# Models.dev vs UP Bridge the Gap (up-board.org)

Models.dev records 200,451 monthly visits with -3.9% month-over-month growth and Free pricing. UP Bridge the Gap (up-board.org) records 5,417 monthly visits with -60% growth and Paid pricing.

| Metric | [Models.dev](https://openaitools.app/tool/models-dev) | [UP Bridge the Gap (up-board.org)](https://openaitools.app/tool/up-board-org) |
| :--- | :--- | :--- |
| Website URL | https://models.dev | https://up-board.org |
| Categories | AI Models, AI API, Open Source AI Models, AI Tools Directory | AI Models, AI Image Recognition |
| Pricing Model | Free | Paid |
| Monthly Visits | 200,451 | 5,417 |
| MoM Growth Rate | -3.9% | -60% |
| Primary Market | China | United States |
| Direct Visits | 136,316 | 2,112 |
| Review Score | 4.4 | 4.2 |
| Saved Count | 0 | 1 |
| Supported Platforms | Website | Website |

## Models.dev

Models.dev exists to answer a very practical developer question: which model should I use, and what will it cost? The site organises every entry under a canonical identifier in the form provider/model, so the same model served by several providers can be compared directly rather than guessed at. Columns cover context window, maximum output, whether input and output are supported, reasoning, tool calling, structured output, temperature control, open versus closed weights, price per million tokens, and release and update dates.

Because model releases move fast, the catalogue is built to stay current, with sortable and searchable tables that let you scan by lab or provider and filter down to what matters. Entries include both closed flagship models and open-weight alternatives, making it useful for cost planning as well as capability research.

The project is open source and free to use, and it is intended to be consumed programmatically. Developers can pull the catalogue into their own tooling through a JSON API or a type-safe SDK, which makes it a practical backend for dashboards, routing logic, or internal cost calculators rather than just a reference page to browse.

**Pricing & Plans:** Models.dev is free and open source. It is a reference database, so the prices it lists are the per-million-token rates charged by the model providers themselves, not a fee for using the site.

- **Canonical model identifiers:** Every model uses a consistent provider/model format so the same model across providers can be compared directly.
- **Specification comparison:** Side-by-side context window, output limit, reasoning, tool calling, structured output, and temperature support.
- **Pricing transparency:** Input and output prices per million tokens listed alongside release and update dates.
- **Open and closed models:** Covers closed flagship APIs and open-weight models from many labs in one sortable catalogue.
- **Developer access:** Consume the catalogue through a JSON API or a type-safe SDK for your own tools and dashboards.

**Strengths:** Free and open source with no account required; Consistent canonical identifiers make cross-provider comparison reliable; Covers pricing, limits, and capabilities in one sortable table; Available as a JSON API and type-safe SDK for programmatic use

**Limitations:** It is a reference catalogue, not an inference or hosting service; Data quality depends on community and maintainer updates keeping pace with releases; Interface is aimed at developers and offers little guidance for non-technical users

[Profile (Markdown)](https://openaitools.app/tool/models-dev.md)

## UP Bridge the Gap (up-board.org)

UP Bridge the Gap is a hardware brand rather than a software service. The catalogue centres on 40-pin HAT-compatible single-board computers built on Intel platforms, plus enclosed edge systems, camera modules and AI accelerator cards such as Hailo-based options. The explicit pitch is Raspberry Pi compatibility in form factor and pinout, combined with x86 architecture, richer I/O and industrial temperature, lifecycle and supply guarantees that hobby-grade boards typically do not offer.

The product line spans small carrier-style boards up through fanless industrial systems, and the site groups them into boards & modules, systems, and an AI ecosystem of development kits, accelerators and cameras. Because AAEON is an established industrial manufacturer, the brand emphasises long-term availability, revision control and support for mass production, which matters for OEMs embedding a board inside a commercial product.

Beyond hardware, up-board.org functions as a developer community hub: there are downloadable board support packages and wikis, a public forum where engineers troubleshoot GPIO, BIOS, Windows and Linux issues, and a media library of application stories covering transport, smart city, industrial inspection and licence-plate recognition. This combination of documentation, community and vendor support is the main reason integrators choose the platform over generic alternatives.

**Pricing & Plans:** Paid hardware product. Boards, systems and accelerator kits are sold through the UP Shop and through local resellers, with list prices varying by configuration (RAM, eMMC, processor SKU, enclosure). Volume, OEM and custom design-and-manufacture engagements are handled as quotes rather than fixed public prices.

