{
  "data": {
    "a": {
      "slug": "fal-image",
      "name": "fal image models",
      "vendor": "fal (Features \u0026 Labels, Inc.)",
      "vendorUrl": "https://fal.ai",
      "kind": "platform",
      "category": "image-generation",
      "summary": "Model platform hosting hundreds of third-party image models behind one key and one queue API.",
      "url": "https://www.anchorterminal.com/tools/fal-image",
      "markdownUrl": "https://www.anchorterminal.com/tools/fal-image.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/fal-image.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/fal-image.json",
      "repo": "https://github.com/fal-ai/fal-js",
      "license": "MIT",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://queue.fal.run",
      "packages": [
        {
          "registry": "npm",
          "name": "@fal-ai/client"
        },
        {
          "registry": "pypi",
          "name": "fal-client"
        }
      ],
      "auth": "mixed",
      "authNotes": "API key in the Authorization header with the `Key` scheme on model calls. The hosted MCP at https://mcp.fal.ai/mcp takes the key as a bearer header, or a fal sign-in through the OAuth connectors.",
      "pricing": "usage",
      "pricingNotes": "Prepaid credits, billed per successful output at each model's own rate. No charge for server errors, queue time or cold starts. Purchased credits expire after 365 days. FLUX.1 schnell $0.003 and FLUX.1 dev $0.025 per megapixel, FLUX.2 pro $0.03 for the first megapixel, Nano Banana 2 $0.08 and Nano Banana Pro $0.15 an image, Seedream 4.5 and Recraft V3 $0.04, Ideogram 3.0 $0.03 to $0.09 by quality (https://fal.ai/pricing).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 in the docs index or pricing docs (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 186,
        "npmWeekly": 1675192,
        "pypiWeekly": 824976,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://fal.ai/docs",
      "llmsTxt": "https://fal.ai/docs/llms.txt",
      "openapi": "https://api.fal.ai/v1/openapi.json",
      "capabilities": [
        "image.generate",
        "image.edit",
        "image.upscale",
        "image.vector",
        "image.reference"
      ],
      "tags": [
        "hosted",
        "model-platform",
        "mcp",
        "llms-txt",
        "openapi",
        "python",
        "typescript",
        "async-jobs",
        "webhooks",
        "open-weights"
      ],
      "lastRelease": "2026-09-21",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 65.2,
        "grade": "B",
        "agentReady": false,
        "rank": 326,
        "ranked": true,
        "rankOf": 950,
        "categoryRank": 2,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 72,
          "maintenance": 79,
          "payments": 20,
          "reliability": 73,
          "schema": 85,
          "security": 65,
          "transparency": 49
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Hundreds of image models, including FLUX, Nano Banana, GPT Image, Seedream, Recraft and Ideogram, on one key. Billing units vary by model, per image, per megapixel or per token.",
        "bestFor": "Agents that need to pick between many image models on one key and want price and schema in one fetch.",
        "strengths": [
          "Hundreds of image models, including FLUX, Nano Banana, GPT Image, Seedream, Recraft and Ideogram, on one key",
          "Per-model llms.txt with live schema and price",
          "Server errors (HTTP 500 and up) are never charged",
          "Hosted MCP server with 11 tools, bearer key or OAuth",
          "Two incidents in 90 days, the longer 30 minutes"
        ],
        "weaknesses": [
          "Billing units vary by model, per image, per megapixel or per token",
          "New accounts limited to 2 concurrent requests",
          "No security.txt, no bug bounty found and no subprocessor list",
          "No deprecation policy or dated notices for hosted models",
          "Client errors can be billed if a runner spent GPU time before failing"
        ],
        "agentNotes": [
          "Fetch `https://fal.ai/models/\u003cendpoint-id\u003e/llms.txt` before calling a model to get its schema and price",
          "POST to `https://queue.fal.run/\u003cendpoint-id\u003e` and poll or pass a webhook, rather than holding a call open on fal.run",
          "Use an API-scoped key for agents. ADMIN keys can deploy and manage apps",
          "Download outputs you need to keep. CDN retention defaults to at least 7 days, set `X-Fal-Object-Lifecycle-Preference` to change it",
          "Validate inputs before submitting, a malformed request can still be billed"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 4,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 65.2
          }
        ],
        "editorialScores": {
          "ergonomics": 72,
          "maintenance": 79,
          "payments": 20,
          "reliability": 73,
          "schema": 85,
          "security": 65,
          "transparency": 32
        },
        "provenanceScore": 66
