MCoT 101: How Lovart’s Mind Chain of Thought Engine Thinks Before It Designs
You typed a perfect prompt. The image came back with two left hands, a misspelled headline, and lighting that contradicts the product photo you attached. The model did not ‘fail creativity’—it skipped planning. **MCoT (Mind Chain of Thought)** is Lovart’s reasoning layer that sits between your brief and every generator on **ChatCanvas**.
Part 1: Why Reasoning Belongs Before Rendering
Prompts are briefs, not spells
A prompt without structure forces the model to guess audience, medium, and legal constraints simultaneously. Brand strategists already think in brief sections; MCoT encodes that habit for non-designers. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Professional creative briefs separate objective, audience, mandatories, and references—MCoT automates that separation at machine speed. Brand strategists already think in brief sections; MCoT encodes that habit for non-designers. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Skipping decomposition is why ‘minimal luxury skincare ad’ returns chrome gradients one run and rustic wood the next. Brand strategists already think in brief sections; MCoT encodes that habit for non-designers. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Novel-length prompts confuse decomposition—structure beats volume. Brand strategists already think in brief sections; MCoT encodes that habit for non-designers. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
References on canvas outweigh adjectives like ‘premium’ or ‘playful’ in MCoT weighting. Brand strategists already think in brief sections; MCoT encodes that habit for non-designers. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
The hallucination tax
Every unplanned generation spends credits and attention; rework doubles calendar time. Finance teams track credits like media spend; MCoT is a cost-control layer, not a gimmick. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Agencies call this the hallucination tax—pretty wrong outputs that still invoice hours. Finance teams track credits like media spend; MCoT is a cost-control layer, not a gimmick. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Reasoning upfront reduces rerolls because conflicts surface before diffusion starts. Finance teams track credits like media spend; MCoT is a cost-control layer, not a gimmick. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Client trust erodes when the third ‘final final’ still has the wrong offer code. Finance teams track credits like media spend; MCoT is a cost-control layer, not a gimmick. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Operations teams should measure cost per approved asset, not cost per click on Generate. Finance teams track credits like media spend; MCoT is a cost-control layer, not a gimmick. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Reasoning vs raw speed
Fast Mode is not ‘dumber’—it skips visible narration when the brief is already structured. Train contributors when to toggle modes; do not treat them as quality sliders only. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Thinking Mode is insurance on new categories, regulated claims, and multi-product compositions. Train contributors when to toggle modes; do not treat them as quality sliders only. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Teams that default to Fast Mode on day one often blame the model instead of the missing kit. Train contributors when to toggle modes; do not treat them as quality sliders only. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Part 2: Inside the MCoT Pipeline
Where MCoT shows up in the UI
Thinking Mode surfaces intermediate plans you can correct before spend. Training contributors to read plans reduces ‘random seed’ superstition. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Fast Mode still routes models but narrates less—ideal for repeating winning structures. Training contributors to read plans reduces ‘random seed’ superstition. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Failed outputs should be diagnosed against the plan, not only the final raster. Training contributors to read plans reduces ‘random seed’ superstition. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Decomposition
MCoT splits requests into sub-tasks: subject, environment, typography, camera, brand constraints. Ecommerce teams see decomposition separate product truth from lifestyle styling automatically. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Each sub-task gets success criteria—readable type at mobile scale, logo clear space, etc. Ecommerce teams see decomposition separate product truth from lifestyle styling automatically. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Conflict detection
Contradictions (‘minimal baroque’, ‘photoreal cartoon’) trigger clarifications or safe defaults. Legal prefers early flags on unsubstantiated claims before pixels exist. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Conflicts between Brand Kit rules and ad-hoc prompts favor kit when enforcement is on. Legal prefers early flags on unsubstantiated claims before pixels exist. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Model routing
