Primary source

A generative UI (genUI) is a user interface that is dynamically generated in real time by artificial intelligence to provide an experience customized to fit the user’s needs and context.

— Kate Moran and Sarah Gibbons, Nielsen Norman Group

NN/G — Generative UI and outcome-oriented design

NN/G splits generative UI (runtime interfaces the model builds for an end user) from AI-assisted design (tools that speed designers). Names Uizard, Canonic, and v0 as the latter. The vocabulary lock for this corpus: dedicated design tools are AI-assisted design, not genUI.

STRONG · 2024 · Kate Moran, Sarah Gibbons / Nielsen Norman Group

Design resources

Primary sources for Design × AI. Practice workflows live on Design × AI.

Beginner

Vocabulary lock, then the paid tools.

20 articles · 2 categories

Medium

Open tools, systems, research, image and motion.

40 articles · 4 categories

Profi

Brief-to-ship workflows, ethics, teams, cases.

40 articles · 4 categories

100 of 100

Beginner · Origin & definition

CHI EA ’24 — Concerns and challenges of AI tools in the UI/UX design process
ACM CHI EA ’24 cross-sectional survey of UI/UX professionals (August 2023) on attitudes, ethics, and future views of AI-assisted design tools. Designers were cautiously optimistic; the paper argues for ethics, AI literacy, and balanced workflow integration — a non-vendor academic baseline for “what practitioners actually report,” not a product launch claim.

STRONG · 2024 · Beenish Moalla Chaudhry

Used in: Human method gate, Ethics as ops gate, What Design × AI means here

Beginner · Origin & definition

Google Labs — DESIGN.md format for agent-readable design systems
Open format specification: DESIGN.md combines machine-readable design tokens (YAML front matter) with human-readable rationale so coding agents keep a persistent, structured understanding of a visual identity. This is the vocabulary lock for “AI-ready design context” as a file format — complementary to NN/G’s UX-context framing, and not a Figma feature page.

STRONG · 2026 · Google Labs / google-labs-code · open-source

Used in: Tokens for agents

Beginner · Origin & definition

NN/G — AI design tools are marginally better (2025)
Follow-up: narrow-scope AI (Figma, Khroma, Midjourney) is what designers actually adopted; whole-file wireframe generators still fail design-system context. 500-character prompts are not enough. Status of dedicated tools as of Config 2025 week.

STRONG · 2025 · Megan Brown, Caleb Sponheim, Taylor Dykes / NN/G

Used in: Human method gate, Narrow canvas assist

Beginner · Origin & definition

NN/G — AI prototyping in real design contexts
Evaluated AI mockup tools, vibe-coding prototypes, and chatbots on a real NN/G profile-page brief. Tools follow general directions; they lack tradeoff judgment. Specificity and attached artifacts improve output. Measured, not a vendor demo.

STRONG · 2025 · Nielsen Norman Group

Used in: Prompt → wire / mock, Spec’d AI prototype

Beginner · Origin & definition

NN/G — AI: first new UI paradigm in 60 years
Nielsen’s 2023 frame: batch → command → intent-based outcome specification. Users say what they want, not how. Prompt engineer as a usability patch. The interaction-history reason dedicated design AI exists.

STRONG · 2023 · Jakob Nielsen

Beginner · Origin & definition

NN/G — four meanings of “AI design”
The conversation has forked into at least four orientations of “AI design,” with different orgs, skills, and success metrics. Teams often staff for one and think they are doing all four. Definition hygiene for job posts and this corpus.

MODERATE · 2026 · Nielsen Norman Group

Used in: What Design × AI means here

Beginner · Origin & definition

NN/G — Generative UI and outcome-oriented design
NN/G splits generative UI (runtime interfaces the model builds for an end user) from AI-assisted design (tools that speed designers). Names Uizard, Canonic, and v0 as the latter. The vocabulary lock for this corpus: dedicated design tools are AI-assisted design, not genUI.

STRONG · 2024 · Kate Moran, Sarah Gibbons / Nielsen Norman Group

Used in: Brief → decide → handoff, What Design × AI means here

Beginner · Origin & definition

NN/G — GenUI vs vibe coding: who’s designing?
2026 vocabulary: genUI is the system deciding to emit UI; vibe coding is the user asking for a product; AI-assisted design is a professional workflow. Failure modes differ (judgment vs execution). Keeps this design corpus from collapsing into the vibe/ folder.