      },
      "connect": {
        "http": "curl -X POST https://queue.fal.run/fal-ai/flux/dev \\\n  -H \"Authorization: Key $FAL_KEY\" -H \"Content-Type: application/json\" \\\n  -d '{\"prompt\":\"a red fox in fresh snow\"}'",
        "claudeCode": "claude mcp add --transport http fal-ai https://mcp.fal.ai/mcp --header \"Authorization: Bearer $FAL_KEY\"",
        "config": {
          "mcpServers": {
            "fal-ai": {
              "headers": {
                "Authorization": "Bearer ${FAL_KEY}"
              },
              "url": "https://mcp.fal.ai/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/image.generate",
        "tool": "https://letme.dev/fal-image"
      },
      "sameCompany": [
        "fal-video",
        "fal-music"
      ],
      "area": "content",
      "unitPrices": [
        {
          "item": "FLUX.1 dev",
          "unit": "image",
          "usd": 0.025,
          "note": "1024x1024 (1 MP), billed per megapixel"
        },
        {
          "item": "FLUX.1 schnell",
          "unit": "image",
          "usd": 0.003,
          "note": "1024x1024 (1 MP), billed per megapixel"
        },
        {
          "item": "FLUX.2 pro",
          "unit": "image",
          "usd": 0.03,
          "note": "1024x1024. $0.015 per extra megapixel"
        },
        {
          "item": "Nano Banana 2",
          "unit": "image",
          "usd": 0.08,
          "note": "1K output. 1.5x at 2K, 2x at 4K"
        },
        {
          "item": "Nano Banana Pro",
          "unit": "image",
          "usd": 0.15,
          "note": "standard resolution. 2x at 4K"
        },
        {
          "item": "Seedream 4.5",
          "unit": "image",
          "usd": 0.04
        },
        {
          "item": "Recraft V3",
          "unit": "image",
          "usd": 0.04,
          "note": "$0.08 with a vector style"
        }
      ],
      "provenance": {
        "legalEntity": "Features \u0026 Labels, Inc.",
        "domain": "fal.ai",
        "domainRegistered": "2020-11-13",
        "endpointOnVendorDomain": false,
        "terms": "https://fal.ai/legal/terms-of-service",
        "privacy": "https://fal.ai/legal/privacy-policy",
        "statusPage": "https://status.fal.ai",
        "changelog": "https://fal.ai/docs/changelog",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "Inference runs on queue.fal.run and fal.run, a separate domain from fal.ai",
          "remoteUrl is the queue base. A bare GET there returns 404. Model calls go to /\u003cendpoint-id\u003e"
        ],
        "score": 66
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/fal-image.json",
      "live": {
        "slug": "fal-image",
        "probe": {
          "target": "https://queue.fal.run",
          "method": "get",
          "lastAt": "2026-10-10T02:54:55.255459911Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 317,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 320,
          "p95ms24h": 378,
          "samples24h": 249,
          "samples30d": 2466,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "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": 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": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 30,
              "ok": 30
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.fal.ai",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-10T00:50:33.38319106Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "fal-ai/fal-js",
            "version": "client-v1.10.1",
            "released": "2026-05-04",
            "seenAt": "2026-10-09T16:52:42.110200416Z"
          },
          {
            "registry": "npm",
            "name": "@fal-ai/client",
            "version": "1.10.1",
            "seenAt": "2026-10-09T16:52:40.91924982Z"
          },
          {
            "registry": "pypi",
            "name": "fal-client",
            "version": "1.0.3",
            "released": "2026-09-21",
            "seenAt": "2026-10-09T16:52:41.884952501Z"
          }
        ],
        "githubStars": 187,
        "npmWeekly": 1636425,
        "pypiWeekly": 732255,
        "securityTxt": {
          "url": "https://fal.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-09T15:39:36.278772206Z"
        },
        "llmsTxt": {
          "url": "https://fal.ai/docs/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-09T14:01:54.957581227Z"
        },
        "domain": {
          "domain": "fal.ai",
          "registered": "2020-11-13",
          "source": "https://rdap.identitydigital.services/rdap/domain/fal.ai",
          "checkedAt": "2026-10-04T13:04:33.919358701Z"
        },
        "pages": [
          {
            "url": "https://fal.ai/docs/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-09T18:39:18.238167557Z",
            "changedAt": "2026-10-09T18:39:18.238167557Z",
            "fingerprint": "bbde5002f7cb"
          },
          {
            "url": "https://fal.ai/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-09T18:39:27.467918605Z",
