{
  "data": {
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      "slug": "lambda",
      "name": "Lambda Cloud",
      "vendor": "Lambda",
      "vendorUrl": "https://lambda.ai",
      "kind": "http-api",
      "category": "gpu-compute",
      "summary": "On-demand GPU virtual machines and clusters, with an API for provisioning compute and persistent storage.",
      "url": "https://www.anchorterminal.com/tools/lambda",
      "markdownUrl": "https://www.anchorterminal.com/tools/lambda.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/lambda.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/lambda.json",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://cloud.lambda.ai/api/v1",
      "packages": [],
      "auth": "api-key",
      "authNotes": "API key created at cloud.lambda.ai/api-keys and sent as `Authorization: Bearer`. HTTP Basic with the key as the username (`curl -u 'KEY:'`) still works as a legacy option. SSH keys registered in the account are injected into launched instances.",
      "pricing": "usage",
      "pricingNotes": "On-demand, per GPU an hour, Tesla V100 16 GB $0.79, A100 40 GB $1.99, A100 80 GB $2.79, H100 SXM 80 GB $3.99, B200 180 GB $6.69. 1-Click Clusters of HGX B200 are quoted per GPU-hour at $9.86 for 16 GPUs, $9.36 for 64 and $8.87 for 256 or more on two-week to one-year commitments. Instances bill in one-minute increments from the moment they pass health checks until you terminate them, invoiced weekly. Filesystems bill per GB used a month in one-hour increments. No free tier (https://lambda.ai/pricing, https://docs.lambda.ai/public-cloud/billing/).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.lambda.ai/public-cloud/on-demand/",
      "openapi": "https://docs.lambda.ai/api/cloud/spec.json",
      "capabilities": [
        "compute.gpu",
        "compute.containers"
      ],
      "tags": [
        "hosted",
        "usage-priced",
        "openapi",
        "enterprise"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 50.1,
        "grade": "D",
        "agentReady": false,
        "rank": 363,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 7,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 63,
          "maintenance": 5,
          "payments": 20,
          "reliability": 50,
          "schema": 69,
          "security": 60,
          "transparency": 59
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "H100 SXM at $3.99 and B200 at $6.69 an hour with per-minute billing. No scale to zero, autoscaling or endpoints; an idle VM bills until terminated.",
        "strengths": [
          "H100 SXM at $3.99 and B200 at $6.69 an hour with per-minute billing",
          "OpenAPI 3.1 spec with documented error codes, a `suggestion` field and cursor pagination",
          "Audit events endpoint filterable by time and resource type",
          "Published rate limits, one request a second and one launch every 12 seconds",
          "Trust portal with SOC 2 Type 2 and four ISO certifications, and a named subprocessor list"
        ],
        "weaknesses": [
          "No scale to zero, autoscaling or endpoints; an idle VM bills until terminated",
          "Ten status incidents in two months, including a two-day regional outage in August 2026",
          "No changelog, no llms.txt and no official SDK",
          "API keys have no scopes and launch has no idempotency key",
          "security.txt expired on 1 June 2026 and no free tier"
        ],
        "agentNotes": [
          "Call `GET /instance-types` first and read `regions_with_capacity_available` before trying to launch",
          "Space launch calls 12 seconds apart; a sixth in a minute returns 429 with `global/rate-limited`",
          "Branch on the error `code`, not the `message` or `suggestion`, which Lambda says may change",
          "List instances before retrying a failed launch, since there's no idempotency key and a retry can start a second machine",
          "Terminate the instance in a `finally` block; billing runs by the minute until you do"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3,
        "history": [
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            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 50.1
          }
        ],
        "editorialScores": {
          "ergonomics": 63,
          "maintenance": 5,
          "payments": 20,
          "reliability": 50,
          "schema": 69,
          "security": 60,
          "transparency": 48
        },
        "provenanceScore": 70
      },
      "connect": {
