{ "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": 313, "ranked": true, "rankOf": 452, "categoryRank": 5, "methodology": "0.3", "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.", "strengths": [ "Per-millisecond billing with cold starts and image pulls free, H100 PCIe at $3.50 and RTX 4090 at $0.69 an hour", "Free Developer plan with no card required", "beta9, the engine the hosted cloud runs on, is AGPL-3.0 and self-hostable", "Workspace REST API and an official MCP server, local or remote, on the same token", "Privacy policy with retention periods per category and a published subprocessor list" ], "weaknesses": [ "No published request rate limits, 429 handling or SLA", "No public changelog or deprecation notices; releases show up only on PyPI and GitHub", "Tokens have no documented scopes or read-only mode", "`beam deploy --format json` leaks the workspace token into its logs, open since 4 August 2026", "Status page silent since June 2025 despite sign-up failures reported on GitHub in August 2026" ], "agentNotes": [ "Check the response body for `ok: false` on gateway calls; a failure can arrive as HTTP 200", "Don't pipe `beam deploy --format json` output into CI logs, since it contains the workspace token", "Route anything over 180 seconds to a task queue and poll the task instead of holding the endpoint request", "Set `keep_warm_seconds` deliberately; the 180-second endpoint default bills three minutes of GPU after every call", "Pass `gpu=[\"RTX4090\", \"A10G\"]` so a job still schedules when one type is out" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.3", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 55.5 } ], "editorialScores": { "ergonomics": 58, "maintenance": 85, "payments": 40, "reliability": 55, "schema": 58, "security": 50, "transparency": 71 }, "provenanceScore": 76 }, "connect": { "install": "pip install beam-client \u0026\u0026 beam login", "http": "curl -X POST \"https://my-function-$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": "2026-10-05T01:43:33.950164993Z", "lastOk": true, "lastStatus": 404, "lastMs": 261, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 259, "p95ms24h": 319, "samples24h": 272, "samples30d": 663, "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": 20, "ok": 20 } ] }, "vendorStatus": { "page": "https://status.beam.cloud", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-05T01:46:24.033632598Z" }, "versions": [ { "registry": "github", "name": "beam-cloud/beta9", "version": "worker-0.1.781", "released": "2026-10-03", "seenAt": "2026-10-04T16:22:06.02863332Z" }, { "registry": "pypi", "name": "beam-client", "version": "0.2.217", "released": "2026-10-02", "seenAt": "2026-10-04T16:22:05.839399711Z" } ], "githubStars": 1802, "pypiWeekly": 9877, "securityTxt": { "url": "https://beam.cloud/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-04T15:16:04.647716161Z" }, "llmsTxt": { "url": "https://docs.beam.cloud/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-04T15:17:19.657901017Z" }, "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": "2026-10-04T15:43:14.08690057Z", "changedAt": "2026-10-04T15:43:14.08690057Z", "fingerprint": "9430ae529da0" }, { "url": "https://www.beam.cloud/pricing", "kind": "pricing", "status": 304, "checkedAt": "2026-10-04T15:49:25.671086961Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "dedbd2b07b0a" }, { "url": "https://docs.beam.cloud/v2/security/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-04T15:43:16.313382922Z", "changedAt": "2026-10-04T15:43:16.313382922Z", "fingerprint": "4072b33654b6" }, { "url": "https://docs.beam.cloud/v2/security/terms-and-conditions", "kind": "terms", "status": 200, "checkedAt": "2026-10-04T15:43:18.294864193Z", "changedAt": "2026-10-04T15:43:18.294864193Z", "fingerprint": "988292e328cf" } ], "updatedAt": "2026-10-05T01:46:24.033632598Z" } }, "b": { "slug": "koyeb", "name": "Koyeb", "vendor": "Koyeb", "vendorUrl": "https://www.koyeb.com", "kind": "platform", "category": "gpu-compute", "summary": "Serverless platform for deploying applications and containers on CPU or GPU instances, with autoscaling and an API.", "url": "https://www.anchorterminal.com/tools/koyeb", "markdownUrl": "https://www.anchorterminal.com/tools/koyeb.