            "changedAt": "2026-10-08T18:20:21.57604428Z",
            "fingerprint": "1234f2aa3e34"
          },
          {
            "url": "https://fal.ai/legal/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-09T18:39:22.44564505Z",
            "changedAt": "2026-10-07T18:06:08.126413382Z",
            "fingerprint": "1a7f6821e9f2"
          },
          {
            "url": "https://fal.ai/legal/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-09T18:39:24.822565681Z",
            "changedAt": "2026-10-07T18:06:10.325846357Z",
            "fingerprint": "b564469d1d9a"
          }
        ],
        "updatedAt": "2026-10-10T02:54:55.255459911Z"
      }
    },
    "answer": "fal image models scores 65.2 (B) on agent readiness against Seedream on BytePlus ModelArk's 53.8 (D), and leads in 3 of 7 scored categories. Seedream on BytePlus ModelArk leads on security \u0026 auth and transparency \u0026 trust.",
    "b": {
      "slug": "seedream-on-byteplus-modelark",
      "name": "Seedream on BytePlus ModelArk",
      "vendor": "BytePlus Pte. Ltd. (ByteDance)",
      "vendorUrl": "https://www.byteplus.com",
      "kind": "model",
      "category": "image-generation",
      "summary": "BytePlus ModelArk's hosted API for ByteDance's Seedream image models. One endpoint handles text-to-image, reference-image editing, batches of related images and layer decomposition, billed per generated image.",
      "url": "https://www.anchorterminal.com/tools/seedream-on-byteplus-modelark",
      "markdownUrl": "https://www.anchorterminal.com/tools/seedream-on-byteplus-modelark.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/seedream-on-byteplus-modelark.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/seedream-on-byteplus-modelark.json",
      "repo": "https://github.com/volcengine/ark-runtime-go",
      "license": "Proprietary service under the BytePlus Customer Agreement and Service Specific Terms. The Go and Python SDK repositories are Apache-2.0",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://ark.ap-southeast.bytepluses.com/api/v3",
      "packages": [
        {
          "registry": "pypi",
          "name": "arkruntime"
        },
        {
          "registry": "pypi",
          "name": "byteplus-python-sdk-v2"
        },
        {
          "registry": "go",
          "name": "github.com/volcengine/ark-runtime-go"
        }
      ],
      "auth": "api-key",
      "authNotes": "The image endpoint takes a ModelArk API key as a Bearer token and, per its reference, no other credential. Keys are created in the console after a browser sign-up, belong to one resource project and one region, and can be limited to named model IDs or custom inference endpoints and to an IP allowlist. A key can be disabled, re-enabled or deleted, and a primary account holds up to 50. Each model must be activated in the console before use.",
      "pricing": "usage",
      "pricingNotes": "Pay as you go per successfully generated image, in US dollars, published without a login. Seedream 5.0 flash $0.018, 4.0 $0.03, 5.0 lite $0.035, 4.5 $0.04, 5.0 pro $0.045 up to 2.61 million pixels and $0.09 above. Input images are free except on 5.0 pro, which charges $0.003 from the second. No free image quota is listed for Seedream, and an account in arrears for two hours is suspended (https://docs.byteplus.com/en/docs/modelark/model-pricing).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the API reference, the pricing page or the error codes (checked 2026-10-09).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-09"
      },
      "docsUrl": "https://docs.byteplus.com/en/docs/modelark/image-generation-api",
      "capabilities": [
        "image.generate",
        "image.edit",
        "image.reference"
      ],
      "tags": [
        "hosted",
        "closed-source",
        "api-key",
        "python",
        "go",
        "java",
        "openai-compatible",
        "watermark",
        "streaming",
        "regional-endpoints"
      ],
      "lastRelease": "2026-09-17",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 53.8,
        "grade": "D",
        "agentReady": false,
        "rank": 700,
        "ranked": true,
        "rankOf": 950,
        "categoryRank": 5,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 72,
          "maintenance": 73,
          "payments": 20,
          "reliability": 43,
          "schema": 62,
          "security": 70,
          "transparency": 60
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-09"
        },
        "negative": -3,
        "negativeNotes": [
          "The model list (updated 28 September 2026) says `seedream-5-0-lite` is supported in eu-west-1, while the deprecation page says the model was deactivated in that region on 10 September 2026 and the region page lists only `seed-2-0-lite` for the EU. The batch that carries the notice is dated 8 September 2026, two days earlier, against the page's own 30-day minimum. We made no call to confirm which page is right. 3 points (https://docs.byteplus.com/en/docs/modelark/model-deprecation-notice)."
