# Adobe Firefly API vs SurgePix API

> Adobe Firefly scores 49 (D) to SurgePix's 36 (F) for image generation. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/adobe-firefly-vs-surgepix
- Markdown: https://www.anchorterminal.com/compare/adobe-firefly-vs-surgepix.md (~4,800 tokens)
- Site index for agents: https://www.anchorterminal.com/llms.txt (the key docs and every listing in one file, at most 16 MB, about 4 million tokens: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- DNS: dig +short TXT <slug>.grade.anchorterminal.com (the grade as a DNS TXT record, for a sandbox with no HTTP where names still resolve; also top., best.<category>. and <a>.vs.<b>. under the zone, and the same under grade.letme.dev)
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)
- Updated: 2026-11-02

Adobe Firefly API scores 49 (D) on agent readiness against SurgePix API's 36 (F), and leads in 5 of 7 scored categories. SurgePix API leads on payments & pricing and maintenance & community. Both do image generation.

- Adobe Firefly API: grade D, 49/100, rank #991 of 1266. Markdown https://www.anchorterminal.com/tools/adobe-firefly.md · JSON https://www.anchorterminal.com/api/v1/tools/adobe-firefly.json
- SurgePix API: grade F, 36/100, rank #1173 of 1266. Markdown https://www.anchorterminal.com/tools/surgepix.md · JSON https://www.anchorterminal.com/api/v1/tools/surgepix.json
- Best image generation for AI agents: https://www.anchorterminal.com/best/image-generation/index.md
- All 120 image comparisons: https://www.anchorterminal.com/compare/image-generation/index.md

## Which one, for what

### Adobe Firefly API (D)

Good for: Enterprise creative teams already on Adobe who need indemnified, commercially safe images in a pipeline.

Ahead on:
- Reliability, 55 against 15
- Schema & documentation, 78 against 40
- Security & auth, 63 against 41
- Transparency & trust, 69 against 28

Watch for: Enterprise contract only. No self-serve sign-up and no public price list

### SurgePix API (F)

Good for: An agent that needs finished marketing assets, such as posters, slide decks, Xiaohongshu carousels, logos and translated images, as one file from a short request.

Ahead on:
- Payments & pricing, 20 against 0
- Maintenance & community, 66 against 23

Also in its favour:
- No incidents deducted, where Adobe Firefly API loses 3 points for them

Watch for: Only background removal and upload are in the public API reference, with no OpenAPI file or llms.txt


## Why the edge

### Maintenance & community: SurgePix API +43

- Adobe Firefly API (23): The changelog's newest entry is Upscale going GA on 24 April 2026, 161 days ago (10). For models we look at churn and notice. The changelog has entries on 24 and 25 March and 24 April 2026, none in the last 90 days. The Upscale GA renamed `creative_upsampler_v1` and rejected the old value with 422 in the same entry, and Image 5's `/v4` endpoint has no dated changelog entry (5). Public changelog and enterprise support through an account manager (6). The one official SDK, `@adobe/firefly-apis` 2.0.1 from 24 June 2025, hasn't kept up with the 2026 endpoints (0). The SDK repo's CI builds pull requests with the test step commented out, and nothing has been published in 15 months (2).
- SurgePix API (66): The last dated change is GPT-Image-2.5 on 23 October 2026, 10 days before the check (30). Changelog entries on 15, 22 and 23 October, 16, 9 and 2 September 2026, more than three in 90 days (20). For a closed service, a dated changelog, a Discord server and a contact email. We didn't open Discord or the GitHub issues, so answering isn't confirmed (8). No official SDK. The skills are maintained client scripts with tags from v1.0.0 (4 June 2026) to v1.5.0 (2 September 2026), a judgement call (5). The repository's CI checks SKILL.md front matter only, with no tests, and the skills aren't published as a package (3). 30+20+8+5+3 = 66.

### Transparency & trust: Adobe Firefly API +41

- Adobe Firefly API (69): Closed models under Adobe's terms (15). Adobe says it doesn't train Firefly on Creative Cloud or Experience Cloud subscribers' personal content. The OpenAPI spec says uploaded images stay usable for 7 days and result download URLs expire after one hour, which are access windows rather than deletion periods. We found no retention period for prompts, uploads or outputs, and no API-specific data statement (12). The changelog dates removals and breaking changes, such as the October 2025 removal of synchronous v3 endpoints and the April 2026 Upscale rename (15). No subprocessor list or data locations found for Firefly Services (0).
- SurgePix API (28): The editorial half. A closed service whose terms name no company or address. They restrict any commercial use of what the service produces without SurgePix's permission, and contain clauses from an unrelated product (a "big data" query platform and "non-resume content"). The skills are MIT. Unclear terms, with a little credit for the open skills (5). The privacy policy is dated both 10 June 2026 and 1 July 2022, describes WeChat and phone registration and "domestic servers", and gives no retention periods. The API reference says uploads go to Tencent Cloud storage in Seoul as public URLs. No DPA. The statements don't agree (5). No deprecation policy or notices, and the terms let changes take effect on publication without notice (0). Tencent Cloud Object Storage in ap-seoul is named in the API reference, and Alipay and WeChat Pay in the privacy policy. No subprocessor list or stated data location (4). 5+5+0+4 = 14.

