AI visibility report
AI visibility report for Specify in Design Systems & Component Libraries.
Outside the top three on 22 of the 25 prompts buyers actually ask.
Chromatic is cited on 12 of those losses.
Free trial. Setup comes pre-filled for Specify.
Track Specify across these prompts daily.
Start free trialStill absent from 98.7% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
ChatGPT
Grok
Gemini Search
Bing Copilot
Google AI Mode
PerplexityHow to read this. Specify appears in 1.3% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Specify is losing
Prompts where competitors are visible and Specify is not.
These prompt-level losses are the first prompts to track and repair.
Where Specify is winning1
What design system platforms make it easy for designers to hand off token changes to developers without requiring a manual update step?
Avg # 2.0 · 1 platform
Where Specify is losing5
I'm evaluating design system tools for a team that needs to publish a component library to a private package registry — which ones support this workflow?
Competitors on 5 platforms
Track this promptWhich platforms make it easiest to take existing UI components and turn them into a shared, versioned design system with documentation?
Competitors on 4 platforms
Track this promptWhich component library platforms integrate with major design tools so component properties sync automatically between design files and code?
Competitors on 4 platforms
Track this promptWhat tools support automatically generating code documentation from component props and TypeScript types so docs stay in sync with the code?
Competitors on 3 platforms
Track this promptWhich component library tools have the fastest build times for a design system with 200+ components so developers aren't waiting on documentation builds?
Competitors on 3 platforms
Track this prompt
Track Specify daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Specify was a French SaaS startup that built a cloud-based design token management platform, branding itself as the 'Design Token Engine' and the industry's first Design Data Platform. Founded in Paris in 2018 by four co-founders, it enabled design and engineering teams to collect design tokens and assets from Figma, Tokens Studio, or raw JSON, then automatically transform and distribute them to code repositories in formats such as CSS, Tailwind, React Native, and Flutter using an open-source parser pipeline. The platform supported 50+ token types, offered GitHub automation, REST API, CLI, and was SOC 2 Type II certified. Customers included Pitch, Carrefour, Dashlane, Epic Games, and Comcast Business. The company raised ~$5.5M total across pre-seed and seed rounds before announcing it would sunset on November 15, 2024.
Specify was a design token automation platform that served as a pipeline between design tools (Figma, Tokens Studio) and engineering codebases. It stored, transformed, and distributed design tokens and assets—colors, typography, spacing, shadows, icons, fonts, and more—across teams and platforms using a configurable, open-source parser system. Its core value proposition was eliminating manual handoff work and keeping design decisions synchronized between designers and developers in real time.
Key Facts
- Founded
- 2018
- HQ
- Paris, France
- Founders
- Valentin Chrétien, Antoine Moreaux, Louis Chenais +1 more
- Employees
- 11-50
- Funding
- ~$5.5M
- Customers
- 1000+ teams (at pre-seed stage)
- Status
- Sunset (shut down November 15, 2024)
Target users
Key Capabilities10
- Centralized design token repository supporting 50+ token types (colors, typography, spacing, shadows, bitmaps, vectors, fonts)
- Figma Styles and Variables sync as a source
- Tokens Studio integration as a source
- Open-source, composable parser pipeline for token transformation
- Multi-platform code output (CSS, SCSS, Tailwind, React, React Native, Flutter, Style Dictionary, TypeScript)
- GitHub integration with automated pull request generation
- REST API and CLI for custom workflows
- Multi-source to multi-destination repository model
- SOC 2 Type II and SOC 3 certified security
- Version control and rollback for design token changes
Key Use Cases7
- Automating design token distribution from Figma to codebases
- Maintaining a single source of truth for brand design decisions across multiple digital products
- Eliminating manual designer-to-developer design token handoff
- Multi-platform token output (web, iOS, Android, Flutter) from one repository
- Setting up CI/CD pipelines for design system token updates
- Enforcing consistent naming conventions and token structures across teams
- Managing token updates at scale for enterprise design systems
Specify customer outcomes
Specify eliminated cautious, error-prone token update cycles; the design system team gained confidence to update, roll back, or trial new tokens freely. QA time previously spent checking names and values across environments was freed for higher-value work.