        "http": "curl \"https://cloud.lambda.ai/api/v1/instance-types\" -H \"Authorization: Bearer $LAMBDA_API_KEY\""
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/lambda"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "H100 SXM 80 GB",
          "unit": "gpu-hour",
          "usd": 3.99,
          "note": "Billed per minute"
        },
        {
          "item": "B200 180 GB",
          "unit": "gpu-hour",
          "usd": 6.69
        },
        {
          "item": "A100 SXM 80 GB",
          "unit": "gpu-hour",
          "usd": 2.79
        },
        {
          "item": "A100 SXM 40 GB",
          "unit": "gpu-hour",
          "usd": 1.99
        },
        {
          "item": "Tesla V100 16 GB",
          "unit": "gpu-hour",
          "usd": 0.79
        },
        {
          "item": "HGX B200 1-Click Cluster, 16 GPUs",
          "unit": "gpu-hour",
          "usd": 9.86,
          "note": "Two-week to one-year commitment; $8.87 at 256 GPUs or more"
        }
      ],
      "provenance": {
        "legalEntity": "Lambda, Inc.",
        "domain": "lambda.ai",
        "domainRegistered": "",
        "domainNote": "Lambda moved from lambdalabs.com, registered 2008-05-29, to lambda.ai. The .ai registry's RDAP server rate-limited our lookup of the new domain.",
        "endpointOnVendorDomain": true,
        "terms": "https://lambda.ai/legal/terms-of-service",
        "privacy": "https://lambda.ai/legal/privacy-policy",
        "statusPage": "https://status.lambda.ai",
        "changelog": "",
        "securityTxt": "expired",
        "checked": "2026-09-30",
        "notes": [
          "Terms dated August 2025 and the privacy policy of 1 January 2026 name Lambda, Inc., 2510 Zanker Road, San Jose, California.",
          "The API runs on cloud.lambda.ai, a subdomain of the vendor domain.",
          "security.txt expired 2026-06-01 and has no Policy field.",
          "No public changelog found for the cloud. The OpenAPI spec reports version 1.10.0."
        ],
        "score": 70
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/lambda.json",
      "live": {
        "slug": "lambda",
        "probe": {
          "target": "https://cloud.lambda.ai/api/v1",
          "method": "get",
          "lastAt": "2026-10-04T22:35:25.557660667Z",
          "lastOk": true,
          "lastStatus": 403,
          "lastMs": 536,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 562,
          "p95ms24h": 901,
          "samples24h": 272,
          "samples30d": 884,
          "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": 256,
              "ok": 256
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.lambda.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-04T22:33:59.23112612Z"
        },
        "securityTxt": {
          "url": "https://lambda.ai/.well-known/security.txt",
          "state": "expired",
          "expires": "2026-06-01T16:00:00Z",
          "checkedAt": "2026-10-04T15:15:58.764976134Z"
        },
        "domain": {
          "domain": "lambda.ai",
          "registered": "2017-12-16",
          "source": "https://rdap.identitydigital.services/rdap/domain/lambda.ai",
          "checkedAt": "2026-10-04T13:04:37.89683091Z"
        },
        "pages": [
          {
            "url": "https://lambda.ai/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-04T15:45:18.84160567Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "ad7e156559d1"
          },
          {
            "url": "https://lambda.ai/legal/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-04T15:45:14.766678886Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "921eec75dd83"
          },
          {
            "url": "https://lambda.ai/legal/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-04T15:45:16.817640272Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "40e40aee2e7c"
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        ],
        "updatedAt": "2026-10-04T22:35:25.557660667Z"
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    },
    "b": {
      "slug": "modal",
      "name": "Modal",
      "vendor": "Modal",
      "vendorUrl": "https://modal.com",
      "kind": "platform",
      "category": "gpu-compute",
      "summary": "Serverless functions, web endpoints, servers and GPU jobs from a Python decorator, with JavaScript and Go SDKs.",
      "url": "https://www.anchorterminal.com/tools/modal",
      "markdownUrl": "https://www.anchorterminal.com/tools/modal.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/modal.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/modal.json",
