The Per-Piece Format That Keeps Your Account Safe and Your Buyers Informed A buyer downloads your character model, opens it in Blender, sees the topology pattern, and reports it as AI-generated. The...
The Per-Piece Format That Keeps Your Account Safe and Your Buyers Informed
A buyer downloads your character model, opens it in Blender, sees the topology pattern, and reports it as AI-generated. The marketplace flags your account. You lose the listing, the refund, and the reputation. The disclosure you skipped at upload cost you the next five sales too.
This is the disclosure problem in 2026. Marketplaces have tightened policies. Detection tools have matured. The downside of hiding AI use far exceeds the small loss from honest disclosure.
This guide expands the AI disclosure section referenced in the Digital Asset Seller's Playbook. The pillar names the principle. This one provides the templates and the per-scenario language.
Three forces have made disclosure non-optional.
Marketplaces added explicit AI policies. Multiple major creative marketplaces now require disclosure or tagging of AI-generated content during upload (Etsy and Amazon's self-publishing platform among the more public examples; major 3D asset marketplaces have added similar fields). Engine-native asset stores added dedicated AI disclosure fields starting in 2025. Some interactive 3D viewer platforms mark AI-generated content visibly to buyers. The broader trend is consistent across creative-asset marketplaces: required tagging is becoming standard (labeling AI-generated content rules).
Buyer-side contracts increasingly forbid AI-origin assets. Studios buying for shipping titles cannot use AI-generated work if their publisher contract restricts it. They need disclosure to filter your asset in or out before purchase.
Detection tools have matured. AI-generated geometry, AI-fill texturing, and AI concept origins are detectable by automated systems and by senior reviewers. The chances of hiding undisclosed AI use successfully are dropping fast.
The math is one-sided. Disclose. Lose a small percentage of AI-restricted buyers. Keep your account, your reputation, and the buyers who do not filter out AI-assist work.
Most assets fall into one of three patterns. The right template depends on which one applies.
Pattern 1: Fully Human-Authored
No AI tools used at any production stage. Disclose this explicitly because it is now valuable signal for AI-restricted buyers.
Template: "100% human-authored. No generative AI tools were used at any stage of modeling, UV unwrapping, texturing, rigging, or rendering."
This piece will be filtered into AI-restricted searches and pass buyer audits without question.
Pattern 2: AI-Assisted on Specific Steps
You used AI for a small, specific step (texture extension, reference, smart materials) but the core creative work is yours.
Template: "AI assists: [specific tool] for [specific step] (estimated [percentage] of final). All [list of human-only steps] are 100% human-authored."
Concrete examples:
"AI assists: Photoshop Generative Fill for sky extension on background plate (5% of final). All character modeling and texturing 100% human-authored."
"AI assists: Substance Sampler for material reference generation (used as reference only, not in final). All texture work hand-painted."
"AI assists: ZBrush Mesh from Image for blockout reference (replaced in final). All sculpting, retopology, and texturing 100% human."
Pattern 3: Hybrid Origin
The piece started from an AI-generated concept or asset and you developed it from there. The output is mostly your work but the starting point was not.
Template: "Origin: [AI tool] for [starting point]. Human work: [specific contributions]. Final piece is approximately [percentage] human authorship by hours invested."
Example: "Origin: Midjourney for concept reference. Human work: full retopology, UV unwrapping, hand-painted textures, rigging, and animation. Final piece is approximately 85% human authorship by hours invested."
This is where most ambiguity lives. Be specific. Estimates can be imprecise but should be honest.
Most marketplaces have multiple surfaces. Use all of them.
Title or subtitle: A brief signal like "Hand-modeled" or "100% Human-Authored" makes the status visible at search-result level. Skip if the platform does not allow such tags in the title.
Description top: A single sentence in the first 100 characters of your description. This is where buyers look first. Lead with the disclosure if it is a selling point (AI-free for prestige work) or place it in a tagged section if it is a minor assist.
Dedicated AI field: Some marketplaces (most major 3D platforms and engine-native asset stores) have added a structured AI disclosure field. Fill it. The field feeds the platform's AI-filter search and protects you in any future audit.