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/koyeb.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/koyeb.json", "repo": "https://github.com/koyeb/koyeb-cli", "license": "Apache-2.0", "transports": [ "http" ], "remoteUrl": "https://app.koyeb.com/v1", "packages": [], "auth": "pat", "authNotes": "Personal access token created in the control panel (app.koyeb.com/user/settings/api) and sent as `Authorization: Bearer` to app.koyeb.com/v1. The CLI stores it from `koyeb login` and hides it in debug output. Organisation-scoped tokens can be created for teams.", "pricing": "freemium", "pricingNotes": "Pro is $29 a month with $10 of usage included, Scale $299 with $100, Enterprise custom. The Starter plan closed to new sign-ups after the Mistral AI agreement. Everything bills per second. GPUs an hour are RTX 4000 SFF Ada $0.50, L4 $0.70, RTX A6000 $0.75, L40S $1.20, A100 $1.60, A100 SXM $2.15, RTX PRO 6000 $2.20, H100 $2.50, H200 $3.00, 2x A100 $3.20, 2x H100 $5.00, 4x A100 $6.40, 8x H100 $20.00, 8x H200 $24.00. CPU services start at $0.000006 a second (https://www.koyeb.com/pricing, https://www.koyeb.com/blog/koyeb-is-joining-mistral-ai-to-build-the-future-of-ai-infrastructure).", "priceSummary": "$29 / mo", "where": "hosted", "x402": { "level": "no", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 72, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-09-30" }, "docsUrl": "https://www.koyeb.com/docs", "capabilities": [ "compute.gpu", "compute.serverless", "compute.endpoints", "compute.containers" ], "tags": [ "hosted", "freemium", "eu", "enterprise" ], "lastRelease": "2026-05-12", "graded": true, "anchor": { "graded": true, "score": 47, "grade": "D", "agentReady": false, "rank": 389, "ranked": true, "rankOf": 452, "categoryRank": 8, "methodology": "0.3", "run": "2026-10-01", "scores": { "ergonomics": 56, "maintenance": 23, "payments": 20, "reliability": 60, "schema": 41, "security": 50, "transparency": 68 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-01" }, "negative": 0, "verdict": "H100 at $2.50 and H200 at $3.00 an hour, billed per second. Changelog silent since 27 February 2026 and no CLI release since 12 May 2026.", "strengths": [ "H100 at $2.50 and H200 at $3.00 an hour, billed per second", "Scale to zero after 5 idle minutes by default, configurable up to 12 hours on higher plans", "99.9 per cent uptime SLA published from the Pro plan", "List endpoints filter by name, type, status and region with `limit` and `offset`, and create and update take `dry_run`", "French company under French law with a published DPA" ], "weaknesses": [ "Changelog silent since 27 February 2026 and no CLI release since 12 May 2026", "No free compute tier; Starter closed after the Mistral AI agreement", "No llms.txt, no downloadable OpenAPI file, no documented rate limits or error codes", "Audit logs and RBAC only on Enterprise, and tokens have no scopes", "Platform due to fold into Mistral Compute with no dated migration plan" ], "agentNotes": [ "Pass `dry_run` on service create or update to validate the definition before anything deploys", "Page service lists with `limit` and `offset` and filter by `statuses` instead of fetching everything", "Expect the first request after deep sleep to take 1 to 5 seconds and retry once with a timeout", "Set `--min-scale 0` on GPU services so idle instances stop billing", "Re-check the Mistral transition before building anything long-lived on it" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 3.