- **Intel-based x86 single-board computers:** A range of SBCs in multiple form factors using Intel processors, giving teams x86 toolchains, standard OS support and more headroom than typical ARM hobby boards.
- **Raspberry Pi-compatible 40-pin HAT header:** The same 40-pin HAT layout as Raspberry Pi means existing sensor, camera and expansion add-ons can often be carried over with minimal rework.
- **Edge AI accelerator and camera ecosystem:** Development kits, AI accelerator modules and camera options let you run inference at the edge for vision inspection, access control and recognition workloads.
- **Industrial systems and mass-production support:** Board-level products scale into enclosed fanless systems, backed by AAEON manufacturing, revision control and design-and-manufacture services for OEM projects.
- **Documentation, wiki and active developer forum:** Board support packages, technical wikis and a public community forum provide troubleshooting and reference designs for Windows, Linux and IoT deployments.

**Strengths:** Genuine x86 performance with Intel platforms rather than ARM-only alternatives; 40-pin HAT compatibility simplifies migration from Raspberry Pi prototypes; Industrial lineage via AAEON: lifecycle, revision control and mass-production support; Broad ecosystem of boards, systems, accelerators, cameras, wikis and a live forum

**Limitations:** It is a hardware vendor, not an AI model or software platform, so it cannot be trialled from a browser; Public list prices vary by configuration and many OEM engagements are quote-only; Hobbyists will find it considerably more expensive than consumer SBCs; Some advanced AI acceleration requires buying separate accelerator modules

[Profile (Markdown)](https://openaitools.app/tool/up-board-org.md)

## Frequently Asked Questions

### How do Models.dev and UP Bridge the Gap (up-board.org) compare in monthly traffic?

Models.dev has 200,451 monthly visits, while UP Bridge the Gap (up-board.org) has 5,417. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Models.dev has a month-over-month growth rate of -3.9%; UP Bridge the Gap (up-board.org) has -60%.

### How does pricing compare?

Models.dev: Free. Models.dev is free and open source. It is a reference database, so the prices it lists are the per-million-token rates charged by the model providers themselves, not a fee for using the site. UP Bridge the Gap (up-board.org): Paid. Paid hardware product. Boards, systems and accelerator kits are sold through the UP Shop and through local resellers, with list prices varying by configuration (RAM, eMMC, processor SKU, enclosure). Volume, OEM and custom design-and-manufacture engagements are handled as quotes rather than fixed public prices.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Stork](https://openaitools.app/tool/stork) | 201,544 | +2.3% | Free | Includes model pricing trackers and developer news alongside tools directories, but less focused on raw API specs. | [.md](https://openaitools.app/tool/stork.md) |
| 2 | [AI Jobs](https://openaitools.app/tool/ai-jobs) | 40,342 | -0.4% | Paid | The job board built for AI, ML, and data science careers | [.md](https://openaitools.app/tool/ai-jobs.md) |
| 3 | [InfraBase.ai](https://openaitools.app/tool/infrabase-ai) | 39,072 | -13.6% | Free | Catalogues and compares AI infrastructure tools and services across categories, but lacks deep per-token pricing tables. | [.md](https://openaitools.app/tool/infrabase-ai.md) |
| 4 | [Width.ai](https://openaitools.app/tool/width-ai) | 27,714 | -7.8% | Contact for Pricing | AI & machine learning consulting that ships production systems | [.md](https://openaitools.app/tool/width-ai.md) |
| 5 | [Frontier Model Forum](https://openaitools.app/tool/frontiermodelforum-org) | 10,545 | +33.5% | Contact for Pricing | An industry non-profit advancing the safety and security of frontier AI models | [.md](https://openaitools.app/tool/frontiermodelforum-org.md) |
| 6 | [Museum of Models (Rival)](https://openaitools.app/tool/rival) | 9,187 | -35% | Free | A free archive of how every AI model answered the same 100 questions | [.md](https://openaitools.app/tool/rival.md) |
| 7 | [LLM Price Check](https://openaitools.app/tool/llm-price-check) | 8,255 | -34.7% | Free | Tracks per-token API prices across major AI providers in a simple comparison table, but omits broader model specs. | [.md](https://openaitools.app/tool/llm-price-check.md) |
| 8 | [Bethge Lab](https://openaitools.app/tool/bethgelab-org) | 4,232 | +69.4% | Free | Academic ML lab studying continual self-improvement: agents that get better with use | [.md](https://openaitools.app/tool/bethgelab-org.md) |
| 9 | [AI Grant](https://openaitools.app/tool/aigrant-org) | 4,032 | -31.2% | Free | No-strings grants that fund open source AI work | [.md](https://openaitools.app/tool/aigrant-org.md) |
| 10 | [OpenGPT](https://openaitools.app/tool/opengpt-com) | 3,559 | -24.7% | Freemium | Helps compare foundation model performance and AI stacks, but functions more as a decision workspace than raw database. | [.md](https://openaitools.app/tool/opengpt-com.md) |

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Source: https://openaitools.app/compare/models-dev-vs-up-board-org

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