Tags: Use platform-approved AI tags ("ai-free", "human-authored", "ai-assisted", "ai-generated") where the tag system supports them.
License section: For commercial-use licensing, add the disclosure to the license clause so buyers know what they are licensing for downstream use.
On marketplaces without a dedicated AI field (including some indie creator platforms), the description top is your primary disclosure surface. Place the disclosure in the first paragraph so it appears in preview snippets.
Scenario 1: Character model, no AI used at all
Description top: "100% human-authored character model. No generative AI tools used in any production stage."
License clause: "Asset is fully human-authored. Buyer may use in projects with AI-restricted publisher contracts."
Scenario 2: 3D model with AI-extended texture
Description top: "Original character model with one AI assist. AI: Photoshop Generative Fill used for background plate texture extension (estimated 5% of final texture work). All character modeling, UV, base texturing, and rigging 100% human-authored."
Scenario 3: Photoreal asset with AI material library
Description top: "Photoreal prop. Substance smart materials used for base texturing pass (industry-standard PBR workflow). All modeling, UV unwrapping, and final texture compositing 100% human-authored."
Note: Substance smart materials are technically AI-driven but considered industry-standard. Some marketplaces classify them as standard tools rather than disclosable AI. Check the specific platform policy before omitting them from disclosure.
Scenario 4: Asset based on AI-generated concept reference
Description top: "Character model based on a Midjourney-generated concept reference. All 3D modeling, retopology, UV unwrapping, texturing, and rigging are 100% human work. The original AI concept image is not included in the asset package."
Scenario 5: Stock-style asset where AI handled significant work
Description top: "Stylized environment pack with AI-generated base meshes, hand-finished by the author. Retopology, UV unwrapping, texturing, and lighting setup are 100% human work. Suitable for projects that permit AI-origin assets in their pipeline."
Be explicit when AI handled significant work. Buyers needing AI-free assets will filter you out, but the ones who do not care will buy with confidence and you avoid refund disputes later.
Hiding AI use carries severe downside risk in 2026.
Marketplaces have begun running automatic AI detection on uploaded content. Suspect models go through human review. Confirmed undeclared AI use leads to listing removal, refund processing, and in repeated cases account suspension across all assets you have listed.
Senior reviewers at studio procurement teams can spot AI-origin work very quickly. Topology patterns, UV layout artifacts, edge flow inconsistencies, and texture compression signatures all give away the origin to a trained eye.
The detection-to-disclosure math is clear. The small fraction of buyers who filter out any AI involvement is worth losing. The reputation hit from undisclosed-then-detected AI use is not recoverable.
Most buyers do not deep-read the AI disclosure. They scan for keywords.
"100% human-authored" or "no AI" - buyers with AI-restricted contracts feel safe and click through.
"AI-assist" or "AI-assisted" - most indie buyers continue, some commercial buyers filter out.
"AI-generated" or named generative tools (Midjourney, Stable Diffusion, DALL-E) mentioned anywhere - filtered out by AI-restricted searches automatically.
No mention at all - increasingly treated as suspicious by buyers familiar with the disclosure norm. Some assume undeclared AI use and pass.
The disclosure language affects which buyers find you and which skip you. The mistake is leaving it out, not the choice of language.
The direction of travel is clear: automatic AI labeling on creative marketplace uploads is moving from best practice to required compliance, with platforms across categories adopting structured disclosure fields. The platforms that have not yet added the field are likely to in the coming year or two.
Sellers who built the disclosure habit early will not need to retro-tag large back catalogs. Sellers who waited will face mass-tagging tasks under deadline pressure when their platform announces the policy change with a short grace window for compliance.
Start the habit now. One additional sentence per listing. The compounding payoff over the next two years is meaningful.
The AI disclosure is the shortest piece of content you will add to a listing. Three sentences maximum. Five seconds of typing per upload.
The protection it provides scales with your catalog. By the time you have 100 listings, the habit has saved you from the listing-removal cycles that hit sellers who skipped it. By 200 listings, the catalog is permanently audit-ready.
Use the templates above. Adapt the percentage estimates to your actual workflow. Be specific about which tools touched which steps. The buyers who need that information will find your work because of the disclosure, not despite it.