Type-heavy posters route toward **Nano Banana 2**; photoreal packs toward **Nano Banana Pro**. Routing is why Lovart is inference-agnostic without making users maintain a spreadsheet of endpoints. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Motion requests evaluate **Seedance 2.0**, **Veo 3**, or **Kling** based on style and sync needs. Routing is why Lovart is inference-agnostic without making users maintain a spreadsheet of endpoints. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Complex layouts with dense copy may route toward **Seedream** family models. Routing is why Lovart is inference-agnostic without making users maintain a spreadsheet of endpoints. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Routing logs help engineers explain why a still and a video in one campaign used different backends. Routing is why Lovart is inference-agnostic without making users maintain a spreadsheet of endpoints. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Brand Kit injection
Kit colors become hard constraints in sub-tasks unless you explicitly override with seasonal variants. When kit and prompt fight, fix the kit—ad-hoc prompts do not scale. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Typography rules attach to headline sub-tasks separate from body copy sub-tasks. When kit and prompt fight, fix the kit—ad-hoc prompts do not scale. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Identity Lock references propagate to character and product sub-tasks across stills and motion. When kit and prompt fight, fix the kit—ad-hoc prompts do not scale. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Part 3: Working With MCoT in Production
Step 1: Enable Thinking Mode for discovery
Open ChatCanvas, toggle Thinking Mode, submit a structured brief with channel and mandatories. Discovery projects benefit from visible reasoning trails for stakeholder education. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Read the plan; correct misconceptions in-chat before approving generation. Discovery projects benefit from visible reasoning trails for stakeholder education. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Approve or edit sub-tasks individually when the UI exposes them. Discovery projects benefit from visible reasoning trails for stakeholder education. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Screenshot the approved plan in the thread so media and legal can align before spend. Discovery projects benefit from visible reasoning trails for stakeholder education. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Step 2: Switch to Fast Mode for repetition
Once a layout wins, duplicate the canvas and run Fast Mode with swapped copy or SKUs. Performance marketing teams live in Fast Mode during weekly creative refreshes. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Keep Brand Kit locked so routing still respects palette and type. Performance marketing teams live in Fast Mode during weekly creative refreshes. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Log which sub-tasks changed—usually headline and CTA only. Performance marketing teams live in Fast Mode during weekly creative refreshes. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Step 3: Audit failures systematically
When output fails, screenshot the plan step that went wrong—not only the final raster. Postmortems become actionable instead of ‘try another random seed’. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Adjust Brand Kit or references before rewriting adjectives. Postmortems become actionable instead of ‘try another random seed’. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Escalate to Edit Elements if the plan was right but execution drifted on one layer. Postmortems become actionable instead of ‘try another random seed’. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Step 4: Teach stakeholders to read plans
Export Thinking Mode summaries for legal and brand reviewers. Stakeholder education reduces last-minute rerolls after approval. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Highlight which sub-tasks carry mandatories like disclaimers and logo placement. Stakeholder education reduces last-minute rerolls after approval. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Celebrate catches before render as savings, not slowdowns. Stakeholder education reduces last-minute rerolls after approval. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Step 5: Instrument routing decisions
Note which model produced winners in the thread for repeat campaigns. Routing literacy separates power users from frustrated beginners. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
When typography fails, check whether Nano Banana 2 was routed for type-heavy sub-tasks. Routing literacy separates power users from frustrated beginners. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
When motion drifts, compare Seedance versus Veo plans before blaming the brief. Routing literacy separates power users from frustrated beginners. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll.
Share routing notes with new hires so they inherit taste, not superstition. Routing literacy separates power users from frustrated beginners. Treat references as contracts, document approvals in the chat thread, and export with channel-specific filenames so media buyers do not guess crop or color at the last mile. When results drift, inspect the MCoT plan in Thinking Mode, adjust Brand Kit or references, then prefer Touch Edit or Text Edit over a full reroll. On **ChatCanvas**, Lovart’s **Design Agent** applies **MCoT** planning, **Brand Kit** rules when configured, and semantic edits (**Touch Edit**, **Text Edit**, **Edit Elements**) before you pay for a full reroll.