STRONG · 2026 · Nielsen Norman Group

Beginner · Origin & definition

NN/G — UX-context design (DESIGN.md / UX.md)
As generation eats interface work, research output must become AI-ready context. Cites Google Labs’ open-sourced DESIGN.md from Stitch: machine-readable tokens plus prose do’s/don’ts living next to code. Proposes a broader UX.md. This is the theory of e2e: no handoff document, a file the model reads.

STRONG · 2026 · Tony Alicea / NN/G

Used in: Tokens for agents

Beginner · Origin & definition

Wikipedia — Generative design
Pre-LLM lineage: iterative software that explores a constraint space the designer refines — architecture, CAD, GANs. Not Figma-plugin history. Stops this corpus treating 2024 SaaS as the invention of generative design.

MODERATE · 2026 · Wikipedia contributors

Beginner · Paid tools

Adobe Firefly — generative AI for creatives
Adobe’s dedicated gen-AI product: images, video, audio, vectors; Firefly AI Assistant; partner models (Google, OpenAI, Kling, Flux); free/Standard/Pro credit tiers; custom models for brand. Production creative suite, not a UX wireframer.

MODERATE · 2026 · Adobe · freemium

Used in: Concept visual explore

Beginner · Paid tools

Builder.io — Visual Copilot Figma-to-code
Dedicated Figma-to-production AI: Visual Copilot uses your components, tokens, and APIs; Fusion as the destination; VS Code/Cursor extensions. Claims in-house LLM + Mitosis compiler. Paid design-to-code product, not a generic LLM.

MODERATE · 2026 · Builder.io · paid

Beginner · Paid tools

Figma AI — product hub
Official hub for Figma’s AI surface: agent, Make, Weave, generative plugins, shaders, MCP, write-to-canvas. Positions AI as already-in-Figma workflows that stay on-brand. Dedicated commercial design OS, not a plugin directory.

MODERATE · 2026 · Figma · paid

Used in: Narrow canvas assist

Beginner · Paid tools

Figma design agent — native to canvas
Agent runs multi-step tasks on the real canvas using components, tokens, and variables — not placeholders. All paid plans; beta does not consume AI credits (as of the July 2026 launch note). Dedicated in-file agent vs chat-beside-Figma.

MODERATE · 2026 · Figma · paid

Used in: Figma MCP practice path

Beginner · Paid tools

Figma Make — prompt to prototype
Dedicated Make product: plan mode, attachments, Make kits (npm/library styles), MCP connectors, version history, voice prompts, local-codebase beta. The paid e2e from idea to interactive prototype inside Figma.

MODERATE · 2026 · Figma · paid

Used in: Spec’d AI prototype

Beginner · Paid tools

Framer — AI designer / AI Agent for live sites
Framer’s dedicated AI is for improving existing websites on the canvas: copy, layout, CMS, SEO, a11y — edits stay editable. Connects Claude/Codex/Cursor. E2E publish is the product, not a mockup file.

MODERATE · 2026 · Framer · paid

Beginner · Paid tools

Google Labs — Stitch (“vibe design” canvas)
Stitch relaunch: AI-native infinite canvas, design agent + Agent manager, extract DS from a URL, DESIGN.md import/export, voice, Stitch MCP/SDK, export to AI Studio/Antigravity. Dedicated UI-design product from Google, not a Figma plugin.

MODERATE · 2026 · Rustin Banks / Google Labs · freemium

Used in: Prompt → wire / mock, Spec’d AI prototype

Beginner · Paid tools

Midjourney docs — Creating on Web
Official web Create hub for Midjourney image generation — the dedicated paid image tool NN/G named as actually adopted for visual design. Discord-era product with a first-party web surface.

STRONG · 2026 · Midjourney · paid

Used in: Concept visual explore

Beginner · Paid tools

Relume — brief to sitemap, wireframes, published marketing site
Dedicated marketing-site AI: start with a brief; sitemap + wireframes + publishable site on a 1,000+ component system; export to Figma, Webflow, React, or Relume Library MCP. Human-built components, AI assembly.

MODERATE · 2026 · Relume · paid

Beginner · Paid tools

Uizard — Autodesigner and screenshot/wireframe scanners
Dedicated AI UI product: Autodesigner 2.0 for multi-screen editable projects from text; screenshot scanner; hand-drawn wireframe scanner; Figma plugin. Aimed at PMs and designers going idea → mockup without a full DS.