Pitch used Specify to reference the same tokens and assets in both Figma and their codebase, reducing manual and error-prone work across design and engineering.
MakeMusic integrated design tokens into their codebase automatically and seamlessly, describing Specify as 'the missing link between our design and engineering teams.'
Recent Trend
How AI describes Specify3
Other design‑system tools (Storybook, Backlight, Knapsack, Specify, Zeroheight) integrate with private registries but do not _host_ them.
I'm evaluating design system tools for a team that needs to publish a component library to a private package registry — which ones support this workflow?
Short answer: The tools that _reliably_ generate CSS variables, iOS Swift, and Android (XML/Kotlin) outputs from a single source of truth are Style Dictionary, Tokens Studio (with Style Dictionary or Supernova), Supernova, and Specify.
Which design system tools support generating design tokens across multiple output formats — CSS variables, iOS Swift, and Android — from a single source?
The short answer: Tokens Studio, Supernova, Specify, and Style Dictionary–based pipelines are your real options today if you want _automatic_ publishing of design tokens to a package manager on every design‑tool commit.
Looking for a design system platform that publishes tokens to a package manager automatically on every design tool commit — what are my options?
Most cited sources1
Alternatives in Design Systems & Component Libraries6
Specify positioned itself as the first dedicated 'Design Data Platform' and 'Design Token Engine,' occupying a workflow-automation niche between design tools (Figma) and code repositories (GitHub).
- Rather than being a documentation or component-browsing tool, it focused exclusively on automating the collection, transformation, and distribution of design tokens and assets across platforms.
- It distinguished itself via tool-agnosticism, open-source parsers, and support for 50+ token types outputting to CSS, Tailwind, React Native, Flutter, and Style Dictionary.
- The company announced sunset on November 15, 2024, citing inability to achieve sustainable product-market fit in a rapidly consolidating design-tool landscape dominated by Figma.
Reviews
Praised
- Automation from design to code saves significant time
- Reduces manual, error-prone design-to-dev handoff
- Designers and developers working from a single token source
- Confidence in updating and rolling back design tokens
- Easy integration with Figma and existing codebases
- Improved cross-team collaboration and fewer redundant meetings
Criticized
- Did not achieve sustainable product-market fit (per founder post-mortem)
- Figma's native Variables feature reduced differentiation over time
- Lower tiers limited to 1 user and 1 repository
- SSO and CDN restricted to expensive Enterprise add-ons
- Product ultimately shut down, leaving customers without continuity
No verified scores from G2, Gartner Peer Insights, or Capterra were found for Specify. Sentiment from published customer testimonials on the Specify website is uniformly positive, with users at Pitch, Carrefour, Dashlane, Strapi, MakeMusic, and In The Pocket highlighting time savings, reduced manual errors, and improved cross-team confidence when updating tokens. No public negative reviews on structured platforms were identified.
Pricing
Specify offered three tiers prior to shutdown. Essentials: $69/month (1 user, 1 repository, unlimited sources and destinations).
- Teams
$134/month (4 users, 2 repositories, unlimited sources and destinations).
- Enterprise
custom pricing with unlimited users, unlimited repositories, SSO, CDN, account manager, and priority onboarding. Annual billing was available. No free tier was publicly listed on the pricing page.
Limitations
- Specify sunset on November 15, 2024, and is no longer a functioning product.
- Before closure, known limitations included: seat and repository counts capped on lower tiers (1 user/1 repo on Essentials), private parsers only available on Enterprise, SSO and CDN restricted to Enterprise add-ons, and a relatively small ecosystem compared to incumbents.