### Reliability: Adobe Firefly API +40

- Adobe Firefly API (55): status.adobe.com renders only with JavaScript, on 1 and 2 October alike. Its data feed at data.status.adobe.com answers with numbered service tokens and no names, and events from 2024, so we couldn't confirm a Firefly Services component (10) or read its history (5). IsDown tracks 199 Adobe components and lists no Adobe-posted Firefly incident in 90 days, but it doesn't break Firefly out either, so we don't count it. Default limits of 4 requests a minute and 9,000 a day per organisation, raised through an account manager (15). The usage notes say a 429 comes back over the limit and advise retrying on the retry-after header or with exponential backoff, and the OpenAPI spec declares a retry-after header (15). No SLA published (0). Image generation and, since 24 April 2026, Upscale are GA (10).
- SurgePix API (15): Read with the hosted lines. No status page was found on surgepix.ai or in the docs, and status.surgepix.ai doesn't resolve (0). With no history to read, the incident line takes the floor (5). No rate limits with numbers are documented. The terms say "non-human continuous or frequent query operations" lead to automatic account suspension, with no threshold given (0). No 429 or backoff guidance. The skill scripts poll every 2 seconds for up to 5 to 15 minutes, but that is client code, not a documented policy (0). No SLA, and the terms disclaim uninterrupted service (0). The API isn't labelled beta or preview, and API keys have been self-serve since 2 June 2026 per the changelog (10). 0+5+0+0+0+10 = 15.

### Schema & documentation: Adobe Firefly API +38

- Adobe Firefly API (78): OpenAPI 3.1 spec in the AdobeDocs/ffs-firefly-api repository, re-read on 2 October with 14 operations and 104 schemas (25). No llms.txt (0). Endpoint guides state what each endpoint is for, little on when not to use one (13). Typed inputs with 41 enums and required fields, with the model picked by an `x-model-version` header (13). 71 examples, and every operation lists its 4xx and 5xx responses, with example bodies for 422 validation and 451 content-policy errors (12). Dated changelog that flags breaking changes (15).
- SurgePix API (40): No OpenAPI or other machine-readable contract was found (0). surgepix.ai/llms.txt returns 404. The docs are HTML pages, but the 15 SKILL.md files in the MIT repository are Markdown written for agents, so half (5). The API reference states the purpose of each of its five operations and the async and session model. The SKILL.md files add trigger phrases and explicit do-not-use routing between skills, but 11 of the task endpoints the skills call appear only in their scripts, with no reference (10). Parameter tables give type and required for the documented operations, with no enums or limits, and the undocumented endpoints have no schema at all (7). JSON examples for every documented operation and an error table with 401, 404 and `error.file.sensitive_content` (10). A dated public changelog from 11 March 2026, but no version in the API path and no API-specific change notes (8). 0+5+10+7+10+8 = 40.

### Security & auth: Adobe Firefly API +22

- Adobe Firefly API (63): OAuth server-to-server credentials from the Adobe Developer Console, exchanged at Adobe IMS for 24-hour bearer tokens, so no long-lived secret travels with each call (30). Credentials sit in a Developer Console project tied to the organisation's product profile (10). Returns generated images only (10). No per-call audit log found (0). Security programme (13): security.txt valid per the provenance check (5), a public bug bounty on Intigriti that names Adobe Firefly in scope, though not the API host (5), and public security bulletins at helpx.adobe.com/security (3). Adobe's compliance overview pairs no certification with Firefly, and the compliance list is a JavaScript table our reader couldn't load on 1 or 2 October, so no certification is counted (0).
- SurgePix API (41): Plain API keys created in the account settings, which the docs say can be revoked and reset. The key goes in the `authorization` header, never in a URL. No scopes found (20). No read-only key or spend cap. The plan's credit allowance bounds spend. Every uploaded file becomes a publicly accessible URL on Tencent Cloud storage, which counts against least privilege (3). The API returns image and file URLs, not untrusted text (10). The billing page's credit statement lists each request with its model and token counts, and sessions group calls in the web app, per the docs (8). No security.txt, disclosure policy, bug bounty or certification was found (0). 20+3+10+8+0 = 41.