A buyer downloads your character model, opens it in Blender, sees the topology pattern, and reports it as AI-generated. The marketplace flags your account. You lose the listing, the refund, and the reputation. The disclosure you skipped at upload cost you the next five sales too.
This is the disclosure problem in 2026. Marketplaces have tightened policies. Detection tools have matured. The downside of hiding AI use far exceeds the small loss from honest disclosure.
This guide expands the AI disclosure section referenced in the Digital Asset Seller's Playbook. The pillar names the principle. This one provides the templates and the per-scenario language.
Why AI Disclosure Matters in 2026
Three forces have made disclosure non-optional.
Marketplaces added explicit AI policies. Multiple major creative marketplaces now require disclosure or tagging of AI-generated content during upload (Etsy and Amazon's self-publishing platform among the more public examples; major 3D asset marketplaces have added similar fields). Engine-native asset stores added dedicated AI disclosure fields starting in 2025. Some interactive 3D viewer platforms mark AI-generated content visibly to buyers. The broader trend is consistent across creative-asset marketplaces: required tagging is becoming standard (labeling AI-generated content rules).
Buyer-side contracts increasingly forbid AI-origin assets. Studios buying for shipping titles cannot use AI-generated work if their publisher contract restricts it. They need disclosure to filter your asset in or out before purchase.
Detection tools have matured. AI-generated geometry, AI-fill texturing, and AI concept origins are detectable by automated systems and by senior reviewers. The chances of hiding undisclosed AI use successfully are dropping fast.
The math is one-sided. Disclose. Lose a small percentage of AI-restricted buyers. Keep your account, your reputation, and the buyers who do not filter out AI-assist work.
The Three Disclosure Patterns
Most assets fall into one of three patterns. The right template depends on which one applies.
Pattern 1: Fully Human-Authored
No AI tools used at any production stage. Disclose this explicitly because it is now valuable signal for AI-restricted buyers.
Template: "100% human-authored. No generative AI tools were used at any stage of modeling, UV unwrapping, texturing, rigging, or rendering."
This piece will be filtered into AI-restricted searches and pass buyer audits without question.
Pattern 2: AI-Assisted on Specific Steps
You used AI for a small, specific step (texture extension, reference, smart materials) but the core creative work is yours.
Template: "AI assists: [specific tool] for [specific step] (estimated [percentage] of final). All [list of human-only steps] are 100% human-authored."
Concrete examples:
"AI assists: Photoshop Generative Fill for sky extension on background plate (5% of final). All character modeling and texturing 100% human-authored."
"AI assists: Substance Sampler for material reference generation (used as reference only, not in final). All texture work hand-painted."
"AI assists: ZBrush Mesh from Image for blockout reference (replaced in final). All sculpting, retopology, and texturing 100% human."
Pattern 3: Hybrid Origin
The piece started from an AI-generated concept or asset and you developed it from there. The output is mostly your work but the starting point was not.
Template: "Origin: [AI tool] for [starting point]. Human work: [specific contributions]. Final piece is approximately [percentage] human authorship by hours invested."
Example: "Origin: Midjourney for concept reference. Human work: full retopology, UV unwrapping, hand-painted textures, rigging, and animation. Final piece is approximately 85% human authorship by hours invested."
This is where most ambiguity lives. Be specific. Estimates can be imprecise but should be honest.
Where to Put the Disclosure
Most marketplaces have multiple surfaces. Use all of them.
Title or subtitle: A brief signal like "Hand-modeled" or "100% Human-Authored" makes the status visible at search-result level. Skip if the platform does not allow such tags in the title.
Description top: A single sentence in the first 100 characters of your description. This is where buyers look first. Lead with the disclosure if it is a selling point (AI-free for prestige work) or place it in a tagged section if it is a minor assist.
Dedicated AI field: Some marketplaces (most major 3D platforms and engine-native asset stores) have added a structured AI disclosure field. Fill it. The field feeds the platform's AI-filter search and protects you in any future audit.
Tags: Use platform-approved AI tags ("ai-free", "human-authored", "ai-assisted", "ai-generated") where the tag system supports them.
License section: For commercial-use licensing, add the disclosure to the license clause so buyers know what they are licensing for downstream use.