MODERATE · 2026 · Uizard · freemium

Used in: Prompt → wire / mock

Medium · Open-source tools

comfy.org — ComfyUI desktop, cloud, workflows
Project homepage for desktop, portable, cloud, and the workflow library. Complements the GitHub engine with the production distribution surface (some cloud is paid; core is OSS). The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Comfy-Org · open-source

Medium · Open-source tools

ComfyUI — node-graph AI creation engine
GPL node-graph engine for image/video/3D/audio. Local, portable, cloud, App Mode, API for production pipelines. Partner nodes can call closed models. The dedicated OSS production tool for visual gen, not a UX canvas.

STRONG · 2026 · Comfy-Org / comfyanonymous · open-source

Medium · Open-source tools

guercheLE/ui2design — code-to-design MCP pipeline
Local deterministic+agent pipeline that writes UI source into Pencil, Figma, Penpot, Stitch, Paper via MCP. Disk-backed, resumable. Dedicated OSS reverse-handoff tool (code → design), the missing e2e direction.

MODERATE · 2026 · guercheLE · open-source

Medium · Open-source tools

invoke-ai/InvokeAI — professional creative engine
Apache-2.0 local WebUI: unified canvas, in/outpaint, node workflows. Foundation for commercial Invoke products. Dedicated OSS “professional” SD/Flux engine vs hobby UIs. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Invoke · open-source

Medium · Open-source tools

lllyasviel/Fooocus — Midjourney-like OSS generator
Offline Gradio app: focus on prompts, not parameters; <3 clicks to first image; 4GB GPU. Explicitly non-commercial, warns of fake fooocus.* sites. LTS on SDXL only — Flux users pointed to Forge/ComfyUI.

STRONG · 2025 · lllyasviel · open-source

Medium · Open-source tools

open-pencil/open-pencil — MIT AI-native .fig editor
MIT editor that opens .fig/.pen, 90+ AI tools, BYO keys, MCP, CLI, Vue SDK. Positions against Figma’s read-only MCP and CDP lock-down. Dedicated OSS design editor with agent write access.

STRONG · 2026 · open-pencil · open-source

Medium · Open-source tools

Penpot.app — AI workflows on an open canvas
Product site: AI workflows that plug any agent/LLM into code-to-design, design-to-code, design-to-design. SaaS or self-host. Complements the GitHub repo with the AI positioning. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Penpot · open-source

Medium · Open-source tools

penpot/penpot — open-source design platform
MPL-2 self-hostable design platform (SVG/CSS/HTML/JSON). MCP server for design↔code, open API, tokens, variants. The dedicated OSS Figma alternative with an AI/MCP story, not a diffusion UI.

STRONG · 2026 · Kaleidos / Penpot · open-source

Medium · Open-source tools

tokens-studio/figma-plugin — Tokens Studio (OSS plugin)
MIT Figma plugin (formerly Figma Tokens): JSON tokens, GitHub sync, aliases, spacing via Auto Layout, styles manager. Dedicated OSS token runtime inside a paid host (Figma). The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Tokens Studio · open-source

Medium · Open-source tools

ZSeven-W/openpencil — AI-native vector, agent teams
Separate OSS project (same name): concurrent agent teams, design-as-code, built-in MCP, multi-framework export, `.op` JSON files. README warns it is not open-pencil/open-pencil. Dedicated AI-native vector tool.

MODERATE · 2026 · ZSeven-W · open-source

Medium · Design systems

Carbon MCP — IBM DS knowledge for AI tools
MCP that feeds Carbon guidance into agents so they stop guessing a generic UI. Internal eval: 25%+ faster with fidelity held. Open-source DS as runtime context for coding agents. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Will Scott, PhD / IBM Carbon · open-source

Medium · Design systems

carbon-design-system/carbon — IBM OSS design system monorepo
Apache-2 monorepo: React, web components, Sass, tokens, icons. The code the Carbon MCP indexes. Dedicated OSS DS, not a generator. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · IBM Carbon · open-source

Medium · Design systems

Design Tokens Community Group — DTCG JSON format
W3C community spec for interoperable tokens. First stable 2025.10. Adopters named include Figma, Penpot, Style Dictionary, Tokens Studio. The file format e2e tokens actually move in.

