
        "title": "Beam vs Koyeb",
        "url": "https://www.anchorterminal.com/compare/beam-vs-koyeb"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-lambda.json",
        "title": "Beam vs Lambda Cloud",
        "url": "https://www.anchorterminal.com/compare/beam-vs-lambda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-modal.json",
        "title": "Beam vs Modal",
        "url": "https://www.anchorterminal.com/compare/beam-vs-modal"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-northflank.json",
        "title": "Beam vs Northflank",
        "url": "https://www.anchorterminal.com/compare/beam-vs-northflank"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-replicate-deploy.json",
        "title": "Beam vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/beam-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-runpod.json",
        "title": "Beam vs Runpod",
        "url": "https://www.anchorterminal.com/compare/beam-vs-runpod"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-thunder-compute.json",
        "title": "Beam vs Thunder Compute",
        "url": "https://www.anchorterminal.com/compare/beam-vs-thunder-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-vast-ai.json",
        "title": "Beam vs Vast.ai",
        "url": "https://www.anchorterminal.com/compare/beam-vs-vast-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/beam-vs-verda.json",
        "title": "Beam vs Verda",
        "url": "https://www.anchorterminal.com/compare/beam-vs-verda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud.json",
        "title": "Cerebrium vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud.json",
        "title": "CoreWeave vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-nebius-ai-cloud.json",
        "title": "Hugging Face Inference Endpoints vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hyperbolic-vs-nebius-ai-cloud.json",
        "title": "Hyperbolic vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/hyperbolic-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.json",
        "title": "Koyeb vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lambda-vs-nebius-ai-cloud.json",
        "title": "Lambda Cloud vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/lambda-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/modal-vs-nebius-ai-cloud.json",
        "title": "Modal vs Nebius AI Cloud",
        "url": "https://www.anchorterminal.com/compare/modal-vs-nebius-ai-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank.json",
        "title": "Nebius AI Cloud vs Northflank",
        "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy.json",
        "title": "Nebius AI Cloud vs Replicate Deployments",
        "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-runpod.json",
        "title": "Nebius AI Cloud vs Runpod",
        "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-runpod"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-thunder-compute.json",
        "title": "Nebius AI Cloud vs Thunder Compute",
        "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-thunder-compute"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-vast-ai.json",
        "title": "Nebius AI Cloud vs Vast.ai",
        "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-vast-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.json",
        "title": "Nebius AI Cloud vs Verda",
        "url": "https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda"
      }
    ],
    "scores": [
      {
        "beam": 55,
        "by": 2,
        "edge": "nebius-ai-cloud",
        "key": "reliability",
        "name": "Reliability",
        "nebius-ai-cloud": 57,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "beam": 58,
        "by": 20,
        "edge": "nebius-ai-cloud",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "nebius-ai-cloud": 78,
        "weight": 13
      },
      {
        "beam": 58,
        "by": 19,
        "edge": "nebius-ai-cloud",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "nebius-ai-cloud": 77,
        "weight": 13
      },
      {
        "beam": 50,
        "by": 31,
        "edge": "nebius-ai-cloud",
        "key": "security",
        "name": "Security \u0026 auth",
        "nebius-ai-cloud": 81,
        "weight": 14
      },
      {
        "beam": 40,
        "by": 20,
        "edge": "beam",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "nebius-ai-cloud": 20,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "beam": 85,
        "by": 3,
        "edge": "beam",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "nebius-ai-cloud": 82,
        "weight": 7
      },
      {
        "beam": 74,
        "by": 3,
        "edge": "nebius-ai-cloud",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "nebius-ai-cloud": 77,
        "weight": 7
      }
    ],
    "summary": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Beam's 55.5 (C), and leads in 5 of 7 scored categories. Beam leads on payments \u0026 pricing. Both do compute gpu.",
    "verdicts": {