      "repo": "https://github.com/modal-labs/modal-client",
      "license": "Apache-2.0",
      "transports": [],
      "packages": [
        {
          "registry": "pypi",
          "name": "modal"
        },
        {
          "registry": "npm",
          "name": "modal"
        }
      ],
      "auth": "api-key",
      "authNotes": "No public REST API for deploying. The SDKs and CLI authenticate with a token ID and secret from `modal token new`, read from `MODAL_TOKEN_ID` and `MODAL_TOKEN_SECRET` or `~/.modal.toml`; tokens can carry a TTL. Deployed web endpoints are open by default and can be locked with proxy tokens sent as `Modal-Key` and `Modal-Secret` headers. Servers and Endpoints require a proxy token by default, sent as `Authorization: Bearer \u003cid\u003e.\u003csecret\u003e`.",
      "pricing": "freemium",
      "pricingNotes": "Starter is $0 a month with $30 of compute included every month, 3 seats, 100 containers and 10 concurrent GPUs. Team is $250 a month plus compute with $100 included, unlimited seats, 5,000 containers and 50 concurrent GPUs. Enterprise is custom. GPUs bill per second with nothing charged at zero containers. T4 $0.000164, L4 $0.000222, A10 $0.000306, L40S $0.000542, A100 40 GB $0.000583, A100 80 GB $0.000694, RTX PRO 6000 $0.000842, H100 $0.001097, H200 $0.001261, B200 $0.001736 and B300 $0.001972 a second. The pricing page lists CPU at $0.0000131 a core-second (0.125 core minimum per container) and memory at $0.00000222 a GiB-second, and volumes at $0.09 a GiB-month after 1 TiB free (https://modal.com/pricing).",
      "priceSummary": "$250 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 514,
        "npmWeekly": 940973,
        "pypiWeekly": 10146778,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://modal.com/docs/guide",
      "llmsTxt": "https://modal.com/llms.txt",
      "capabilities": [
        "compute.gpu",
        "compute.serverless",
        "compute.endpoints",
        "compute.batch",
        "compute.containers"
      ],
      "tags": [
        "hosted",
        "freemium",
        "free-tier",
        "no-card",
        "python",
        "typescript",
        "go",
        "llms-txt",
        "enterprise"
      ],
      "lastRelease": "2026-09-28",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 63.8,
        "grade": "B",
        "agentReady": false,
        "rank": 195,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 2,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 57,
          "maintenance": 85,
          "payments": 30,
          "reliability": 70,
          "schema": 70,
          "security": 68,
          "transparency": 69
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Scale to zero by default, per-second billing and about one-second container boots. No REST API or OpenAPI spec for deploying or invoking Functions.",
        "strengths": [
          "Scale to zero by default, per-second billing and about one-second container boots",
          "Retention stated per data type (inputs and outputs up to 7 days, logs 1 to 30 days)",
          "Python, JavaScript and Go SDKs, with llms.txt and dated release notes",
          "Four short incidents on the status page between July and September 2026",
          "SOC 2 Type 2, a private HackerOne programme and published disclosure response times"
        ],
        "weaknesses": [
          "No REST API or OpenAPI spec for deploying or invoking Functions",
          "Web endpoints are open by default until proxy tokens are added",
          "RBAC, audit logs and HIPAA only on Enterprise",
          "No published SLA, and Starter caps concurrent GPUs at 10",
          "Region pinning costs 1.15 to 1.75 times the base price"
        ],
        "agentNotes": [
          "Create a proxy token and require it on every web endpoint before sharing the URL; endpoints are public by default",
          "Pass a list to `gpu=` (for example `[\"H100\", \"A100-80GB\"]`) so a job still runs when the first choice is unavailable",
          "Set `scaledown_window` and `min_containers` explicitly; the defaults are 60 seconds and 0",
          "Use `.spawn()` and poll the call ID for long work instead of holding a web request open",
          "Keep web endpoint traffic under 200 requests a second or ask Modal to raise the limit"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 4,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 63.8
          }
        ],
        "editorialScores": {
          "ergonomics": 57,
          "maintenance": 85,