STRONG · 2025 · Design Tokens Community Group · open-source

Used in: Tokens for agents

Medium · Design systems

Figma Community — Tokens Studio for Figma plugin
Install surface: aliases, math in tokens, composition tokens on Pro. Dedicated token runtime inside paid Figma. Pro adds multi-file sync and theme management. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Tokens Studio · freemium

Medium · Design systems

Figr — developer handoff playbook (states, mapping, DS)
Handoff fails on missing states and missing DS mapping, not missing mockups. Lists edge cases, component mapping, interaction, responsive, data, copy. Vendor blog, but the failure list is the DS contract agents still miss.

MODERATE · 2025 · Figr · paid

Medium · Design systems

IBM Carbon — Carbon for AI guidelines
Dedicated DS extension: visual and behavioral identity for AI *inside* IBM products — labels, explainability, illuminate tokens, a11y-tested. Separate problem from generating the UI with AI. First-class AI-in-the-product guidance.

STRONG · 2026 · IBM Carbon · open-source

Used in: Tokens for agents

Medium · Design systems

Penpot — design systems and tokens (OSS)
OSS DS: native tokens, components, variants as a single source for code-minded teams. The Penpot-side of a Figma-variables conversation. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Penpot · open-source

Medium · Design systems

style-dictionary/style-dictionary — token build pipeline
OSS build system: one token JSON → CSS, iOS, Android, docs. The compiler in e2e token pipelines Mantlr names next to Tokens Studio. Apache-2.0, DTCG-forward. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Style Dictionary / Amazon origin · open-source

Medium · Design systems

styledictionary.com — token export, DTCG-compatible
Product/docs site: export tokens to any platform; live DTCG demo. Complements the GitHub engine with the designer-facing converter. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Style Dictionary · open-source

Medium · Design systems

Tokens Studio docs — token source of truth
Documentation home for the OSS Figma plugin: Git sync, aliases, themes. The DS ops manual that sits beside native Figma variables. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Tokens Studio · freemium

Used in: Tokens for agents

Medium · UX research

Dovetail — how we built Ask Dovetail
Product-process case: Slack/Teams pull vs push insights, workspace-level install, alpha with 15 workspaces. How a dedicated research AI feature is designed. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2024 · Dovetail · paid

Used in: Research repo → ask, Research → prototype bridge

Medium · UX research

Dovetail — Magic summarize, highlight, cluster, search
Dedicated paid research AI: Channels classify continuous feedback; magic summarize/highlight/cluster; semantic Magic search with citations. Human-in-the-loop stated. The research-tool class, not a canvas.

STRONG · 2024 · Dovetail · paid

Used in: Research repo → ask

Medium · UX research

Dovetail — research repository (cited answers)
Repository product: ask a question, get a cited answer with clips — not a chat paragraph. Contrasts generic MCP-on-files with governed PII, theming, video. Dedicated insights hub. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Dovetail · paid

Used in: Research repo → ask

Medium · UX research

Gabriella — Maze Search (AI discovery inside Maze)
Designer write-up of Maze Search/Ask AI: trust needs citations and timestamps; deferred Ask AI until retrieval worked. Dedicated testing-platform AI, practitioner view. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2025 · Gabriella (product designer) · paid

Medium · UX research

Maze — AI Study Builder (research-grade studies)
Dedicated study generator: describe a learning goal, get a launchable study with method guardrails. Contrasts ChatGPT question lists with a configured Maze study. Admin toggle to disable.

MODERATE · 2026 · Maze · paid

Used in: Study build → moderate → report

Medium · UX research

Maze — AI-moderated interviews (25 quality metrics)
Dedicated interview AI: goal-driven probes, traceable quotes, Enterprise add-on. Claims 25 quality metrics per conversation. Research-integrity positioning vs fluent chatbots. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Maze · paid

Used in: Study build → moderate → report

Medium · UX research

Maze — automated UX reporting and themes
Dedicated reporting AI: transcripts, summaries, themes, heatmaps, usability scores. Stakeholders get shareable reports; researchers keep edit control. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Maze · paid

Used in: Study build → moderate → report

Medium · UX research

Maze AI — studies, moderator, MCP into decision tools
Dedicated paid research AI hub: study builder, bias rewrites, AI conversation follow-ups, theme synthesis, Maze MCP into Claude/ChatGPT/Cursor. Explicit contrast: grounded in collected data vs generated personas.