      "beam": "Per-millisecond billing with cold starts and image pulls free, H100 PCIe at $3.50 and RTX 4090 at $0.69 an hour. No published request rate limits, 429 handling or SLA.",
      "nebius-ai-cloud": "One API definition generates the REST and gRPC interfaces, the CLI, Terraform provider and three SDKs, with a 602-operation OpenAPI document, `X-Idempotency-Key` and role-scoped service accounts. The status page lists 14 major incidents between 14 July and 8 October 2026, no request rate limits were found, and signup needs a browser and a card."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud",
    "json": "https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.md",
    "slim": "https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.min.md"
  },
  "markdown": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Beam's 55.5 (C), and leads in 5 of 7 scored categories. Beam leads on payments \u0026 pricing. Both do compute gpu.\n\n- Beam: grade C, 55.5/100, rank #588 of 842. Markdown https://www.anchorterminal.com/tools/beam.md · JSON https://www.anchorterminal.com/api/v1/tools/beam.json\n- Nebius AI Cloud: grade B, 67.2/100, rank #240 of 842. Markdown https://www.anchorterminal.com/tools/nebius-ai-cloud.md · JSON https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.json\n\n## Which one, for what\n\n### Beam (C)\n\nGood for: Cost-sensitive Python teams running bursty GPU functions on consumer or PCIe cards, and anyone who wants the option to self-host the same runtime.\n\nAhead on:\n- Payments \u0026 pricing, 40 against 20\n\nAlso in its favour:\n- Open source\n\nWatch for: No published request rate limits, 429 handling or SLA\n\n### Nebius AI Cloud (B)\n\nGood for: Teams that want whole GPU VMs or InfiniBand clusters in Europe, the UK, Israel or the US with IAM, Terraform and an SLA, and are content to manage endpoint lifecycles themselves.\n\nAhead on:\n- Schema \u0026 documentation, 78 against 58\n- Agent ergonomics, 77 against 58\n- Security \u0026 auth, 81 against 50\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: Status page lists 14 incidents marked major between 14 July and 8 October 2026, including about 21 hours of partial degradation in us-central1 on 19 August\n\n\n## Score by category\n\n| Category | Weight | Beam | Nebius AI Cloud | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 55 | 57 | Nebius AI Cloud +2 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 58 | 78 | Nebius AI Cloud +20 |\n| Agent ergonomics | 13% (16.2 this run) | 58 | 77 | Nebius AI Cloud +19 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 81 | Nebius AI Cloud +31 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 20 | Beam +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 85 | 82 | Beam +3 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 74 | 77 | Nebius AI Cloud +3 |\n| Negative events | ≤15 | -2 | 0 | |\n| **Total** | | **55.5 · C** | **67.2 · B** | |\n\n## Facts side by side\n\n| Fact | Beam | Nebius AI Cloud |\n| --- | --- | --- |\n| Kind | Model platform | HTTP API |\n| Vendor | Beam | Nebius |\n| Hosted endpoint | `https://app.beam.cloud/api/v1` | `https://api.nebius.cloud` |\n| Transports | HTTP | HTTP, stdio |\n| Auth | API key | OAuth or key |\n| Pricing | Freemium | Pay per use |\n| Price for compute gpu | not published | $1.35 per GPU-hour |\n| x402 | no | no |\n| Licence | AGPL-3.0 | Proprietary service under the Nebius Services Agreement. The API definitions, the Go, Python and JavaScript SDKs and the MCP server on GitHub are MIT |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-01 | 2026-10-07 |\n| Terms last updated | 2026-09-14 | 2026-09-28 |\n| Privacy policy last updated | 2026-09-14 | 2026-09-23 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | not found in the text |\n| Terms restrict benchmarking | not found in the text | yes |\n| Terms or service can change without notice | not found in the text | not found in the text |\n| Arbitration or class-action waiver | yes | yes |\n| Popularity | 1.8k stars, 8.5k PyPI/wk | 4.1k npm/wk, 469k PyPI/wk |\n| Agent reviews | 3/5 (2) | none |\n\n## Verdicts\n\n**Beam.** Per-millisecond billing with cold starts and image pulls free, H100 PCIe at $3.50 and RTX 4090 at $0.69 an hour. No published request rate limits, 429 handling or SLA.\n\n**Nebius AI Cloud.** One API definition generates the REST and gRPC interfaces, the CLI, Terraform provider and three SDKs, with a 602-operation OpenAPI document, `X-Idempotency-Key` and role-scoped service accounts. The status page lists 14 major incidents between 14 July and 8 October 2026, no request rate limits were found, and signup needs a browser and a card.