# Scale vs Theneo Scale records 616,915 monthly visits with +12.5% month-over-month growth and Contact for Pricing pricing. Theneo records 31,850 monthly visits with -17.3% growth and Freemium, Paid, Contact for Pricing pricing. | Metric | [Scale](https://openaitools.app/tool/scale) | [Theneo](https://openaitools.app/tool/theneo) | | :--- | :--- | :--- | | Website URL | https://scale.com | https://theneo.io | | Categories | AI Developer Tools, Large Language Models (LLMs), AI Models, AI Agent | AI Documents Generator, AI API, AI Developer Tools, AI Chatbot | | Pricing Model | Contact for Pricing | Freemium, Paid, Contact for Pricing | | Monthly Visits | 616,915 | 31,850 | | MoM Growth Rate | +12.5% | -17.3% | | Primary Market | United States | United States | | Direct Visits | 191,408 | 16,914 | | Review Score | 4.7 | 4.3 | | Saved Count | 3 | 4 | | Supported Platforms | Website | Website | ## Scale Scale positions itself as the infrastructure layer for reliable AI - the data, evaluations and deployment support that sit underneath working systems rather than a single consumer-facing model. Founded in 2016, it built its reputation supplying training data and labelling capacity to the autonomous vehicle and then the generative AI wave, and now describes itself as powering a large share of the world's leading generative AI model builders. The offering spans three broad areas. Data covers sourcing and expert annotation for training and fine-tuning, including RLHF-style preference data. Evaluation covers public leaderboards and private benchmarks used to measure model capability and safety. Applications covers the build-and-deploy side: identifying a viable use case, constructing the system and owning the outcome, with agentic AI for enterprise operations. Scale's customer list leans heavily enterprise and public sector, including large technology companies, healthcare providers, media organisations, energy companies and government defence programmes. Because engagements are scoped rather than self-serve, pricing is arranged through a sales process, and the platform is aimed at organisations with serious data volume, strict compliance needs and a mandate to put AI into production. **Pricing & Plans:** Contact for pricing. Scale does not publish rates; engagements are scoped through a sales conversation and depend on data volume, services and programme complexity. - **Data Engine:** Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require. - **Model evaluation & benchmarks:** Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers. - **Enterprise AI applications:** Platform and services teams that pick the right use case, build the system and take ownership of the outcome. - **Agentic deployment:** Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations. - **Domain expertise:** Programmes spanning healthcare, robotics, defence, public sector and enterprise with human oversight built in. **Strengths:** Backed by a long track record in training data and model evaluation.; End-to-end coverage from data sourcing through to deployed systems.; Experienced with regulated, classified and safety-critical environments.; Benchmarks and leaderboards give an independent view of model capability. **Limitations:** No public pricing or self-serve signup - you need a sales conversation to get started.; Enterprise-scale contracting and data operations require real internal commitment.; Overkill for small teams with modest data or evaluation needs.; Some projects involve sensitive government and defence work with strict compliance overhead. [Profile (Markdown)](https://openaitools.app/tool/scale.md) ## Theneo Theneo was built around a specific pain point: API docs that drift out of sync with the product because engineers export a spec, writers paste it into a docs tool, the API changes again, and nobody updates anything. Its answer is a single collaborative surface where humans and AI agents edit the same document at the same time, backed by AI that generates complete references from specs and keeps changelogs current with automatic breaking-change detection. Beyond generation, Theneo is a full developer-portal builder. It supports REST, AsyncAPI, SOAP, GraphQL, and gRPC, offers a versioned API playground and code generation, and can export projects back to OpenAPI or Markdown. Branding controls include custom domains, global CSS/JS, and developer-portal templates, while access controls cover private endpoints, company and user management, and guest or external customer access. For the AI era, Theneo ships an MCP server and llms.txt-ready output so agents can consume your docs as tools, and it remains a market leader among docs AI on benchmarks. It reports more than 18,000 companies using the platform, is SOC 2 Type II, ISO 27001 and 9001 certified and GDPR compliant, and serves B2B platforms, fintechs, and regulated industries where a single public docs site isn't enough. **Pricing & Plans:** Theneo is freemium. The Starter Package is free with one public project, up to two private projects, up to 20 team members, and limited AI usage. Business is $120/month per workspace with