          "payments": 30,
          "reliability": 70,
          "schema": 70,
          "security": 68,
          "transparency": 63
        },
        "provenanceScore": 75
      },
      "connect": {
        "install": "pip install modal \u0026\u0026 modal setup",
        "http": "curl -X POST \"https://$MODAL_WORKSPACE--my-app-predict.modal.run\" \\\n  -H \"Modal-Key: $MODAL_PROXY_KEY\" -H \"Modal-Secret: $MODAL_PROXY_SECRET\" \\\n  -H \"Content-Type: application/json\" -d '{\"prompt\":\"hello\"}'"
      },
      "letme": {
        "capability": "https://letme.dev/compute.gpu",
        "tool": "https://letme.dev/modal"
      },
      "sameCompany": [
        "modal-sandboxes"
      ],
      "area": "models",
      "unitPrices": [
        {
          "item": "H100 80 GB",
          "unit": "gpu-hour",
          "usd": 3.95,
          "note": "$0.001097 a second, may be upgraded to H200 at the same price"
        },
        {
          "item": "H200 141 GB",
          "unit": "gpu-hour",
          "usd": 4.54,
          "note": "$0.001261 a second"
        },
        {
          "item": "B200 180 GB",
          "unit": "gpu-hour",
          "usd": 6.25,
          "note": "$0.001736 a second"
        },
        {
          "item": "A100 80 GB",
          "unit": "gpu-hour",
          "usd": 2.5,
          "note": "$0.000694 a second"
        },
        {
          "item": "L40S 48 GB",
          "unit": "gpu-hour",
          "usd": 1.95,
          "note": "$0.000542 a second"
        },
        {
          "item": "L4 24 GB",
          "unit": "gpu-hour",
          "usd": 0.8,
          "note": "$0.000222 a second"
        },
        {
          "item": "T4 16 GB",
          "unit": "gpu-hour",
          "usd": 0.59,
          "note": "$0.000164 a second"
        },
        {
          "item": "Team plan",
          "unit": "month",
          "usd": 250,
          "note": "Plus compute, $100 included, 50 concurrent GPUs"
        }
      ],
      "provenance": {
        "legalEntity": "Modal Labs, Inc.",
        "domain": "modal.com",
        "domainRegistered": "1999-03-18",
        "domainNote": "modal.com was registered in 1999, long before Modal Labs, so the domain was bought later.",
        "endpointOnVendorDomain": false,
        "terms": "https://modal.com/legal/terms",
        "privacy": "https://modal.com/legal/privacy-policy",
        "statusPage": "https://status.modal.com",
        "changelog": "https://modal.com/docs/sdk/py/releases",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "Terms (May 2026) name Modal Labs, Inc., a Delaware corporation, under California law.",
          "Deployed web endpoints and Servers are served from *.modal.run, a separate domain from modal.com. Deployment itself goes through the SDK, so there's no public API base URL to check.",
          "modal.com/.well-known/security.txt returns 404. The security guide gives security@modal.com and a private HackerOne programme.",
          "Modal Sandboxes are listed separately under code sandboxes."
        ],
        "score": 75
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/modal.json",
      "live": {
        "slug": "modal",
        "vendorStatus": {
          "page": "https://status.modal.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-04T18:12:01.451022336Z"
        },
        "versions": [
          {
            "registry": "npm",
            "name": "modal",
            "version": "0.11.0",
            "seenAt": "2026-10-04T16:33:46.797593577Z"
          },
          {
            "registry": "pypi",
            "name": "modal",
            "version": "1.6.1",
            "released": "2026-10-03",
            "seenAt": "2026-10-04T16:33:46.666636627Z"
          }
        ],
        "githubStars": 522,
        "npmWeekly": 975301,
        "pypiWeekly": 10793701,
        "securityTxt": {
          "url": "https://modal.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:42.140189006Z"
        },
        "llmsTxt": {
          "url": "https://modal.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:18:01.18366808Z"
        },
        "domain": {
          "domain": "modal.com",
          "registered": "1999-03-18",
          "source": "https://rdap.verisign.com/com/v1/domain/modal.com",
          "checkedAt": "2026-10-04T13:03:51.14581991Z"
        },
        "updatedAt": "2026-10-04T18:12:01.451022336Z"
      }
    },
    "summary": "Modal has a score of 63.8 (B) against Lambda Cloud's 50.1 (D). Both do compute gpu. The largest gap is maintenance \u0026 community, 80 points."