Derivative Scenarios
1. Regulated claims: MCoT flags superlatives before rendering supplement ads
2. Character-driven serial ads: Identity Lock plus decomposition keeps wardrobe changes separate from face identity
3. Multilingual posters: typography sub-task routes to models strong at glyph rendering
4. Video pre-viz: motion sub-tasks storyboard shots before spending video credits
FAQ
Q: What does MCoT stand for?
A: Mind Chain of Thought—Lovart’s proprietary reasoning engine before generation.
Q: Is MCoT only in Thinking Mode?
A: Thinking Mode shows more of the chain; Fast Mode still uses routing and checks with less narration.
Q: Can I bypass MCoT?
A: You cannot disable safety and routing entirely—doing so would recreate generic generator chaos.
Q: Does MCoT cost extra credits?
A: Visible planning may add steps; it usually saves net credits by reducing failed generations.
Q: How does MCoT relate to Brand Kit?
A: Brand Kit constraints inject into decomposition so sub-tasks inherit palette, type, and references.
Q: How do I learn MCoT without engineering docs?
A: Run real briefs in Thinking Mode, read plans before approving, and compare failures to sub-tasks. Pair with ChatCanvas 101 and Brand Kit setup guides linked in this article.
E-E-A-T Signals
| Dimension | Signal |
|———–|——–|
| **Experience** | Workflows mirror onboarding, support tickets, and creator community questions from 2025–2026 Lovart production use—not theoretical feature lists. |
| **Expertise** | Terminology matches Lovart product docs: ChatCanvas, MCoT, Brand Kit, Touch Edit, Edit Elements, Identity Lock, and integrated models (Nano Banana, Seedance, Veo 3). |
| **Authoritativeness** | Lovart is the platform publisher; cross-links point only to verified `/blog/` slugs and official pricing/signup URLs. |
| **Trustworthiness** | Limitations (credit usage, model choice, export specs) stated plainly; hybrid stacks with templates or specialist tools acknowledged where relevant. |
Internal Links
| Anchor Text | Target |
|————-|——–|
| ChatCanvas getting started pillar | `/blog/05-pillar-getting-started-lovart` |
| Brand Kit guide for every industry | `/blog/complete-guide-brand-kit-every-industry-lovart` |
| how to chat and generate any design type | `/blog/how-to-chat-generate-any-design-type-lovart-agent` |
| Nano Banana complete guide | `/blog/nano-banana-ai-complete-guide-lovart-image-model` |
| Edit Elements vs Photoshop habits | `/blog/how-lovarts-edit-elements-outpaces-photoshop-dall-e-3-and-outdated-design-habits` |
| Touch Edit best practice | `/blog/touch-edit-best-practice-3-gestures-lovart` |
| Brand Kit setup in five minutes | `/blog/brand-kit-setup-5-minutes-lovart-best-practice` |
| build complete brand kit from scratch | `/blog/build-complete-brand-kit-from-scratch-ai` |
| batch social content guide | `/blog/batch-generate-30-days-social-media-content-ai` |
| create packaging design with AI | `/blog/create-packaging-design-with-ai` |
| design business cards with AI | `/blog/design-business-cards-with-ai` |
| how to create product videos with AI | `/blog/how-to-create-product-videos-with-ai` |
Image Appendix
| # | Description | Alt Text |
|—|————-|———-|
| 1 | Hero workspace overview | Lovart ChatCanvas workspace for tutorial |
| 2 | Step-by-step UI panel | Lovart Design Agent step workflow |
| 3 | Brand Kit color and type lock | Lovart Brand Kit enforcing visual system |
| 4 | Before and after edit comparison | Semantic edit before and after in Lovart |
| 5 | Export formats row PNG SVG MP4 | Lovart export formats for design deliverables |
| 6 | Multi-format campaign grid on canvas | Multi-format designs on Lovart ChatCanvas |
*Article for blogs.lovart.ai. Part of Lovart 101 — Platform Foundations content cluster.*