- The company itself cited inability to achieve product-market fit as market dynamics shifted with Figma absorbing core token-management functionality directly into its platform.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Gemini Search | ChatGPT | Bing Copilot | Google AI Mode | Perplexity | Grok |
|---|---|---|---|---|---|---|
Capability0/5 cited (0%) | ||||||
What tools support automatically generating code documentation from component props and TypeScript types so docs stay in sync with the code? | ||||||
What component library tools have built-in accessibility testing so components are checked for WCAG compliance as part of the development workflow? | ||||||
Which design system tools support generating design tokens across multiple output formats — CSS variables, iOS Swift, and Android — from a single source? | ||||||
Which design system platforms support multi-brand theming so one component library can serve multiple product brands with different visual styles? | ||||||
I need a design system platform that supports versioning components independently so teams can adopt updates incrementally without breaking changes — what should I look at? | ||||||
Developer Experience1/5 cited (20%) | ||||||
Looking for a component documentation platform where engineers can write live code examples that render interactively in the docs — what are my options? | ||||||
What component library platforms do cross-functional teams prefer when they need designers and engineers to collaborate on the same source of truth? | ||||||
Which design system tools allow teams to track which components are used where across multiple apps so they know the impact before making a breaking change? | ||||||
Which component library tools have the best hot-reload and isolated development environment so engineers can build components without running the full app? | ||||||
What design system platforms make it easy for designers to hand off token changes to developers without requiring a manual update step? | ||||||
Integrations & Ecosystem0/5 cited (0%) | ||||||
Looking for a design system platform that publishes tokens to a package manager automatically on every design tool commit — what are my options? | ||||||
Which component library platforms integrate with major design tools so component properties sync automatically between design files and code? | ||||||
What design system tools support code ownership features so the platform team can gate component changes through a review process before publishing? | ||||||
Which component documentation platforms can be embedded inside an internal developer portal so design system docs live alongside API docs and architecture guides? | ||||||
What design system tools have CI integrations that run visual diffs on every pull request and post screenshot comparisons to the PR review? | ||||||
Performance & Reliability0/5 cited (0%) | ||||||
What component documentation platforms deliver reliably fast page loads and search so developers actually use the docs rather than reading the source code? | ||||||
Which component library tools have the fastest build times for a design system with 200+ components so developers aren't waiting on documentation builds? | ||||||
What design system platforms handle thousands of component stories efficiently without the documentation site becoming slow or unwieldy? | ||||||
Which design system tools are built to scale with an enterprise component library that spans 5+ product teams contributing components simultaneously? | ||||||
Which visual regression testing tools for component libraries run tests in parallel fast enough to fit within a CI pipeline without adding significant build time? | ||||||
Setup & First Run1/5 cited (20%) | ||||||
Which platforms make it easiest to take existing UI components and turn them into a shared, versioned design system with documentation? | ||||||
What are the best tools for building and documenting a UI component library from scratch for a 10-person product team with both designers and engineers? | ||||||
I'm evaluating design system tools for a team that needs to publish a component library to a private package registry — which ones support this workflow? | ||||||
Which design system platforms let a team import existing tokens from a design tool and immediately generate code-ready design tokens? | ||||||
What tools help a frontend team set up visual regression testing for a component library so UI changes don't silently break existing components? | ||||||
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Chromatic | 27.3% | 26.0% | 15.3% | 8.7% | 24.7% | #17.8 | +0.41 |
| 2 | Figma | 24.0% | 18.4% | 0.0% | 5.3% | 24.0% | #18.7 | +0.33 |
| 3 | zeroheight | 21.3% | 21.3% | 0.7% | 10.7% | 21.3% | #30.8 | +0.36 |
| 4 | UXPin | 20.0% | 9.8% | 0.0% | 18.7% | 19.3% | #16.5 | +0.22 |
| 5 | Supernova | 17.3% | 14.5% | 1.3% | 15.3% | 17.3% | #24.9 | +0.29 |
| 6 | Knapsack | 6.7% | 3.7% | 0.0% | 3.3% | 6.7% | #38.3 | +0.27 |
| 7 | Bit | 4.0% | 4.1% | 2.0% | 2.0% | 4.0% | #52.7 | +0.33 |
| 8 | Specify | 1.3% | 0.4% | 0.0% | 0.0% | 1.3% | #5.0 | +0.15 |
| 9 | Style Dictionary | 1.3% | 1.3% | 0.0% | 0.0% | 1.3% | #22.8 | +0.28 |
| 10 | React Cosmos | 1.3% | 0.4% | 0.0% | 0.0% | 1.3% | #39.5 | +0.70 |
Turn this into your team dashboard
Sign up to unlock project-level analytics, daily tracking, actionable insights, custom prompt configurations, adoption tracking, AI traffic analytics and more.
Free trial. Setup comes pre-filled from this report.