        ],
        "verdict": "Per-image prices from $0.018 are public, and API keys can be limited to named models and an IP allowlist. No status page, SLA or OpenAPI file was found, onboarding needs a browser sign-up, and BytePlus says its model services are not available in the United States.",
        "bestFor": "Agents that need ByteDance's Seedream models first-hand, multi-reference edits, 4K output or layered PNG output at a published per-image price, for users outside the United States.",
        "strengths": [
          "Per-image prices are public for five Seedream models, from $0.018 (5.0 flash) to $0.09 (5.0 pro above 1.5K), and failed or moderated images are not billed",
          "API keys are scoped to a project and can be limited to named model IDs or endpoints and to an IP allowlist",
          "Up to 14 reference images on Seedream 5.0 lite, 4.5 and 4.0, and up to 4K output (4096x4096) on those models",
          "The error reference lists 15 distinct 429 codes, and a burst-traffic guide gives backoff code with jitter",
          "The service terms say customer data is not used for training unless the customer opts in",
          "A written deprecation process promises at least 30 calendar days' notice, with dated batches and named replacements"
        ],
        "weaknesses": [
          "No status page, incident history or ModelArk SLA was found in the pages read",
          "No OpenAPI file, llms.txt or Markdown docs for agents were found. The docs site is drawn by script",
          "The model list says `seedream-5-0-lite` runs in eu-west-1, while the deprecation page says it was deactivated there on 10 September 2026",
          "The Service Specific Terms say BytePlus Model Services are not available in the United States",
          "No idempotency key was found, so a retried request that succeeded is a second paid generation",
          "Image URLs expire 24 hours after generation, and a watermark is added unless `watermark` is set to false"
        ],
        "agentNotes": [
          "POST to `https://ark.ap-southeast.bytepluses.com/api/v3/images/generations` with `Authorization: Bearer $ARK_API_KEY`. Keys and model activation are per region",
          "Set `watermark` to false if the image must not carry the AI-generated mark. The default is true",
          "Download `data[].url` within 24 hours, or ask for `response_format` `b64_json`",
          "Check each `data[].error` in a sequential batch. One moderated image does not fail the others, and only `usage.generated_images` is billed",
          "Stay under 500 images a minute per model and back off with jitter on 429. Layer decomposition reserves 17 against that limit per request"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 53.8
          }
        ],
        "editorialScores": {
          "ergonomics": 72,
          "maintenance": 73,
          "payments": 20,
          "reliability": 43,
          "schema": 62,
          "security": 70,
          "transparency": 61
        },
        "provenanceScore": 59
      },
      "connect": {
        "install": "python -m pip install --upgrade arkruntime",
        "http": "curl https://ark.ap-southeast.bytepluses.com/api/v3/images/generations \\\n  -H \"Content-Type: application/json\" \\\n  -H \"Authorization: Bearer $ARK_API_KEY\" \\\n  -d '{\"model\":\"seedream-5-0-lite-260128\",\"prompt\":\"A lighthouse at dusk\",\"size\":\"2K\",\"output_format\":\"png\",\"watermark\":false}'"
      },
      "letme": {
        "capability": "https://letme.dev/image.generate",
        "tool": "https://letme.dev/seedream-on-byteplus-modelark"
      },
      "sameCompany": [
        "seedance-on-byteplus-modelark"
      ],
      "area": "content",
      "unitPrices": [
        {
          "item": "Seedream 5.0 flash",
          "unit": "image",
          "usd": 0.018
        },
        {
          "item": "Seedream 4.0",
          "unit": "image",
          "usd": 0.03
        },
        {
          "item": "Seedream 5.0 lite",
          "unit": "image",
          "usd": 0.035
        },
        {
          "item": "Seedream 4.5",
          "unit": "image",
          "usd": 0.04
        },
        {
          "item": "Seedream 5.0 pro",
          "unit": "image",
          "usd": 0.045,
          "note": "up to 2.61 million pixels (1.5K or lower)"
        },
        {
          "item": "Seedream 5.0 pro above 1.5K",
          "unit": "image",
          "usd": 0.09,
          "note": "more than 2.61 million pixels"
        }
      ],
      "provenance": {
        "legalEntity": "BytePlus Pte. Ltd.",
        "domain": "byteplus.com",
        "domainRegistered": "2002-09-07",
        "endpointOnVendorDomain": false,
        "terms": "https://docs.byteplus.com/en/docs/legal/docs-customer-agreement",
        "privacy": "https://docs.byteplus.com/en/docs/legal/docs-privacy-policy",
        "statusPage": "",
        "changelog": "https://docs.byteplus.com/en/docs/modelark/model-release-announcement",
        "securityTxt": "none",
        "checked": "2026-10-09",
        "notes": [
          "The Customer Agreement (effective 30 September 2026) is made with BytePlus Pte. Ltd. or another BytePlus affiliate named as the contracting entity. The Service Specific Terms, which hold the ModelArk and Model Services sections, rank above it.",
          "The API answers at ark.ap-southeast.bytepluses.com and ark.eu-west.bytepluses.com, a different domain from byteplus.com. BytePlus's own docs name both hosts.",
          "The Privacy Policy names Byteplus Pte. Ltd. in Singapore as controller and says it does not cover personal data processed on behalf of corporate customers. That processing falls under the Data Processing Addendum, which we did not read.",
          "https://www.byteplus.com/.well-known/security.txt returns the site's HTML shell, not a security.txt file. The SDK repositories carry a SECURITY.md that sends reports to ByteDance's security centre.",
          "No status page was found in the docs or on the pages of www.byteplus.com that we could read.",
          "RDAP for byteplus.com gives a registration date of 2002-09-07 and Gandi SAS as registrar."
