| Keep the product; revise one area | Documented workflow Paint a region and guide Fill with a prompt/reference. Constraint: Preserving exact label geometry is an acceptance test, not a documented guarantee. Sources & assessment scopeNamed product: Firefly web image workflows; Adobe models and third-party partner models must be distinguished. Photoshop and enterprise-only features are not assumed included. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow V8.1/V8.2 Edit Model combines up to four references; Editor supports masks. Constraint: Edit Model does not currently support tile or Remix results. Sources & assessment scopeNamed product: Midjourney web V8.1/V8.2 Edit Model and Editor; older V7 Omni Reference has different compatibility and visibility behaviour. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow 4.5 takes up to five references; Precise Edit provides masking. Constraint: Studio Select area is a separate paid editing route; review which app/model is active. Sources & assessment scopeNamed product: Hosted Image app and Studio. Ideogram 4.5 reference editing differs from Ideogram 3.0 style controls; self-hosted weights/API are not this comparison. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. |
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| Consistent style versus exact identity | Documented workflow Separate composition and style references guide layout and appearance. Constraint: Reference strength guides generation; it does not certify an unchanged product. Sources & assessment scopeNamed product: Firefly web image workflows; Adobe models and third-party partner models must be distinguished. Photoshop and enterprise-only features are not assumed included. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow Style Reference transfers aesthetic characteristics, not the person/object itself. Constraint: Use an Edit Model reference for subject-directed work instead of treating style guidance as identity lock. Sources & assessment scopeNamed product: Midjourney web V8.1/V8.2 Edit Model and Editor; older V7 Omni Reference has different compatibility and visibility behaviour. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow 4.5 supports source-image edits; 3.0 supplies style presets, palettes and style references. Constraint: These are different control sets, not one combined maximum-feature model. Sources & assessment scopeNamed product: Hosted Image app and Studio. Ideogram 4.5 reference editing differs from Ideogram 3.0 style controls; self-hosted weights/API are not this comparison. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. |
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| Correct exact headline wording | Documented workflow Adobe documents remaining Text to Image text/symbol irregularities. Constraint: Use a manual design-text workflow when exact wording is mandatory; no typography accuracy test here. Sources & assessment scopeNamed product: Firefly web image workflows; Adobe models and third-party partner models must be distinguished. Photoshop and enterprise-only features are not assumed included. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow Quoted short Latin-alphabet text is documented; Editor can repair local mistakes. Constraint: Rendered text is not assumed to be an editable font layer. Sources & assessment scopeNamed product: Midjourney web V8.1/V8.2 Edit Model and Editor; older V7 Omni Reference has different compatibility and visibility behaviour. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow Studio Layerize text creates wording you can retype and restyle. Constraint: Long passages, accented letters and non-Latin scripts remain documented problem cases. Sources & assessment scopeNamed product: Hosted Image app and Studio. Ideogram 4.5 reference editing differs from Ideogram 3.0 style controls; self-hosted weights/API are not this comparison. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. |
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| Unreleased client assets | Documented workflow Adobe says Creative Cloud personal content is not used to train Firefly. Constraint: Do not extend that statement to every partner model or infer zero retention. Sources & assessment scopeNamed product: Firefly web image workflows; Adobe models and third-party partner models must be distinguished. Photoshop and enterprise-only features are not assumed included. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow V8.X Editor output is public unless Stealth is enabled. Constraint: Stealth needs Pro/Mega and does not hide output posted in a shared Discord channel. Sources & assessment scopeNamed product: Midjourney web V8.1/V8.2 Edit Model and Editor; older V7 Omni Reference has different compatibility and visibility behaviour. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow Plus/Pro/Team/Enterprise keep new images private until publication. Constraint: Free and legacy Basic output is public; community visibility is not the same as zero retention. Sources & assessment scopeNamed product: Hosted Image app and Studio. Ideogram 4.5 reference editing differs from Ideogram 3.0 style controls; self-hosted weights/API are not this comparison. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. |
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| Deliverable and rights boundary | Documented workflow Firefly fully generated assets carry Content Credentials; commercial-use guidance is qualified. Constraint: Provenance is not factual truth, legal clearance or blanket partner-model indemnity. Sources & assessment scopeNamed product: Firefly web image workflows; Adobe models and third-party partner models must be distinguished. Photoshop and enterprise-only features are not assumed included. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow Editor downloads the rendered image or a transparent current-edit PNG. Constraint: No layered production-file handoff is established here; agreement conditions and third-party rights remain. Sources & assessment scopeNamed product: Midjourney web V8.1/V8.2 Edit Model and Editor; older V7 Omni Reference has different compatibility and visibility behaviour. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Documented workflow Transparent output can be downloaded as PNG; free export is limited to 1K for that workflow. Constraint: Raster export is not editable vector paths. Third-party commercial permissions still need checking. Sources & assessment scopeNamed product: Hosted Image app and Studio. Ideogram 4.5 reference editing differs from Ideogram 3.0 style controls; self-hosted weights/API are not this comparison. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. |
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| Product fidelity and text accuracy | Output quality · not scored Not scored — matched output test not run. Constraint: Exact product geometry, label retention and headline accuracy were not measured. Provider limitations are context, not comparative test results. Sources & assessment scopeNamed product: Firefly web image workflows; Adobe models and third-party partner models must be distinguished. Photoshop and enterprise-only features are not assumed included. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Output quality · not scored Not scored — matched output test not run. Constraint: Reference controls do not establish product fidelity or exact lettering. No equal-brief output set or correction-effort comparison was produced. Sources & assessment scopeNamed product: Midjourney web V8.1/V8.2 Edit Model and Editor; older V7 Omni Reference has different compatibility and visibility behaviour. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. | Output quality · not scored Not scored — matched output test not run. Constraint: Editable text and documented language limits do not quantify image quality. No matched product/typography test was performed. Sources & assessment scopeNamed product: Hosted Image app and Studio. Ideogram 4.5 reference editing differs from Ideogram 3.0 style controls; self-hosted weights/API are not this comparison. Method: Documentation-based workflow comparison, checked 24 October 2026. No images were generated, no paid tests performed and no quality stars assigned. Platform controls, model controls and plan entitlements are separate. Unknown means not established by these sources—not unsupported. A useful later test would use the same authorised product/brief, fixed resolution and revision budget, then blind-review label fidelity, typography, mask spill and usable handoff. No combined winner or aggregate rating. |
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