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Loading the latest published snapshot and its supporting evidence.
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Loading the latest published snapshot and its supporting evidence.
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
Ranks URL-derived citation hostnames in the complete public prompt benchmark without additional provider calls.
Some explanation inputs are unavailable Missing: publicFrozenEvidence, comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| aggregateArtifactHash | 0a5cfea23d9c2a9279bd4c544268fca7b5206e51afe9be24824c8f2146a141e0 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| answerDenominator | 48 | Unavailable | 48 | 0 | unavailableno_public_frozen_evidence |
| engineDenominator | 3 | Unavailable | 3 | 0 | unavailableno_public_frozen_evidence |
| hostname | milvus.io | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| positionDenominator | 1 | Unavailable | 1 | 0 | unavailableno_public_frozen_evidence |
| positionNumerator | 7 | Unavailable | 7 | 0 | unavailableno_public_frozen_evidence |
| public prompt source answer coverage | 2.083333 | 100% | 2.083 | 1 | available |
| public prompt source best position | 7 | 0% | 0 | 1 | available |
| public prompt source cited answer count | 1 | 0% | 0 | 1 | available |
| public prompt source distinct url count | 1 | 0% | 0 | 1 | available |
| public prompt source engine breadth | 1 | 0% | 0 | 1 | available |
| public prompt source mean position | 7 | 0% | 0 | 1 | available |
| public prompt source median position | 7 | 0% | 0 | 1 | available |
| sourceVisibilityOnly | 1 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
no_prior_published_snapshot
No comparable component drivers were published.
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one brand with up to three competitors across the exact public prompt × engine matrix behind this leaderboard.
| Brand | Presence | Vs. primary | Selected share | Mentions | Cited answers | Owned URL signals | Engine breadth |
|---|---|---|---|---|---|---|---|
| Midjourneymidjourney.com | 45.8%22/48 | BASE | 46.8% | 83 | 1 | 1 | 3/3 |
| Adobe Fireflyadobe.com | 41.7%20/48 | -4.2 pp | 42.6% | 63 | 8 | 16 | 3/3 |
| OpenAI Imagesopenai.com | 6.3%3/48 | -39.6 pp | 6.4% | 1 | 3 | 4 | 2/3 |
| Google Imagendeepmind.google | 4.2%2/48 | -41.7 pp | 4.3% | 1 | 1 | 1 | 2/3 |
16 prompts · 48 immutable answer hashes · empty cells mean no compared brand was detected.
| Public prompt | OpenAIopenai/gpt-4o-mini | Anthropicanthropic/claude-haiku-4-5 | Geminigoogle/gemini-2.5-flash |
|---|---|---|---|
| 01 Which AI image generation platforms are best for prompt following, visual quality, editing, control, speed, and commercial use?recommendation | MidjourneyAdobe Firefly | MidjourneyAdobe Firefly · C6Google Imagen | MidjourneyAdobe Firefly |
| 02 Recommend an AI image generation platform for photorealistic people, products, environments, lighting, materials, and camera control.recommendation | Midjourney | No selected brand | No selected brand |
| 03 Which AI image generation platforms are strongest for graphic design with accurate text, layout, typography, brand assets, and iterative editing?recommendation | MidjourneyAdobe Firefly · C1 | Adobe Firefly | Adobe Firefly · C1 |
| 04 Recommend an AI image generation platform for ecommerce and marketing teams creating consistent product scenes, variants, campaigns, and formats.recommendation | MidjourneyAdobe Firefly | No selected brand | No selected brand |
| 05 Which AI image generation platforms provide the strongest control over composition, pose, style, references, masks, layers, inpainting, and expansion?recommendation | MidjourneyAdobe Firefly · C1 | Midjourney | No selected brand |