        ],
        "score": 59
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/seedream-on-byteplus-modelark.json",
      "live": {
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        "probe": {
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        "versions": [
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        "githubStars": 1,
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        "pages": [
          {
            "url": "https://docs.byteplus.com/en/docs/modelark/model-release-announcement",
            "kind": "changelog",
            "status": 200,
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            "url": "https://docs.byteplus.com/en/docs/modelark/model-pricing",
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        "updatedAt": "2026-10-10T02:55:09.431290639Z"
      }
    },
    "facts": [
      {
        "a": "Model platform",
        "b": "Model API",
        "name": "Kind"
      },
      {
        "a": "fal (Features \u0026 Labels, Inc.)",
        "b": "BytePlus Pte. Ltd. (ByteDance)",
        "name": "Vendor"
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      {
        "a": "https://queue.fal.run",
        "b": "https://ark.ap-southeast.bytepluses.com/api/v3",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "Proprietary service under the BytePlus Customer Agreement and Service Specific Terms. The Go and Python SDK repositories are Apache-2.0",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-09-21",
        "b": "2026-09-17",
        "name": "Last release"
      },
      {
        "a": "2026-09-08",
        "b": "couldn't be read",
        "name": "Terms last updated"
      },
      {
        "a": "2026-07-22",
        "b": "couldn't be read",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "couldn't be read",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "couldn't be read",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "couldn't be read",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "186 stars, 1.7M npm/wk, 825k PyPI/wk",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "4/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "fal image models scores 65.2 (B) on agent readiness against Seedream on BytePlus ModelArk's 53.8 (D), and leads in 3 of 7 scored categories. Seedream on BytePlus ModelArk leads on security \u0026 auth and transparency \u0026 trust.",
        "question": "Which is better for AI agents, fal image models or Seedream on BytePlus ModelArk?"
      },
      {
        "answer": "Yes. fal image models has a hosted endpoint at https://queue.fal.run and Seedream on BytePlus ModelArk at https://ark.ap-southeast.bytepluses.com/api/v3.",
        "question": "Can an agent call fal image models and Seedream on BytePlus ModelArk without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 73 against 43",
          "Schema \u0026 documentation, 85 against 62",
          "Maintenance \u0026 community, 79 against 73"
        ],
        "also": [
          "No incidents deducted, where Seedream on BytePlus ModelArk loses 3 points for them"
        ],
        "goodFor": "Agents that need to pick between many image models on one key and want price and schema in one fetch.",
        "slug": "fal-image",
        "watchFor": "Billing units vary by model, per image, per megapixel or per token"
      },
      {
        "aheadOn": [
          "Security \u0026 auth, 70 against 65",
          "Transparency \u0026 trust, 60 against 49"
        ],
        "also": null,
        "goodFor": "Agents that need ByteDance's Seedream models first-hand, multi-reference edits, 4K output or layered PNG output at a published per-image price, for users outside the United States.",
        "slug": "seedream-on-byteplus-modelark",
        "watchFor": "No status page, incident history or ModelArk SLA was found in the pages read"
      }
    ],
    "job": {
      "capability": "image.generate",
      "name": "Image generation"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/adobe-firefly-vs-fal-image.json",
        "title": "Adobe Firefly API vs fal image models",
        "url": "https://www.anchorterminal.com/compare/adobe-firefly-vs-fal-image"
      },
      {
        "json": "https://www.anchorterminal.com/compare/adobe-firefly-vs-seedream-on-byteplus-modelark.json",
        "title": "Adobe Firefly API vs Seedream on BytePlus ModelArk",
        "url": "https://www.anchorterminal.com/compare/adobe-firefly-vs-seedream-on-byteplus-modelark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/black-forest-labs-vs-fal-image.json",
        "title": "Black Forest Labs FLUX API vs fal image models",
        "url": "https://www.anchorterminal.com/compare/black-forest-labs-vs-fal-image"
      },
      {
        "json": "https://www.anchorterminal.com/compare/black-forest-labs-vs-seedream-on-byteplus-modelark.json",
        "title": "Black Forest Labs FLUX API vs Seedream on BytePlus ModelArk",
        "url": "https://www.anchorterminal.com/compare/black-forest-labs-vs-seedream-on-byteplus-modelark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/bria-vs-fal-image.json",
        "title": "Bria API vs fal image models",
        "url": "https://www.anchorterminal.com/compare/bria-vs-fal-image"
      },
      {