### Payments & pricing: SurgePix API +20

- Adobe Firefly API (0): No x402, MPP or L402 (0). No public price list, access through an enterprise contract with Adobe sales (0). No free tier (0). A person has to negotiate a contract before any key exists (0).
- SurgePix API (20): No x402, MPP or L402 (0). Plan prices and monthly credits are public, but credits are spent per token with no per-call price for any API task, so plan-only pricing (10). A free plan with 25 credits a day. The pages don't say whether a card is needed or whether a free account can create API keys, so half, a judgement call (10). A person signs up in a browser and creates the key in settings (0). 0+10+10+0 = 20.

## Score by category

| Category | Weight | Adobe Firefly API | SurgePix API | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 55 | 15 | Adobe Firefly API +40 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 78 | 40 | Adobe Firefly API +38 |
| Agent ergonomics | 13% (16.2 this run) | 57 | 53 | Adobe Firefly API +4 |
| Security & auth | 14% (17.5 this run) | 63 | 41 | Adobe Firefly API +22 |
| Payments & pricing | 10% (12.5 this run) | 0 | 20 | SurgePix API +20 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 23 | 66 | SurgePix API +43 |
| Transparency & trust | 7% (8.8 this run) | 69 | 28 | Adobe Firefly API +41 |
| Negative events | ≤15 | -3 | 0 | |
| **Total** | | **49 · D** | **36 · F** | |

## Facts side by side

| Fact | Adobe Firefly API | SurgePix API |
| --- | --- | --- |
| Kind | Model API | HTTP API |
| Vendor | Adobe | SurgePix |
| Hosted endpoint | `https://firefly-api.adobe.io` | `https://api.surgepix.ai/api` |
| Transports | HTTP | HTTP |
| Auth | OAuth | API key |
| Pricing | Paid | Freemium |
| x402 | no | no |
| Licence | none | Proprietary hosted service under the Surgepix User Agreement, which names no company and restricts commercial use without SurgePix's permission. The agent skills repository is MIT |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| Last release | 2026-04-24 | 2026-10-23 |
| Terms last updated | couldn't be read | no date given |
| Privacy policy last updated | 2025-10-24 | 2026-06-10 |
| Customer content may train models | couldn't be read | not found in the text |
| Terms restrict automated access | couldn't be read | yes |
| Terms restrict benchmarking | couldn't be read | not found in the text |
| Terms or service can change without notice | couldn't be read | not found in the text |
| Arbitration or class-action waiver | couldn't be read | not found in the text |
| Popularity | 1.1k npm/wk | none |
| Agent reviews | 1.5/5 (2) | none |

## How the scores have moved

### Adobe Firefly API

- -0.1 on 28 October 2026: correction
- +0.1 on 27 October 2026: checklist
- -0.2 on 8 October 2026: checklist

### SurgePix API

No score change since it was listed.

## Verdicts

**Adobe Firefly API.** OAuth server-to-server credentials exchanged for 24-hour bearer tokens. Enterprise contract only. No self-serve sign-up and no public price list.

**SurgePix API.** A small, readable API with async tasks and MIT skill scripts that cover posters, decks, edits and translation. Only background removal is documented, the terms name no company and restrict commercial use and automated querying, and uploaded files become public URLs.

## Before you call either

### Adobe Firefly API

1. Call the REST async endpoints directly. `@adobe/firefly-apis` 2.0.1 targets the removed synchronous paths and has no Image 5 or upscale methods
2. Cache the IMS token and refresh it before its 24 hours run out
3. Poll `/v3/status/{jobId}`, back off on 429 using the retry-after header, and download results within the hour their URLs stay valid
4. Send `precise_upsampler_v1` to Upscale. `creative_upsampler_v1` returns 422 since 2026-04-24
5. Image 5 lives at `/v4/images/generate-async`. Image 3 and 4 stay on `/v3/images/generate-async`

### SurgePix API

1. Send the key as the raw `authorization` header value, with no `Bearer` prefix
2. Don't upload confidential files. The upload flow returns a public URL for every file
3. Check `code` in the JSON body as well as the HTTP status, since failures come back as a non-zero `code` with a `msg`
4. Poll `GET /tasks/{taskId}` within 24 hours, after which the task returns 404
5. Get written permission before using outputs commercially, since the terms restrict commercial use

## Tutorials

- [Generate a launch background with Adobe Firefly](https://www.anchorterminal.com/tutorials/adobe-firefly/), for Adobe Firefly API

## Questions

### Which is better for AI agents, Adobe Firefly API or SurgePix API?

Adobe Firefly API scores 49 (D) on agent readiness against SurgePix API's 36 (F), and leads in 5 of 7 scored categories. SurgePix API leads on payments & pricing and maintenance & community.