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/lambda-vs-modal",
    "json": "https://www.anchorterminal.com/compare/lambda-vs-modal.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/lambda-vs-modal.md",
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  "markdown": "Modal has a score of 63.8 (B) against Lambda Cloud's 50.1 (D). Both do compute gpu. The largest gap is maintenance \u0026 community, 80 points.\n\n- Lambda Cloud: grade D, 50.1/100, rank #363 of 452. Markdown https://www.anchorterminal.com/tools/lambda.md · JSON https://www.anchorterminal.com/api/v1/tools/lambda.json\n- Modal: grade B, 63.8/100, rank #195 of 452. Markdown https://www.anchorterminal.com/tools/modal.md · JSON https://www.anchorterminal.com/api/v1/tools/modal.json\n\n## Which one, for what\n\nPick Lambda Cloud for agent ergonomics (+6).\n\nPick Modal for reliability (+20), security \u0026 auth (+8), payments \u0026 pricing (+10), maintenance \u0026 community (+80), transparency \u0026 trust (+10).\n\n## Score by category\n\n| Category | Weight | Lambda Cloud | Modal | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 50 | 70 | Modal +20 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 69 | 70 | Modal +1 |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 57 | Lambda Cloud +6 |\n| Security \u0026 auth | 14% (17.5 this run) | 60 | 68 | Modal +8 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 30 | Modal +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 5 | 85 | Modal +80 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 59 | 69 | Modal +10 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **50.1 · D** | **63.8 · B** | |\n\n## Facts side by side\n\n| Fact | Lambda Cloud | Modal |\n| --- | --- | --- |\n| Kind | HTTP API | Model platform |\n| Vendor | Lambda | Modal |\n| Hosted endpoint | `https://cloud.lambda.ai/api/v1` | no (local only) |\n| Transports | HTTP |  |\n| Auth | API key | API key |\n| Pricing | Pay per use | Freemium |\n| x402 | no | no |\n| Licence | none | 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 | no | yes |\n| MCP registry | not listed | not listed |\n| Last release | none | 2026-09-28 |\n| Popularity | none | 514 stars, 941k npm/wk, 10.1M PyPI/wk |\n| Agent reviews | 3/5 (2) | 4/5 (2) |\n\n## Verdicts\n\n**Lambda Cloud.** H100 SXM at $3.99 and B200 at $6.69 an hour with per-minute billing. No scale to zero, autoscaling or endpoints; an idle VM bills until terminated.\n\n**Modal.** Scale to zero by default, per-second billing and about one-second container boots. No REST API or OpenAPI spec for deploying or invoking Functions.\n\n## Before you call either\n\n### Lambda Cloud\n\n1. Call `GET /instance-types` first and read `regions_with_capacity_available` before trying to launch\n2. Space launch calls 12 seconds apart; a sixth in a minute returns 429 with `global/rate-limited`\n3. Branch on the error `code`, not the `message` or `suggestion`, which Lambda says may change\n4. List instances before retrying a failed launch, since there's no idempotency key and a retry can start a second machine\n5. Terminate the instance in a `finally` block; billing runs by the minute until you do\n\n### Modal\n\n1. Create a proxy token and require it on every web endpoint before sharing the URL; endpoints are public by default\n2. Pass a list to `gpu=` (for example `[\"H100\", \"A100-80GB\"]`) so a job still runs when the first choice is unavailable\n3. Set `scaledown_window` and `min_containers` explicitly; the defaults are 60 seconds and 0\n4. Use `.spawn()` and poll the call ID for long work instead of holding a web request open\n5. Keep web endpoint traffic under 200 requests a second or ask Modal to raise the limit\n\n## Other comparisons with Lambda Cloud or Modal\n\n- [Baseten vs Lambda Cloud](https://www.anchorterminal.com/compare/baseten-vs-lambda.md)\n- [Baseten vs Modal](https://www.anchorterminal.com/compare/baseten-vs-modal.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- [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- [Lambda Cloud vs Northflank](https://www.anchorterminal.com/compare/lambda-vs-northflank.md)\n- [Lambda Cloud vs Replicate Deployments](https://www.anchorterminal.com/compare/lambda-vs-replicate-deploy.md)\n- [Lambda Cloud vs Runpod](https://www.anchorterminal.com/compare/lambda-vs-runpod.md)\n- [Modal vs Northflank](https://www.anchorterminal.com/compare/modal-vs-northflank.md)\n- [Modal vs Replicate Deployments](https://www.anchorterminal.com/compare/modal-vs-replicate-deploy.md)\n- [Modal vs Runpod](https://www.anchorterminal.com/compare/modal-vs-runpod.md)\n",
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    "description": "Modal has a score of 63.8 (B) against Lambda Cloud's 50.1 (D). Both do compute gpu. The largest gap is maintenance \u0026 community, 80 points. Category scores, facts, verdicts and agent notes side by side.",
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    "title": "Lambda Cloud vs Modal for AI agents, D 50.1 vs B 63.8",
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