        "json": "https://www.anchorterminal.com/compare/bria-vs-seedream-on-byteplus-modelark.json",
        "title": "Bria API vs Seedream on BytePlus ModelArk",
        "url": "https://www.anchorterminal.com/compare/bria-vs-seedream-on-byteplus-modelark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fal-image-vs-google-imagen.json",
        "title": "fal image models vs Google Imagen",
        "url": "https://www.anchorterminal.com/compare/fal-image-vs-google-imagen"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fal-image-vs-ideogram.json",
        "title": "fal image models vs Ideogram API",
        "url": "https://www.anchorterminal.com/compare/fal-image-vs-ideogram"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fal-image-vs-leonardo-ai.json",
        "title": "fal image models vs Leonardo.Ai API",
        "url": "https://www.anchorterminal.com/compare/fal-image-vs-leonardo-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fal-image-vs-openai-image-api.json",
        "title": "fal image models vs OpenAI Image API",
        "url": "https://www.anchorterminal.com/compare/fal-image-vs-openai-image-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fal-image-vs-recraft.json",
        "title": "fal image models vs Recraft API",
        "url": "https://www.anchorterminal.com/compare/fal-image-vs-recraft"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fal-image-vs-replicate-image.json",
        "title": "fal image models vs Replicate image models",
        "url": "https://www.anchorterminal.com/compare/fal-image-vs-replicate-image"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fal-image-vs-stability-ai-image.json",
        "title": "fal image models vs Stability AI Image API",
        "url": "https://www.anchorterminal.com/compare/fal-image-vs-stability-ai-image"
      },
      {
        "json": "https://www.anchorterminal.com/compare/google-imagen-vs-seedream-on-byteplus-modelark.json",
        "title": "Google Imagen vs Seedream on BytePlus ModelArk",
        "url": "https://www.anchorterminal.com/compare/google-imagen-vs-seedream-on-byteplus-modelark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ideogram-vs-seedream-on-byteplus-modelark.json",
        "title": "Ideogram API vs Seedream on BytePlus ModelArk",
        "url": "https://www.anchorterminal.com/compare/ideogram-vs-seedream-on-byteplus-modelark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/leonardo-ai-vs-seedream-on-byteplus-modelark.json",
        "title": "Leonardo.Ai API vs Seedream on BytePlus ModelArk",
        "url": "https://www.anchorterminal.com/compare/leonardo-ai-vs-seedream-on-byteplus-modelark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-image-api-vs-seedream-on-byteplus-modelark.json",
        "title": "OpenAI Image API vs Seedream on BytePlus ModelArk",
        "url": "https://www.anchorterminal.com/compare/openai-image-api-vs-seedream-on-byteplus-modelark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/recraft-vs-seedream-on-byteplus-modelark.json",
        "title": "Recraft API vs Seedream on BytePlus ModelArk",
        "url": "https://www.anchorterminal.com/compare/recraft-vs-seedream-on-byteplus-modelark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/replicate-image-vs-seedream-on-byteplus-modelark.json",
        "title": "Replicate image models vs Seedream on BytePlus ModelArk",
        "url": "https://www.anchorterminal.com/compare/replicate-image-vs-seedream-on-byteplus-modelark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/seedream-on-byteplus-modelark-vs-stability-ai-image.json",
        "title": "Seedream on BytePlus ModelArk vs Stability AI Image API",
        "url": "https://www.anchorterminal.com/compare/seedream-on-byteplus-modelark-vs-stability-ai-image"
      }
    ],
    "scores": [
      {
        "by": 30,
        "edge": "fal-image",
        "fal-image": 73,
        "key": "reliability",
        "name": "Reliability",
        "seedream-on-byteplus-modelark": 43,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 23,
        "edge": "fal-image",
        "fal-image": 85,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "seedream-on-byteplus-modelark": 62,
        "weight": 13
      },
      {
        "by": 0,
        "edge": "",
        "fal-image": 72,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "seedream-on-byteplus-modelark": 72,
        "weight": 13
      },
      {
        "by": 5,
        "edge": "seedream-on-byteplus-modelark",
        "fal-image": 65,
        "key": "security",
        "name": "Security \u0026 auth",
        "seedream-on-byteplus-modelark": 70,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "fal-image": 20,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "seedream-on-byteplus-modelark": 20,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 6,
        "edge": "fal-image",
        "fal-image": 79,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "seedream-on-byteplus-modelark": 73,
        "weight": 7
      },
      {
        "by": 11,
        "edge": "seedream-on-byteplus-modelark",
        "fal-image": 49,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "seedream-on-byteplus-modelark": 60,
        "weight": 7
      }
    ],
