# Frontier Model Forum vs Museum of Models (Rival)

Frontier Model Forum records 10,545 monthly visits with +33.5% month-over-month growth and Contact for Pricing pricing. Museum of Models (Rival) records 9,187 monthly visits with -35% growth and Free pricing.

| Metric | [Frontier Model Forum](https://openaitools.app/tool/frontiermodelforum-org) | [Museum of Models (Rival)](https://openaitools.app/tool/rival) |
| :--- | :--- | :--- |
| Website URL | https://frontiermodelforum.org | https://rival.tips |
| Categories | AI Models, Large Language Models (LLMs) | AI Models, Large Language Models (LLMs), AI Tools Directory |
| Pricing Model | Contact for Pricing | Free |
| Monthly Visits | 10,545 | 9,187 |
| MoM Growth Rate | +33.5% | -35% |
| Primary Market | United States | United States |
| Direct Visits | 4,297 | 3,663 |
| Review Score | 3.8 | 4.4 |
| Saved Count | 0 | 0 |
| Supported Platforms | Website | Website |

## Frontier Model Forum

The Frontier Model Forum is an industry-supported non-profit rather than a commercial product. It was launched by Anthropic, Google, Microsoft and OpenAI to make sure the most advanced AI systems remain safe and secure, and it draws on the technical and operational expertise of those member companies. Its stated focus is on significant risks to public safety and national security rather than on near-term commercial deployment.

The Forum operates through three core mandates. First, it identifies best practices and supports standards development for frontier AI safety and security, building shared understanding of threat models, evaluations, thresholds and mitigations. Second, it advances the science and supports independent research, including standardised capability and safety evaluations. Third, it facilitates information sharing among government, academia, civil society and industry.

Practically, this work is organised into workstreams covering AI-Bio, AI-Cyber, AI-Nuclear and AI Security, alongside a 'Frontier Frameworks' track, and is funded in part through an AI Safety Fund. Published outputs are technical and policy-facing: for example, a technical report on Frontier Capability Assessments, which examines procedures used to detect capabilities that could raise public-safety or national-security risks, along with issue briefs and public comments on AI policy. Membership is intended for organisations developing frontier models, and the site asks interested parties to get in touch.

**Pricing & Plans:** Not a commercial product — there is no published price list. Membership and participation are handled by enquiry, which is why the site is listed as contact-for-pricing.

- **Best practices and standards development:** The Forum works to establish shared best practices for frontier AI safety and security, and to develop common understanding of threat models, evaluations, thresholds and mitigations.
- **Independent safety research:** It advances the science of AI safety evaluations, including methods for carrying out standardised and independent assessments of model capabilities and safety.
- **Workstreams across bio, cyber and nuclear risk:** Focus areas include risks related to chemical, biological, radiological and nuclear weapons, advanced cyber threats, and advanced autonomous behaviour.
- **Cross-sector information sharing:** The Forum facilitates information sharing about frontier AI safety challenges among industry, academia, civil society and government.
- **Technical reports and public policy comments:** Published material includes technical reports such as Frontier Capability Assessments, issue briefs, and formal comments on AI policy.

**Strengths:** Convened by four major frontier model developers, giving it real reach into the industry; Publishes substantive technical work such as the Frontier Capability Assessments report; Covers distinct risk workstreams rather than treating AI safety as one topic; Explicitly multilateral, involving government, academia and civil society

**Limitations:** It is an industry body, not a product — there is no software to try or buy; Membership is limited to major frontier model developers, so most organisations cannot join; Outputs are reports, briefs and comments rather than operational tools, which limits immediate practical use; Pace of voluntary commitments can lag behind the speed of model releases

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

## Museum of Models (Rival)

Museum of Models — the project formerly known as Rival — is a free, ad-free archive of how AI models actually answer. Since May 2024, the same 100 questions have been put to every model in the exact same way, once, and every answer has been kept exactly as it was given, including the odd ones and the empty ones. The result is 18,773 answers from 385 models, a record of how each one drew a pelican, built a landing page, told five jokes, or named a favourite city.

The premise is that leaderboards only remember scores. When a lab retires a model and switches it off, its weights often disappear and nobody can ask it anything again. The museum keeps the outputs themselves: 121 of the 385 models featured are no longer served on OpenRouter, yet their drawings, websites, writing and image answers are still here to browse.

Nothing on the site is ranked or scored, and supporting it changes nothing about what it shows. Answers are presented in their native form — drawings as SVG, websites running live in a sandbox, images as pictures, writing as readable pages and voices you can play. Visitors can spin an interactive globe of answers, compare two to four models side by side, sort by release date, lab or question, and step back through a monthly timeline of the museum since it opened. The full collection is downloadable and reusable under CC BY 4.0 with credit.