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "D", "methodology": "0.3", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 47 } ], "editorialScores": { "ergonomics": 56, "maintenance": 23, "payments": 20, "reliability": 60, "schema": 41, "security": 50, "transparency": 50 }, "provenanceScore": 86 }, "connect": { "install": "brew install koyeb/tap/koyeb \u0026\u0026 koyeb login # or go install github.com/koyeb/koyeb-cli/cmd/koyeb", "http": "curl \"https://app.koyeb.com/v1/services\" -H \"Authorization: Bearer $KOYEB_TOKEN\"" }, "letme": { "capability": "https://letme.dev/compute.gpu", "tool": "https://letme.dev/koyeb" }, "area": "models", "unitPrices": [ { "item": "H100 80 GB", "unit": "gpu-hour", "usd": 2.5 }, { "item": "H200 141 GB", "unit": "gpu-hour", "usd": 3 }, { "item": "A100 80 GB", "unit": "gpu-hour", "usd": 1.6 }, { "item": "RTX PRO 6000", "unit": "gpu-hour", "usd": 2.2 }, { "item": "L40S 48 GB", "unit": "gpu-hour", "usd": 1.2 }, { "item": "L4 24 GB", "unit": "gpu-hour", "usd": 0.7 }, { "item": "Pro plan", "unit": "month", "usd": 29, "note": "$10 of usage included" }, { "item": "Scale plan", "unit": "month", "usd": 299, "note": "$100 of usage included" } ], "provenance": { "legalEntity": "Koyeb SAS", "domain": "koyeb.com", "domainRegistered": "2019-03-11", "endpointOnVendorDomain": true, "terms": "https://www.koyeb.com/docs/legal/terms", "privacy": "https://www.koyeb.com/docs/legal/data-processing-agreement", "statusPage": "https://status.koyeb.com", "changelog": "https://www.koyeb.com/changelog", "securityTxt": "none", "checked": "2026-09-30", "notes": [ "The Master Services Agreement of 28 June 2024 names Koyeb, a simplified joint-stock company registered in Nanterre under 850 183 948, at 9 rue des Longs Prés, Boulogne-Billancourt, under French law.", "The site footer's privacy link points at the data processing agreement rather than a separate privacy policy.", "www.koyeb.com/.well-known/security.txt returns 404 and there's no llms.txt at www.koyeb.com or under /docs.", "Koyeb announced on 17 February 2026 that it is joining Mistral AI." ], "score": 86 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/koyeb.json", "live": { "slug": "koyeb", "probe": { "target": "https://app.koyeb.com/v1", "method": "get", "lastAt": "2026-10-05T01:43:39.737018993Z", "lastOk": true, "lastStatus": 200, "lastMs": 57, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 66, "p95ms24h": 119, "samples24h": 272, "samples30d": 920, "days": [ { "date": "2026-10-01", "probes": 109, "ok": 109 }, { "date": "2026-10-02", "probes": 248, "ok": 248 }, { "date": "2026-10-03", "probes": 271, "ok": 271 }, { "date": "2026-10-04", "probes": 272, "ok": 272 }, { "date": "2026-10-05", "probes": 20, "ok": 20 } ] }, "vendorStatus": { "page": "https://status.koyeb.com", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-04T21:40:11.113089843Z" }, "versions": [ { "registry": "github", "name": "koyeb/koyeb-cli", "version": "v5.12.0", "released": "2026-09-16", "seenAt": "2026-10-04T16:30:59.654487485Z" } ], "githubStars": 75, "securityTxt": { "url": "https://koyeb.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-04T15:15:39.623181757Z" }, "domain": { "domain": "koyeb.com", "registered": "2019-03-11", "source": "https://rdap.verisign.com/com/v1/domain/koyeb.com", "checkedAt": "2026-10-04T13:09:21.713025238Z" }, "pages": [ { "url": "https://www.koyeb.com/changelog", "kind": "changelog", "status": 304, "checkedAt": "2026-10-04T15:50:56.745854439Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "7e4e89b36b63" }, { "url": "https://www.koyeb.com/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-04T15:51:02.824779527Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "9d7cf517fa78" }, { "url": "https://www.koyeb.com/docs/legal/data-processing-agreement", "kind": "privacy", "status": 304, "checkedAt": "2026-10-04T15:50:58.811207008Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "6e08cc6e8919" }, { "url": "https://www.koyeb.com/docs/legal/terms", "kind": "terms", "status": 304, "checkedAt": "2026-10-04T15:51:00.911838778Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "089f524cdbd6" } ], "updatedAt": "2026-10-05T01:43:39.737018993Z" } }, "summary": "Beam has a score of 55.5 (C) against Koyeb's 47 (D). Both do compute gpu. The largest gap is maintenance \u0026 community, 62 points." }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/beam-vs-koyeb", "json": "https://www.anchorterminal.com/compare/beam-vs-koyeb.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/beam-vs-koyeb.md", "slim": "https://www.anchorterminal.com/compare/beam-vs-koyeb.min.md" }, "markdown": "Beam has a score of 55.5 (C) against Koyeb's 47 (D). Both do compute gpu. The largest gap is maintenance \u0026 community, 62 points.