    "summary": "fal image models scores 65.2 (B) on agent readiness against Seedream on BytePlus ModelArk's 53.8 (D), and leads in 3 of 7 scored categories. Seedream on BytePlus ModelArk leads on security \u0026 auth and transparency \u0026 trust. Both do image generation.",
    "verdicts": {
      "fal-image": "Hundreds of image models, including FLUX, Nano Banana, GPT Image, Seedream, Recraft and Ideogram, on one key. Billing units vary by model, per image, per megapixel or per token.",
      "seedream-on-byteplus-modelark": "Per-image prices from $0.018 are public, and API keys can be limited to named models and an IP allowlist. No status page, SLA or OpenAPI file was found, onboarding needs a browser sign-up, and BytePlus says its model services are not available in the United States."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/fal-image-vs-seedream-on-byteplus-modelark",
    "json": "https://www.anchorterminal.com/compare/fal-image-vs-seedream-on-byteplus-modelark.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/fal-image-vs-seedream-on-byteplus-modelark.md",
    "slim": "https://www.anchorterminal.com/compare/fal-image-vs-seedream-on-byteplus-modelark.min.md"
  },
  "markdown": "fal image models scores 65.2 (B) on agent readiness against Seedream on BytePlus ModelArk's 53.8 (D), and leads in 3 of 7 scored categories. Seedream on BytePlus ModelArk leads on security \u0026 auth and transparency \u0026 trust. Both do image generation.\n\n- fal image models: grade B, 65.2/100, rank #326 of 950. Markdown https://www.anchorterminal.com/tools/fal-image.md · JSON https://www.anchorterminal.com/api/v1/tools/fal-image.json\n- Seedream on BytePlus ModelArk: grade D, 53.8/100, rank #700 of 950. Markdown https://www.anchorterminal.com/tools/seedream-on-byteplus-modelark.md · JSON https://www.anchorterminal.com/api/v1/tools/seedream-on-byteplus-modelark.json\n- Best image generation for AI agents: https://www.anchorterminal.com/best/image-generation/index.md\n- All 66 image comparisons: https://www.anchorterminal.com/compare/image-generation/index.md\n\n## Which one, for what\n\n### fal image models (B)\n\nGood for: Agents that need to pick between many image models on one key and want price and schema in one fetch.\n\nAhead on:\n- Reliability, 73 against 43\n- Schema \u0026 documentation, 85 against 62\n- Maintenance \u0026 community, 79 against 73\n\nAlso in its favour:\n- No incidents deducted, where Seedream on BytePlus ModelArk loses 3 points for them\n\nWatch for: Billing units vary by model, per image, per megapixel or per token\n\n### Seedream on BytePlus ModelArk (D)\n\nGood for: Agents that need ByteDance's Seedream models first-hand, multi-reference edits, 4K output or layered PNG output at a published per-image price, for users outside the United States.\n\nAhead on:\n- Security \u0026 auth, 70 against 65\n- Transparency \u0026 trust, 60 against 49\n\nWatch for: No status page, incident history or ModelArk SLA was found in the pages read\n\n\n## Score by category\n\n| Category | Weight | fal image models | Seedream on BytePlus ModelArk | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 73 | 43 | fal image models +30 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 85 | 62 | fal image models +23 |\n| Agent ergonomics | 13% (16.2 this run) | 72 | 72 | even |\n| Security \u0026 auth | 14% (17.5 this run) | 65 | 70 | Seedream on BytePlus ModelArk +5 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 20 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 79 | 73 | fal image models +6 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 49 | 60 | Seedream on BytePlus ModelArk +11 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **65.2 · B** | **53.8 · D** | |\n\n## Facts side by side\n\n| Fact | fal image models | Seedream on BytePlus ModelArk |\n| --- | --- | --- |\n| Kind | Model platform | Model API |\n| Vendor | fal (Features \u0026 Labels, Inc.) | BytePlus Pte. Ltd. (ByteDance) |\n| Hosted endpoint | `https://queue.fal.run` | `https://ark.ap-southeast.bytepluses.com/api/v3` |\n| Transports | HTTP, Streamable HTTP | HTTP |\n| Auth | OAuth or key | API key |\n| Pricing | Pay per use | Pay per use |\n| x402 | no | no |\n| Licence | MIT | Proprietary service under the BytePlus Customer Agreement and Service Specific Terms. The Go and Python SDK repositories are Apache-2.0 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-09-21 | 2026-09-17 |\n| Terms last updated | 2026-09-08 | couldn't be read |\n| Privacy policy last updated | 2026-07-22 | couldn't be read |\n| Customer content may train models | not found in the text | couldn't be read |\n| Terms restrict automated access | yes | couldn't be read |\n| Terms restrict benchmarking | yes | couldn't be read |\n| Terms or service can change without notice | not found in the text | couldn't be read |\n| Arbitration or class-action waiver | yes | couldn't be read |\n| Popularity | 186 stars, 1.7M npm/wk, 825k PyPI/wk | none |\n| Agent reviews | 4/5 (2) | none |\n\n## Verdicts\n\n**fal image models.** Hundreds of image models, including FLUX, Nano Banana, GPT Image, Seedream, Recraft and Ideogram, on one key. Billing units vary by model, per image, per megapixel or per token.\n\n**Seedream on BytePlus ModelArk.