**Pricing & Plans:** The museum is completely free with no ads. Hosting costs are covered by voluntary donations, such as buying the creator a coffee, and all answer data can be downloaded and reused under CC BY 4.0 with credit.

- **18,773 answers from 385 models:** One hundred identical questions covering drawings, websites, writing, images, code and audio, each answered by every model and kept as given.
- **Retired models preserved:** 121 of the 385 models are no longer served on OpenRouter, yet their answers remain viewable, preserving outputs that would otherwise be lost.
- **Side-by-side comparison:** Add two to four models with a single click and view their answers to the same questions next to each other.
- **Interactive globe and index:** Explore a magnifiable globe of answers, an index sortable by release date, lab or question, a monthly timeline, and a fast command-K search.
- **Live, runnable exhibits:** Generated websites run live in a sandbox, drawings are the model's own SVG, images are shown at 640px, and voices can be played directly.

**Strengths:** Completely free and ad-free, with no login required; Preserves answers from models that have since been retired and switched off; Methodologically consistent: identical prompts, one attempt, documented settings; Open data downloadable under CC BY 4.0 and explorable through globe, index and side-by-side views

[Profile (Markdown)](https://openaitools.app/tool/rival.md)

## Frequently Asked Questions

### How do Frontier Model Forum and Museum of Models (Rival) compare in monthly traffic?

Frontier Model Forum has 10,545 monthly visits, while Museum of Models (Rival) has 9,187. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Frontier Model Forum has a month-over-month growth rate of +33.5%; Museum of Models (Rival) has -35%.

### How does pricing compare?

Frontier Model Forum: Contact for Pricing. Not a commercial product — there is no published price list. Membership and participation are handled by enquiry, which is why the site is listed as contact-for-pricing. Museum of Models (Rival): Free. The museum is completely free with no ads. Hosting costs are covered by voluntary donations, such as buying the creator a coffee, and all answer data can be downloaded and reused under CC BY 4.0 with credit.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [PromptHero](https://openaitools.app/tool/prompthero) | 1,044,654 | -2.4% | Freemium | Search millions of AI prompts and generate images and videos with every major model | [.md](https://openaitools.app/tool/prompthero.md) |
| 2 | [Design Arena](https://openaitools.app/tool/design-arena) | 949,534 | -13.2% | Free | Crowdsourced arena where AI models compete and humans crown the best design output | [.md](https://openaitools.app/tool/design-arena.md) |
| 3 | [fast.ai](https://openaitools.app/tool/fast-ai) | 250,720 | -10.4% | Free | Free practical deep learning courses, research and open-source libraries | [.md](https://openaitools.app/tool/fast-ai.md) |
| 4 | [Surge AI](https://openaitools.app/tool/surgehq-ai) | 245,142 | +6.6% | Contact for Pricing | Expert human data and evaluation for training frontier AI | [.md](https://openaitools.app/tool/surgehq-ai.md) |
| 5 | [Models.dev](https://openaitools.app/tool/models-dev) | 200,451 | -3.9% | Free | Open-source database of AI models, prices and capabilities | [.md](https://openaitools.app/tool/models-dev.md) |
| 6 | [Learn Prompting](https://openaitools.app/tool/learn-prompting) | 159,807 | -8.6% | Freemium, Free Trial, Contact for Pricing | Free open course for prompt engineering and AI security | [.md](https://openaitools.app/tool/learn-prompting.md) |
| 7 | [All GPTs](https://openaitools.app/tool/all-gpts) | 32,569 | +9.3% | Free | A curated directory of 30,000+ custom GPTs and AI agents | [.md](https://openaitools.app/tool/all-gpts.md) |
| 8 | [The Prompt Index](https://openaitools.app/tool/the-prompt-index) | 31,404 | -16.9% | Free | A searchable AI prompt database with 25 AI tools built in | [.md](https://openaitools.app/tool/the-prompt-index.md) |
| 9 | [Public Prompts](https://openaitools.app/tool/public-prompts) | 19,210 | -4.8% | Free | A free prompt library and a curated, no-noise AI tools directory | [.md](https://openaitools.app/tool/public-prompts.md) |
| 10 | [LAION](https://openaitools.app/tool/laion) | 18,486 | -24.1% | Free | Open AI research for everyone — datasets, models and tools, free for all | [.md](https://openaitools.app/tool/laion.md) |

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Source: https://openaitools.app/compare/frontiermodelforum-org-vs-rival

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