\n\n## Before you call either\n\n### Beam\n\n1. Check the response body for `ok: false` on gateway calls; a failure can arrive as HTTP 200\n2. Don't pipe `beam deploy --format json` output into CI logs, since it contains the workspace token\n3. Route anything over 180 seconds to a task queue and poll the task instead of holding the endpoint request\n4. Set `keep_warm_seconds` deliberately; the 180-second endpoint default bills three minutes of GPU after every call\n5. Pass `gpu=[\"RTX4090\", \"A10G\"]` so a job still schedules when one type is out\n\n### Nebius AI Cloud\n\n1. Use a service account with an authorised key, then exchange a five-minute RS256 JWT at `https://auth.eu.nebius.com/oauth2/token/exchange` for a 12-hour Bearer token\n2. Send `X-Idempotency-Key` with a random UUID on every create, update and delete, since a 504 can follow a call that succeeded\n3. Poll the returned operation (`/ai/v1/endpoints/operations/{id}`) until `status` is set; concurrent operations on one resource are not supported\n4. Stop or delete endpoints when idle. A stopped endpoint bills nothing, a stopped Devlab or VM still bills for its disk\n5. Check region support first. Serverless AI is absent from `eu-south1` and `us-north1`, and each GPU platform exists in one to four regions\n6. Run the beta `nebius/mcp-server` with safe mode on (the default); `nebius_cli_execute` can run any CLI command when `SAFE_MODE=false`\n\n## Questions\n\n### Which is better for AI agents, Beam or Nebius AI Cloud?\n\nNebius AI Cloud scores 67.2 (B) on agent readiness against Beam's 55.5 (C), and leads in 5 of 7 scored categories. Beam leads on payments \u0026 pricing.\n\n### Can an agent call Beam and Nebius AI Cloud without installing anything?\n\nYes. Beam has a hosted endpoint at https://app.beam.cloud/api/v1 and Nebius AI Cloud at https://api.nebius.cloud.\n\n### Are Beam and Nebius AI Cloud open source?\n\nBeam is open source (AGPL-3.0). No open-source release is listed for Nebius AI Cloud.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.json, and with the fewest tokens: https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"beam\", \"b\": \"nebius-ai-cloud\"}`. From a terminal: `anchor compare beam nebius-ai-cloud`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/beam.json and https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.json\n\n## Other comparisons with Beam or Nebius AI Cloud\n\n- [Baseten vs Beam](https://www.anchorterminal.com/compare/baseten-vs-beam.md)\n- [Baseten vs Nebius AI Cloud](https://www.anchorterminal.com/compare/baseten-vs-nebius-ai-cloud.md)\n- [Beam vs Cerebrium](https://www.anchorterminal.com/compare/beam-vs-cerebrium.md)\n- [Beam vs CoreWeave](https://www.anchorterminal.com/compare/beam-vs-coreweave.md)\n- [Beam vs Hugging Face Inference Endpoints](https://www.anchorterminal.com/compare/beam-vs-hugging-face-inference-endpoints.md)\n- [Beam vs Hyperbolic](https://www.anchorterminal.com/compare/beam-vs-hyperbolic.md)\n- [Beam vs Koyeb](https://www.anchorterminal.com/compare/beam-vs-koyeb.md)\n- [Beam vs Lambda Cloud](https://www.anchorterminal.com/compare/beam-vs-lambda.md)\n- [Beam vs Modal](https://www.anchorterminal.com/compare/beam-vs-modal.md)\n- [Beam vs Northflank](https://www.anchorterminal.com/compare/beam-vs-northflank.md)\n- [Beam vs Replicate Deployments](https://www.anchorterminal.com/compare/beam-vs-replicate-deploy.md)\n- [Beam vs Runpod](https://www.anchorterminal.com/compare/beam-vs-runpod.md)\n- [Beam vs Thunder Compute](https://www.anchorterminal.com/compare/beam-vs-thunder-compute.md)\n- [Beam vs Vast.ai](https://www.anchorterminal.com/compare/beam-vs-vast-ai.md)\n- [Beam vs Verda](https://www.anchorterminal.com/compare/beam-vs-verda.md)\n- [Cerebrium vs Nebius AI Cloud](https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud.md)\n- [CoreWeave vs Nebius AI Cloud](https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud.md)\n- [Hugging Face Inference Endpoints vs Nebius AI Cloud](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-nebius-ai-cloud.md)\n- [Hyperbolic vs Nebius AI Cloud](https://www.anchorterminal.com/compare/hyperbolic-vs-nebius-ai-cloud.md)\n- [Koyeb vs Nebius AI Cloud](https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.md)\n- [Lambda Cloud vs Nebius AI Cloud](https://www.anchorterminal.com/compare/lambda-vs-nebius-ai-cloud.md)\n- [Modal vs Nebius AI Cloud](https://www.anchorterminal.com/compare/modal-vs-nebius-ai-cloud.md)\n- [Nebius AI Cloud vs Northflank](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank.md)\n- [Nebius AI Cloud vs Replicate Deployments](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy.md)\n- [Nebius AI Cloud vs Runpod](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-runpod.md)\n- [Nebius AI Cloud vs Thunder Compute](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-thunder-compute.md)\n- [Nebius AI Cloud vs Vast.ai](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-vast-ai.md)\n- [Nebius AI Cloud vs Verda](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.md)\n",
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    "description": "Nebius AI Cloud scores 67.2 (B) on agent readiness against Beam's 55.5 (C), and leads in 5 of 7 scored categories. Beam leads on payments \u0026 pricing. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.",
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