MODERATE · 2026 · Maze · paid

Used in: Study build → moderate → report

Medium · UX research

Maze MCP — research into Claude, ChatGPT, Cursor
Dedicated research MCP: studies, transcripts, session data queryable from MCP clients. Positions research as context for live decisions, not a repository visit. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Maze · paid

Used in: Research → prototype bridge

Medium · UX research

NN/G — testing AI with real design scenarios (method)
Published evaluation method: two real NN/G briefs (profile page, bulk purchase), prompt construction from artifacts, then assessment. The research protocol behind the AI-prototyping findings.

STRONG · 2025 · Huei-Hsin Wang, Megan Brown, Amy Zhang / NN/G

Used in: Spec’d AI prototype, Study build → moderate → report

Medium · Image & motion

BFL — FLUX Tools (outpaint, erase, virtual try-on)
Use-case APIs on FLUX: specialized endpoints that claim to beat general models on one task. Production image-edit tools for design, not a chat toy. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Black Forest Labs · paid

Medium · Image & motion

BFL docs — FLUX MCP server (OAuth, no pasted keys)
Vendor docs: connect https://mcp.bfl.ai, generate up to 8 images in parallel, variations from request_id. Skills vs MCP split (chat generate vs write API code). The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Black Forest Labs · paid

Medium · Image & motion

BFL docs — FLUX models for image, video, audio
Intro to the FLUX family: image, video, synchronized audio, one API. Positions BFL as a visual-intelligence vendor, not a UI layout tool. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Black Forest Labs · paid

Medium · Image & motion

black-forest-labs/flux-mcp — official FLUX MCP server
Official hosted MCP: generate/edit/vary/browse FLUX images and FLUX 3 video from Claude, Cursor, Codex. OAuth to mcp.bfl.ai; you pay BFL. Dedicated image/video production in the agent — not OSS weights (hosted API is paid).

STRONG · 2026 · Black Forest Labs · paid

Medium · Image & motion

docs.comfy.org — ComfyUI official docs (MCP, cloud, CLI)
Official docs: node graph, agent MCP for image/video/audio/3D, hosted cloud MCP, `comfy generate` CLI. The production manual for the OSS engine already indexed under opensource-tools.

STRONG · 2026 · Comfy-Org · open-source

Medium · Image & motion

Figma Weave — multi-model gen on the canvas
Weave: compare Google/OpenAI/Kling/BFL models in one canvas, then refine. Brand systems and mockups across placements. Asset factory, not layout tokens. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Figma · paid

Medium · Image & motion

Kling AI — VIDEO 3.0 multimodal generator
Dedicated video/image generator: 3.0 series claims long-form storyboard control and native audio binding. Also a Figma Weave selectable model. Production motion vendor from Asia. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Kling AI · paid

Medium · Image & motion

Luma Dream Machine — creative agents for teams
Dedicated creative-agent product: plan/generate/iterate with shared context, EXR export, team workspaces. Named agency logos. Production video/image agents, not a UX canvas. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Luma Labs · paid

Medium · Image & motion

Recraft — vector-native AI image models for designers
Dedicated design-asset generator: editable vectors, typography, mockups, styles without training. Positions against photoreal txt2img for graphic design production. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Recraft · paid

Medium · Image & motion

Runway — Gen-4.5 and general world models
Dedicated paid video/world-model studio. Gen-4.5 positioned for motion quality and prompt adherence; GWM avatars and robotics. Production motion, not a Figma plugin. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Runway · paid

Profi · End-to-end workflows

Builder.io — Visual Copilot pipeline (plugin → Fusion/CLI)
E2E how-to: select frame → Smart Export → Fusion or VS Code or CLI that matches repo patterns. Contrasts Figma MCP+Cursor (raw design data into a general LLM) with Visual Copilot+Fusion (render-aware). Vendor, but it is a full pipeline.

MODERATE · 2025 · Builder.io · paid

Used in: Code ↔ canvas roundtrip

Profi · End-to-end workflows

Dovetail — connector for Figma Make (research → prototype)
E2E that starts at evidence: semantic search, projects, docs, highlights, transcripts pipe into Figma Make so prototypes are grounded in quotes, not invented personas. Closes research→ideate without paste.