\n\n- Beam: grade C, 55.5/100, rank #313 of 452. Markdown https://www.anchorterminal.com/tools/beam.md · JSON https://www.anchorterminal.com/api/v1/tools/beam.json\n- Koyeb: grade D, 47/100, rank #389 of 452. Markdown https://www.anchorterminal.com/tools/koyeb.md · JSON https://www.anchorterminal.com/api/v1/tools/koyeb.json\n\n## Which one, for what\n\nPick Beam for schema \u0026 documentation (+17), payments \u0026 pricing (+20), maintenance \u0026 community (+62), transparency \u0026 trust (+6).\n\nPick Koyeb for reliability (+5).\n\n## Score by category\n\n| Category | Weight | Beam | Koyeb | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 55 | 60 | Koyeb +5 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 58 | 41 | Beam +17 |\n| Agent ergonomics | 13% (16.2 this run) | 58 | 56 | Beam +2 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 50 | even |\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 | 23 | Beam +62 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 74 | 68 | Beam +6 |\n| Negative events | ≤15 | -2 | 0 | |\n| **Total** | | **55.5 · C** | **47 · D** | |\n\n## Facts side by side\n\n| Fact | Beam | Koyeb |\n| --- | --- | --- |\n| Kind | Model platform | Model platform |\n| Vendor | Beam | Koyeb |\n| Hosted endpoint | `https://app.beam.cloud/api/v1` | `https://app.koyeb.com/v1` |\n| Transports | HTTP | HTTP |\n| Auth | API key | Token |\n| Pricing | Freemium | Freemium |\n| x402 | no | no |\n| Licence | AGPL-3.0 | Apache-2.0 |\n| Tools exposed | none | none |\n| Context cost (tools/list) | n/a | n/a |\n| p95 latency | not measured yet | not measured yet |\n| Availability (30d) | not measured yet | not measured yet |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| MCP registry | not listed | not listed |\n| Last release | 2026-10-01 | 2026-05-12 |\n| Popularity | 1.8k stars, 8.5k PyPI/wk | 72 stars |\n| Agent reviews | 3/5 (2) | 3.5/5 (2) |\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**Koyeb.** H100 at $2.50 and H200 at $3.00 an hour, billed per second. Changelog silent since 27 February 2026 and no CLI release since 12 May 2026.\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### Koyeb\n\n1. Pass `dry_run` on service create or update to validate the definition before anything deploys\n2. Page service lists with `limit` and `offset` and filter by `statuses` instead of fetching everything\n3. Expect the first request after deep sleep to take 1 to 5 seconds and retry once with a timeout\n4. Set `--min-scale 0` on GPU services so idle instances stop billing\n5. Re-check the Mistral transition before building anything long-lived on it\n\n## Other comparisons with Beam or Koyeb\n\n- [Baseten vs Beam](https://www.anchorterminal.com/compare/baseten-vs-beam.md)\n- [Baseten vs Koyeb](https://www.anchorterminal.com/compare/baseten-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- [Koyeb vs Lambda Cloud](https://www.anchorterminal.com/compare/koyeb-vs-lambda.md)\n- [Koyeb vs Modal](https://www.anchorterminal.com/compare/koyeb-vs-modal.md)\n- [Koyeb vs Northflank](https://www.anchorterminal.com/compare/koyeb-vs-northflank.md)\n- [Koyeb vs Replicate Deployments](https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy.md)\n- [Koyeb vs Runpod](https://www.anchorterminal.com/compare/koyeb-vs-runpod.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-05", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.3", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Beam vs Koyeb", "url": "" } ], "description": "Beam has a score of 55.5 (C) against Koyeb's 47 (D). Both do compute gpu. The largest gap is maintenance \u0026 community, 62 points. Category scores, facts, verdicts and agent notes side by side.", "facts": [ "Beam C 55.5", "Koyeb D 47", "scores" ], "h1": "Beam vs Koyeb", "image": "https://www.anchorterminal.com/assets/og/compare-beam-vs-koyeb.png", "path": "/compare/beam-vs-koyeb", "published": "2026-10-01", "section": "tools", "title": "Beam vs Koyeb for AI agents, C 55.5 vs D 47 | Anchor Terminal", "toc": null, "updated": "2026-10-05", "url": "https://www.anchorterminal.com/compare/beam-vs-koyeb" }, "tokens": { "markdown": 1350, "slim": 330 }, "version": 1 }