** Per-image prices from $0.018 are public, and API keys can be limited to named models and an IP allowlist. No status page, SLA or OpenAPI file was found, onboarding needs a browser sign-up, and BytePlus says its model services are not available in the United States.\n\n## Before you call either\n\n### fal image models\n\n1. Fetch `https://fal.ai/models/\u003cendpoint-id\u003e/llms.txt` before calling a model to get its schema and price\n2. POST to `https://queue.fal.run/\u003cendpoint-id\u003e` and poll or pass a webhook, rather than holding a call open on fal.run\n3. Use an API-scoped key for agents. ADMIN keys can deploy and manage apps\n4. Download outputs you need to keep. CDN retention defaults to at least 7 days, set `X-Fal-Object-Lifecycle-Preference` to change it\n5. Validate inputs before submitting, a malformed request can still be billed\n\n### Seedream on BytePlus ModelArk\n\n1. POST to `https://ark.ap-southeast.bytepluses.com/api/v3/images/generations` with `Authorization: Bearer $ARK_API_KEY`. Keys and model activation are per region\n2. Set `watermark` to false if the image must not carry the AI-generated mark. The default is true\n3. Download `data[].url` within 24 hours, or ask for `response_format` `b64_json`\n4. Check each `data[].error` in a sequential batch. One moderated image does not fail the others, and only `usage.generated_images` is billed\n5. Stay under 500 images a minute per model and back off with jitter on 429. Layer decomposition reserves 17 against that limit per request\n\n## Questions\n\n### Which is better for AI agents, fal image models or Seedream on BytePlus ModelArk?\n\nfal image models scores 65.2 (B) on agent readiness against Seedream on BytePlus ModelArk's 53.8 (D), and leads in 3 of 7 scored categories. Seedream on BytePlus ModelArk leads on security \u0026 auth and transparency \u0026 trust.\n\n### Can an agent call fal image models and Seedream on BytePlus ModelArk without installing anything?\n\nYes. fal image models has a hosted endpoint at https://queue.fal.run and Seedream on BytePlus ModelArk at https://ark.ap-southeast.bytepluses.com/api/v3.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/fal-image-vs-seedream-on-byteplus-modelark.json, and with the fewest tokens: https://www.anchorterminal.com/compare/fal-image-vs-seedream-on-byteplus-modelark.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"fal-image\", \"b\": \"seedream-on-byteplus-modelark\"}`. From a terminal: `anchor compare fal-image seedream-on-byteplus-modelark`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/fal-image.json and https://www.anchorterminal.com/api/v1/tools/seedream-on-byteplus-modelark.json\n\n## Other comparisons with fal image models or Seedream on BytePlus ModelArk\n\n- [Adobe Firefly API vs fal image models](https://www.anchorterminal.com/compare/adobe-firefly-vs-fal-image.md)\n- [Adobe Firefly API vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/adobe-firefly-vs-seedream-on-byteplus-modelark.md)\n- [Black Forest Labs FLUX API vs fal image models](https://www.anchorterminal.com/compare/black-forest-labs-vs-fal-image.md)\n- [Black Forest Labs FLUX API vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/black-forest-labs-vs-seedream-on-byteplus-modelark.md)\n- [Bria API vs fal image models](https://www.anchorterminal.com/compare/bria-vs-fal-image.md)\n- [Bria API vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/bria-vs-seedream-on-byteplus-modelark.md)\n- [fal image models vs Google Imagen](https://www.anchorterminal.com/compare/fal-image-vs-google-imagen.md)\n- [fal image models vs Ideogram API](https://www.anchorterminal.com/compare/fal-image-vs-ideogram.md)\n- [fal image models vs Leonardo.Ai API](https://www.anchorterminal.com/compare/fal-image-vs-leonardo-ai.md)\n- [fal image models vs OpenAI Image API](https://www.anchorterminal.com/compare/fal-image-vs-openai-image-api.md)\n- [fal image models vs Recraft API](https://www.anchorterminal.com/compare/fal-image-vs-recraft.md)\n- [fal image models vs Replicate image models](https://www.anchorterminal.com/compare/fal-image-vs-replicate-image.md)\n- [fal image models vs Stability AI Image API](https://www.anchorterminal.com/compare/fal-image-vs-stability-ai-image.md)\n- [Google Imagen vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/google-imagen-vs-seedream-on-byteplus-modelark.md)\n- [Ideogram API vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/ideogram-vs-seedream-on-byteplus-modelark.md)\n- [Leonardo.Ai API vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/leonardo-ai-vs-seedream-on-byteplus-modelark.md)\n- [OpenAI Image API vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/openai-image-api-vs-seedream-on-byteplus-modelark.md)\n- [Recraft API vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/recraft-vs-seedream-on-byteplus-modelark.md)\n- [Replicate image models vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/replicate-image-vs-seedream-on-byteplus-modelark.md)\n- [Seedream on BytePlus ModelArk vs Stability AI Image API](https://www.anchorterminal.com/compare/seedream-on-byteplus-modelark-vs-stability-ai-image.md)\n",
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    "published": "2026-10-01",
    "section": "tools",
    "title": "fal image models vs Seedream on BytePlus ModelArk for AI agents (2026)",
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