STRONG · 2026 · Dovetail · paid

Used in: Research → prototype bridge

Profi · End-to-end workflows

Figma developer docs — MCP server (read + write canvas)
Official e2e contract: agents generate code from frames, extract variables/components, retrieve Make resources, and write native Figma content back using the DS as source of truth. Remote MCP recommended; write currently free in beta, later usage-based. This is the vendor pipeline brief → canvas ↔ code.

STRONG · 2026 · Figma

Used in: Brief → decide → handoff, Code ↔ canvas roundtrip, MCP design → code, Figma MCP practice path

Profi · End-to-end workflows

Figma Help — Code Connect
E2E bridge: UI vs CLI Code Connect feed the MCP so agents get real repo components, multi-framework mappings, custom instructions. Without it Dev Mode shows generic snippets. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Figma

Used in: Brief → decide → handoff, MCP design → code, Figma MCP practice path

Profi · End-to-end workflows

figma/mcp-server-guide — agent setup and skills
Practical e2e: Cursor plugin vs manual MCP, skills for implement / Code Connect / DS rules, layer naming and Auto Layout as context hygiene. States Code Connect is how you stop the model guessing components.

STRONG · 2026 · Figma

Used in: Code ↔ canvas roundtrip, Figma MCP practice path

Profi · End-to-end workflows

Francesca Tabor — Figma-driven MCP production pipeline
End-to-end sequence: metadata → screenshot → Code Connect map → variables → generate → validate tokens. Explicit agent prompt that calls MCP tools in order from a Figma URL. Practitioner playbook, not a vendor landing page.

MODERATE · 2026 · Francesca Tabor

Used in: MCP design → code

Profi · End-to-end workflows

Mantlr — design handoff 2026 (Dev Mode, MCP, Claude Design)
Maps the 2026 e2e stack: Dev Mode + MCP + Code Connect + DTCG tokens + agents. Documents a parallel Claude Design → Claude Code bundle path (Apr 2026) and Figma Code-to-Canvas reverse loop. Survey of pipelines, not a single tool.

MODERATE · 2026 · Mantlr

Used in: MCP design → code

Profi · End-to-end workflows

NN/G — outcome-oriented design as the e2e method
Getting-started method: use genAI to enhance UX skills, start small, watch hallucinations. The process wrapper around tools — not a vendor pipeline but the human e2e discipline. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2023 · Nielsen Norman Group

Used in: Brief → decide → handoff, Human method gate, Narrow canvas assist

Profi · End-to-end workflows

Reenbit — agentic design-to-code (brief → Claude Design → /design-sync)
Full agent chain: Analyst brief → PM PRD → UX spec → Claude Design prototype → /design-sync pull into repo → Dev/QA → optional push back to canvas. Design system lands as real files. A complete e2e that does not start in Figma.

MODERATE · 2026 · Reenbit

Used in: MCP design → code

Profi · End-to-end workflows

Velox Studio — Figma to code operational playbook for agencies
Agency e2e: margin is lost in handoff, not tools. Playbook starts with systemized files and states before any generator. Operational, not a SaaS landing page. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Velox Studio

Used in: MCP design → code

Profi · Quality & ethics

Adobe — Responsible AI (ethics principles before ship)
Vendor ethics gate: accountability, responsibility, transparency; evaluate AI features before market. Distinguishes traditional ML, generative, and agentic AI. The Firefly “commercially safe” story lives under this page, not a tweet.

STRONG · 2026 · Adobe

Used in: Ethics as ops gate

Profi · Quality & ethics

Federal Register — AI-generated material registration policy (2023)
Binding-ish policy statement: disclose AI content; human authorship required; Midjourney graphic-novel example (text protected, images not). Applicants must exclude more-than-de-minimis AI.

STRONG · 2023 · U.S. Copyright Office

Profi · Quality & ethics

Figma — Building Figma AI (privacy and training)
Vendor privacy: 3P providers may not train on customer Figma content; de-identify/redact; Education/Gov excluded; Community files not used for generative design models pending attribution. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Figma

Profi · Quality & ethics

Figma AI Terms — input/output ownership and training
Legal: Input and Output are Customer Content; customer retains rights. Training only if Content Training is on. Weave standalone excluded from these terms. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Figma

Used in: Ethics as ops gate

Profi · Quality & ethics

Figma blog — introducing Figma AI (training defaults)
Launch post: generative features used off-the-shelf models, not private files. Starter/Pro opted in to training by default; Org/Enterprise opted out. Content training effective 15 Aug 2024.