| 06 Recommend an enterprise AI image platform with administration, private assets, brand controls, indemnity options, provenance, and content safety.recommendation | Adobe Firefly · C4 | Adobe Firefly | Adobe Firefly · C1 |
| 07 Which AI image generation APIs are best for production applications that need predictable quality, latency, throughput, controls, and pricing?recommendation | Google Imagen · C1 | No selected brand | OpenAI Images · C1 |
| 08 Recommend an affordable AI image generation platform for a small creative team that needs useful editing, reusable styles, exports, and clear limits.recommendation | MidjourneyAdobe Firefly · C1 | No selected brand | Midjourney |
| 09 Compare AI image generation platforms on quality, prompt adherence, text, editing, control, consistency, rights, safety, workflow, and price.commercial | MidjourneyAdobe Firefly | MidjourneyAdobe Firefly | MidjourneyAdobe Firefly |
| 10 Create a reproducible benchmark for AI image generators covering people, products, scenes, text, composition, references, edits, and difficult prompts.commercial | No selected brand | Midjourney | Midjourney |
| 11 Design a consistency test for AI image platforms using recurring characters, products, styles, layouts, colors, seeds, references, and multi-step edits.commercial | No selected brand | No selected brand | No selected brand |
| 12 Compare AI image platforms on training-data disclosures, commercial rights, indemnity, likeness, trademarks, safety filters, provenance, and takedowns.commercial | Midjourney | MidjourneyAdobe Firefly | No selected brand |
| 13 Compare AI image platforms on canvas editing, layers, asset libraries, design tools, collaboration, review, automation, APIs, and exports.commercial | Midjourney · C1Adobe Firefly | MidjourneyAdobe Firefly | No selected brand |
| 14 How should a buyer compare AI image pricing across credits, resolution, edits, variants, priority queues, API calls, storage, and commercial terms?commercial | OpenAI Images · C1 | Midjourney | OpenAI Images · C2 |
| 15 Which criteria expose model, style, reference, asset, project, metadata, workflow, export, and API lock-in in an AI image platform?commercial | No selected brand | No selected brand | No selected brand |
| 16 Create a shortlist of AI image generation vendors for a global brand standardizing governed creative production across teams and agencies.commercial | MidjourneyAdobe Firefly | No selected brand | MidjourneyAdobe Firefly · C1 |
Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.
| Source hostname | Cited answers | Distinct URLs | Engine breadth | Best position | Evidence |
|---|---|---|---|---|---|
| reddit.com | 18 | 19 | 3 | #1 | Open source ↗ |
| youtube.com | 15 | 16 | 3 | #1 | Open source ↗ |
| facebook.com | 8 | 11 | 3 | #1 | Open source ↗ |
| medium.com | 7 | 7 | 2 | #2 | Open source ↗ |
| linkedin.com | 7 | 5 | 3 | #2 | Open source ↗ |
| zapier.com | 6 | 1 | 2 | #1 | Open source ↗ |
| leonardo.ai | 5 | 6 | 3 | #1 | Open source ↗ |
| adobe.com | 5 | 5 | 3 | #1 | Open source ↗ |
| christytuckerlearning.com | 5 | 2 | 3 | #1 | Open source ↗ |
| canva.com | 4 | 6 | 3 | #3 | Open source ↗ |
| arxiv.org | 4 | 4 | 3 | #1 | Open source ↗ |
| bria.ai | 4 | 4 | 3 | #2 | Open source ↗ |
| cnet.com | 4 | 1 | 2 | #3 | Open source ↗ |
| atlascloud.ai | 3 | 3 | 2 | #1 | Open source ↗ |
| getimg.ai | 3 | 3 | 2 | #2 | Open source ↗ |
| runware.ai | 3 | 3 | 2 | #2 | Open source ↗ |
| github.com | 3 | 3 | 2 | #5 | Open source ↗ |
| business.adobe.com | 3 | 2 | 3 | #1 | Open source ↗ |
| pricepertoken.com | 3 | 2 | 3 | #1 | Open source ↗ |
| claid.ai | 3 | 2 | 2 | #2 | Open source ↗ |