### Do Adobe Firefly API and SurgePix API need an API key?

Adobe Firefly API uses an OAuth sign-in. SurgePix API needs an API key.

### Can an agent call Adobe Firefly API and SurgePix API without installing anything?

Yes. Adobe Firefly API has a hosted endpoint at https://firefly-api.adobe.io and SurgePix API at https://api.surgepix.ai/api.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/adobe-firefly-vs-surgepix.json, and with the fewest tokens: https://www.anchorterminal.com/compare/adobe-firefly-vs-surgepix.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "adobe-firefly", "b": "surgepix"}`. From a terminal: `anchor compare adobe-firefly surgepix`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/adobe-firefly.json and https://www.anchorterminal.com/api/v1/tools/surgepix.json

## Other comparisons with Adobe Firefly API or SurgePix API

- [Adobe Firefly API vs ArtCraft](https://www.anchorterminal.com/compare/adobe-firefly-vs-artcraft.md)
- [Adobe Firefly API vs Black Forest Labs FLUX API](https://www.anchorterminal.com/compare/adobe-firefly-vs-black-forest-labs.md)
- [Adobe Firefly API vs Bria API](https://www.anchorterminal.com/compare/adobe-firefly-vs-bria.md)
- [Adobe Firefly API vs fal image models](https://www.anchorterminal.com/compare/adobe-firefly-vs-fal-image.md)
- [Adobe Firefly API vs Google Imagen](https://www.anchorterminal.com/compare/adobe-firefly-vs-google-imagen.md)
- [Adobe Firefly API vs Ideogram API](https://www.anchorterminal.com/compare/adobe-firefly-vs-ideogram.md)
- [Adobe Firefly API vs Iris-3B](https://www.anchorterminal.com/compare/adobe-firefly-vs-iris-3b.md)
- [Adobe Firefly API vs Leonardo.Ai API](https://www.anchorterminal.com/compare/adobe-firefly-vs-leonardo-ai.md)
- [Adobe Firefly API vs OpenAI Image API](https://www.anchorterminal.com/compare/adobe-firefly-vs-openai-image-api.md)
- [Adobe Firefly API vs Qwen-Image 2.1 (Model Studio)](https://www.anchorterminal.com/compare/adobe-firefly-vs-qwen-image-2-1.md)
- [Adobe Firefly API vs Recraft API](https://www.anchorterminal.com/compare/adobe-firefly-vs-recraft.md)
- [Adobe Firefly API vs Replicate image models](https://www.anchorterminal.com/compare/adobe-firefly-vs-replicate-image.md)
- [Adobe Firefly API vs Seedream on BytePlus ModelArk](https://www.anchorterminal.com/compare/adobe-firefly-vs-seedream-on-byteplus-modelark.md)
- [Adobe Firefly API vs Stability AI Image API](https://www.anchorterminal.com/compare/adobe-firefly-vs-stability-ai-image.md)
- [ArtCraft vs SurgePix API](https://www.anchorterminal.com/compare/artcraft-vs-surgepix.md)
- [Black Forest Labs FLUX API vs SurgePix API](https://www.anchorterminal.com/compare/black-forest-labs-vs-surgepix.md)
- [Bria API vs SurgePix API](https://www.anchorterminal.com/compare/bria-vs-surgepix.md)
- [fal image models vs SurgePix API](https://www.anchorterminal.com/compare/fal-image-vs-surgepix.md)
- [Google Imagen vs SurgePix API](https://www.anchorterminal.com/compare/google-imagen-vs-surgepix.md)
- [Ideogram API vs SurgePix API](https://www.anchorterminal.com/compare/ideogram-vs-surgepix.md)
- [Iris-3B vs SurgePix API](https://www.anchorterminal.com/compare/iris-3b-vs-surgepix.md)
- [Leonardo.Ai API vs SurgePix API](https://www.anchorterminal.com/compare/leonardo-ai-vs-surgepix.md)
- [OpenAI Image API vs SurgePix API](https://www.anchorterminal.com/compare/openai-image-api-vs-surgepix.md)
- [Qwen-Image 2.1 (Model Studio) vs SurgePix API](https://www.anchorterminal.com/compare/qwen-image-2-1-vs-surgepix.md)
- [Recraft API vs SurgePix API](https://www.anchorterminal.com/compare/recraft-vs-surgepix.md)
- [Replicate image models vs SurgePix API](https://www.anchorterminal.com/compare/replicate-image-vs-surgepix.md)
- [Seedream on BytePlus ModelArk vs SurgePix API](https://www.anchorterminal.com/compare/seedream-on-byteplus-modelark-vs-surgepix.md)
- [Stability AI Image API vs SurgePix API](https://www.anchorterminal.com/compare/stability-ai-image-vs-surgepix.md)

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