STRONG · 2024 · Figma

Profi · Quality & ethics

Figma Help — Figma AI FAQ
FAQ: enabling AI grants Make plus Design/FigJam/Slides/Buzz/Sites tools. Pointers to training controls. The operator checklist, not a legal opinion. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Figma

Used in: Ethics as ops gate

Profi · Quality & ethics

Figma Help — manage AI settings and content training
Admin contract: AI features vs content-training toggles are separate. Org/Enterprise default training off; Starter/Pro default on. Training off does not disable Make/agent. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Figma

Profi · Quality & ethics

Figma sub-processors — who sees Figma AI prompts
Dated 7 Aug 2026 list: Bedrock/Hive/OpenAI moderation; Anthropic/Google/OpenAI/etc. as Figma AI model providers; Weave adds Kling, Runway, Bria, Luma. The actual data path for paid design AI.

STRONG · 2026 · Figma

Profi · Quality & ethics

U.S. Copyright Office — Artificial Intelligence Study
Study page for the USCO AI docket: notice of inquiry August 2023, 10,000+ comments by December 2023, then dated Part 1 digital replicas (31 Jul 2024), Part 2 copyrightability (29 Jan 2025), Part 3 generative training pre-publication (9 May 2025). This is the legal record, not a vendor FAQ.

STRONG · 2025 · U.S. Copyright Office

Used in: Ethics as ops gate

Profi · Quality & ethics

U.S. Copyright Office — Copyright and Artificial Intelligence
Federal hub: Part 1 digital replicas (2024), Part 2 copyrightability of genAI outputs (Jan 2025), Part 3 training (pre-pub May 2025). The legal frame for design teams shipping generated pixels.

STRONG · 2025 · U.S. Copyright Office

Profi · Teams in production

Config 2026 — getting real output from Figma Make
Talk abstract: Make quality is setup — guidelines, file structure, component wiring, templates — proven on a large OSS enterprise DS. The team-production claim that “it doesn’t use my DS” is a file problem.

MODERATE · 2026 · Brett McMillin / Figma

Profi · Teams in production

Figma Brand Studio — Config 2026 identity with Make
Internal brand team used Figma Make to codify lo-fi textures and a dithering tool for hundreds of headshots. Harmony stated as iterating with gen tools without losing a human lens. Named designers.

MODERATE · 2026 · Figma Brand Studio · paid

Profi · Teams in production

Figma Workflow Lab — designer ships a PR from Make
Production play: designer connects GitHub to Make, edits production components (shared date picker in three places), annotates a11y, opens a PR. Handoff inverts: engineer reviews, designer implements polish. Fictional MOSF story, real product path.

STRONG · 2026 · Figma · paid

Used in: Code ↔ canvas roundtrip

Profi · Teams in production

Framer agents — update live sites on the canvas
Dedicated production agents for live marketing sites: copy, layout, CMS, SEO, a11y; connect Claude/Codex. Distinct URL from the AI designer hub. E2e is publish, not a Figma file. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

MODERATE · 2026 · Framer · paid

Profi · Teams in production

IBM Consulting — 1,600 designers on Adobe Firefly
Named org: IBM Consulting experience design (1,600) plus marketing. Pilot: 200 assets / 1,000+ variations in minutes; Workfront/AEM stack claimed 60% faster TTM. Vendor blog, named officers.

MODERATE · 2024 · Adobe / IBM · paid

Profi · Teams in production

Maze — introducing Maze MCP (research in decision tools)
Org change: 69% of researchers using AI; MCP makes studies queryable in Claude/ChatGPT/Cursor so research is not a side repo. Human judgment still frames questions. The claim is tied to this primary URL only; treat sibling marketing pages as separate rows.

STRONG · 2026 · Maze · paid

Used in: Research → prototype bridge

Profi · Teams in production

Maze platform — research as a system for product orgs
Org product: unifies methods so anyone can run a study with built-in expertise; AI does busywork; agenda stays human. Dedicated research platform for product companies, not a canvas.