On marketplaces without a dedicated AI field (including some indie creator platforms), the description top is your primary disclosure surface. Place the disclosure in the first paragraph so it appears in preview snippets.
Five Common Scenarios with Ready-to-Use Templates
Scenario 1: Character model, no AI used at all
Description top: "100% human-authored character model. No generative AI tools used in any production stage."
License clause: "Asset is fully human-authored. Buyer may use in projects with AI-restricted publisher contracts."
Scenario 2: 3D model with AI-extended texture
Description top: "Original character model with one AI assist. AI: Photoshop Generative Fill used for background plate texture extension (estimated 5% of final texture work). All character modeling, UV, base texturing, and rigging 100% human-authored."
Scenario 3: Photoreal asset with AI material library
Description top: "Photoreal prop. Substance smart materials used for base texturing pass (industry-standard PBR workflow). All modeling, UV unwrapping, and final texture compositing 100% human-authored."
Note: Substance smart materials are technically AI-driven but considered industry-standard. Some marketplaces classify them as standard tools rather than disclosable AI. Check the specific platform policy before omitting them from disclosure.
Scenario 4: Asset based on AI-generated concept reference
Description top: "Character model based on a Midjourney-generated concept reference. All 3D modeling, retopology, UV unwrapping, texturing, and rigging are 100% human work. The original AI concept image is not included in the asset package."
Scenario 5: Stock-style asset where AI handled significant work
Description top: "Stylized environment pack with AI-generated base meshes, hand-finished by the author. Retopology, UV unwrapping, texturing, and lighting setup are 100% human work. Suitable for projects that permit AI-origin assets in their pipeline."
Be explicit when AI handled significant work. Buyers needing AI-free assets will filter you out, but the ones who do not care will buy with confidence and you avoid refund disputes later.
The Detection Risk
Hiding AI use carries severe downside risk in 2026.
Marketplaces have begun running automatic AI detection on uploaded content. Suspect models go through human review. Confirmed undeclared AI use leads to listing removal, refund processing, and in repeated cases account suspension across all assets you have listed.
Senior reviewers at studio procurement teams can spot AI-origin work very quickly. Topology patterns, UV layout artifacts, edge flow inconsistencies, and texture compression signatures all give away the origin to a trained eye.
The detection-to-disclosure math is clear. The small fraction of buyers who filter out any AI involvement is worth losing. The reputation hit from undisclosed-then-detected AI use is not recoverable.
What Buyers Actually Read
Most buyers do not deep-read the AI disclosure. They scan for keywords.
"100% human-authored" or "no AI" - buyers with AI-restricted contracts feel safe and click through.
"AI-assist" or "AI-assisted" - most indie buyers continue, some commercial buyers filter out.
"AI-generated" or named generative tools (Midjourney, Stable Diffusion, DALL-E) mentioned anywhere - filtered out by AI-restricted searches automatically.
No mention at all - increasingly treated as suspicious by buyers familiar with the disclosure norm. Some assume undeclared AI use and pass.
The disclosure language affects which buyers find you and which skip you. The mistake is leaving it out, not the choice of language.
The Long-Term Picture
The direction of travel is clear: automatic AI labeling on creative marketplace uploads is moving from best practice to required compliance, with platforms across categories adopting structured disclosure fields. The platforms that have not yet added the field are likely to in the coming year or two.
Sellers who built the disclosure habit early will not need to retro-tag large back catalogs. Sellers who waited will face mass-tagging tasks under deadline pressure when their platform announces the policy change with a short grace window for compliance.
Start the habit now. One additional sentence per listing. The compounding payoff over the next two years is meaningful.
The Sentence That Protects Your Catalog
The AI disclosure is the shortest piece of content you will add to a listing. Three sentences maximum. Five seconds of typing per upload.
The protection it provides scales with your catalog. By the time you have 100 listings, the habit has saved you from the listing-removal cycles that hit sellers who skipped it. By 200 listings, the catalog is permanently audit-ready.
Use the templates above. Adapt the percentage estimates to your actual workflow. Be specific about which tools touched which steps. The buyers who need that information will find your work because of the disclosure, not despite it.