MODERATE · 2026 · Maze · paid

Profi · Teams in production

Monks.Flow — agency pipeline on Firefly APIs
Agency production OS: Monks.Flow ties Firefly Services + Creative Cloud + Workfront. 270 banner versions in a day (was up to four weeks). Named execs. Dedicated tool inside an agency factory.

MODERATE · 2025 · Adobe / Monks · paid

Profi · Teams in production

Penpot MCP — self-host agents on an OSS canvas
Production OSS path: MCP to any agent/LLM; self-host for enterprises that will not send files to Figma. Free MCP, no vendor lock-in on the model. Design-as-code so agents read the file.

STRONG · 2026 · Penpot · open-source

Profi · Teams in production

Tapestry / Coach — Firefly custom models for digital twins
Product-design org: custom Firefly models on Coach codes (hang tag, hardware). Digital twins for design, merch, research. Change-management noted. Dedicated paid custom-model path.

MODERATE · 2025 · Hannah Elsakr / Adobe; Tapestry DPC · paid

Profi · Case studies

AWS — Dovetail ships genAI on Bedrock; Instawork hours saved
Vendor case: prototypes in a day, features in two weeks; Instawork researcher saves 1–2 hours/project; poll claims 10 hours/week. Measured-ish numbers for paid UXR AI, with vendor bias.

MODERATE · 2025 · AWS / Dovetail · paid

Used in: Research repo → ask

Profi · Case studies

Care Technologies — 23-screen Uizard prototype in 3 days
Named health-tech: non-designer full-stack built 23 screens in three days, tested with doctors, then hired a designer. Money/time saved by not hiring a prototyper first. Older case, still a dedicated-tool write-up.

MODERATE · 2022 · Uizard / Lilit, Care Technologies · freemium

Profi · Case studies

Code Line Solutions — Uizard for developer communication
Named programme manager: yearly subscription after a management case; meetings stop circling because the prototype is on screen. Explicit money save vs expensive developers. Older but named.

MODERATE · 2021 · Uizard / Sanida Dozo, Code Line Solutions · paid

Profi · Case studies

Colateral Group — Uizard prototype in a weekend for Ecuador forests
Named consultancy: five screens, ~20 stakeholders understood the flow; two-week prototype done in a weekend. Chose Uizard over paid Figma/XD licenses. Dedicated cheap UI tool case.

MODERATE · 2022 · Uizard / Colateral Group · freemium

Profi · Case studies

Currys — Firefly 2× faster concepts, 50–70% agency savings
Named in-house creative team: New Term campaign; 2× ideation speed; 50–70% agency cost save; 150% more channel templates; 10/10 internal rating. Firefly composition reference + Photoshop expand.

MODERATE · 2025 · Adobe / Currys · paid

Used in: Concept visual explore

Profi · Case studies

Findable — 50% faster app shell, 90% Make code
Named customer: Riccardo Busato rebuilt DS/components in Make; prototype became handoff; template used live in sales/CS meetings. 50% faster, 90% of Make code used, implemented in less than a day. Vendor case, named people.

MODERATE · 2026 · Figma / Findable · paid

Profi · Case studies

Ingenico — Uizard cuts ideation from three meetings to one
Named payments innovator: Autodesigner + DS as Uizard template; 200+ screens in <6 months; ideation sessions 3→1. Vendor case, named manager. Dedicated paid UI tool, not Figma Make.

MODERATE · 2024 · Uizard / Romain Colnet, Ingenico · paid

Used in: Prompt → wire / mock

Profi · Case studies

Nestlé — Firefly custom models, 50% faster workflows
Named CPG: 44 content studios; Firefly custom models for on-brand characters/product shots; 50% technical workflow cycle cut; 20% budget save on KitKat F1. Operating-model case, not a one-off campaign.

MODERATE · 2025 · Adobe / Nestlé · paid

Profi · Case studies

Versuni — Firefly cuts product-visual TTM 63%
Named appliance design org (Philips brands): ginger-cat campaign assets; eight months → three (63%); production cost −60%; image sourcing time −50%. UX/product/comms teams piloted together.

MODERATE · 2025 · Adobe / Versuni · paid

Profi · Case studies

ZDF Digital — Terra X intro in 3 days with Firefly
Named broadcast design team: usual weeks of intro production → three days; ~one hour to acceptable stills; then Photoshop/After Effects. Public-media IP concern addressed via Firefly licensed training (vendor claim).

MODERATE · 2025 · Adobe / ZDF Digital · paid