custom domains and branding, Growth is $400/month with custom CSS, custom AI prompts, up to 20 developer portals, and 1:1 support, and Enterprise pricing is custom with self-hosting and SAML SSO. Annual billing shows slightly higher list prices for Business and Growth. - **Generate docs from any API spec:** Paste an OpenAPI, GraphQL, gRPC, SOAP, or AsyncAPI spec and Theneo builds a complete, navigable API reference with code samples and a versioned playground. - **Realtime collaborative editing:** Engineers, writers, and PMs edit in the same document with live cursors, comments, version history, and one-click rollback, so docs stop drifting from the product. - **Smart changelogs and drift detection:** Automatic changelog generation flags breaking changes as APIs evolve, keeping a timeline developers can trust. - **AI assistant, MCP server, and llms.txt:** An Ask AI assistant answers developer questions from your docs, and an MCP server plus llms.txt make the content usable by coding agents. - **Private per-customer portals:** Spin up branded, authenticated portals so each customer sees only the APIs, guides, and SDKs they pay for, with analytics on readership. - **Enterprise governance and branding:** Custom domains, white-label branding, SAML/OIDC SSO, custom roles, audit logs, and self-hosting are available for enterprise and regulated teams. **Strengths:** AI generates complete API references from specs, cutting the manual write-up most teams hate; Realtime co-editing with live cursors and comments keeps engineers, writers, PMs, and agents on one page; MCP server and llms.txt output make docs usable by AI coding agents, not just humans; Per-customer authenticated portals with SSO suit B2B, fintech, and regulated use cases **Limitations:** Advanced customization (custom CSS, per-customer portals) sits on higher-priced Growth and Enterprise tiers; Enterprise-grade self-hosting and custom SSO require a sales conversation; Rich feature set may be more than a small team with a single public API needs; Some newer agent-oriented features are still rolling out [Profile (Markdown)](https://openaitools.app/tool/theneo.md) ## Frequently Asked Questions ### How do Scale and Theneo compare in monthly traffic? Scale has 616,915 monthly visits, while Theneo has 31,850. Traffic estimates describe audience size, not product quality. ### How do their growth rates compare? Scale has a month-over-month growth rate of +12.5%; Theneo has -17.3%. ### How does pricing compare? Scale: Contact for Pricing. Contact for pricing. Scale does not publish rates; engagements are scoped through a sales conversation and depend on data volume, services and programme complexity. Theneo: Freemium, Paid, Contact for Pricing. Theneo is freemium. The Starter Package is free with one public project, up to two private projects, up to 20 team members, and limited AI usage. Business is $120/month per workspace with custom domains and branding, Growth is $400/month with custom CSS, custom AI prompts, up to 20 developer portals, and 1:1 support, and Enterprise pricing is custom with self-hosting and SAML SSO. Annual billing shows slightly higher list prices for Business and Growth. ## Alternatives | # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) | | :--- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [Roboflow](https://openaitools.app/tool/roboflow) | 1,431,204 | +6.6% | Freemium, Contact for Pricing | Streamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks. | [.md](https://openaitools.app/tool/roboflow.md) | | 2 | [Labelbox](https://openaitools.app/tool/labelbox) | 762,803 | -22.8% | Contact for Pricing | Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business. | [.md](https://openaitools.app/tool/labelbox.md) | | 3 | [GitBook](https://openaitools.app/tool/the-new-gitbook) | 557,489 | -4.6% | Freemium | The documentation platform that keeps docs accurate for people and AI | [.md](https://openaitools.app/tool/the-new-gitbook.md) | | 4 | [Eraser](https://openaitools.app/tool/eraser) | 534,396 | -23.6% | Freemium, Paid, Contact for Pricing | AI diagrams and technical design docs built from your code and systems | [.md](https://openaitools.app/tool/eraser.md) | | 5 | [DocsBot AI](https://openaitools.app/tool/docsbot-ai) | 495,278 | -3.8% | Freemium | Custom AI agents trained on your documentation and knowledge base | [.md](https://openaitools.app/tool/docsbot-ai.md) | | 6 | [SuperAnnotate](https://openaitools.app/tool/super-annotate) | 386,034 | +37.4% | Free Trial, Contact for Pricing | Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces. | [.md](https://openaitools.app/tool/super-annotate.md) | | 7 | [Weights & Biases (CoreWeave Forge)](https://openaitools.app/tool/prompts) | 315,624 | -80.2% | Freemium, Contact for Pricing, Free | Track, evaluate, and ship AI models and agents in one connected environment. | [.md](https://openaitools.app/tool/prompts.md) | | 8 | [Arize AI](https://openaitools.app/tool/arize-com) | 249,028 | +3.2% | Paid, Contact for Pricing | Focuses on post-deployment LLM observability and evaluation rather than training data generation or annotation. | [.md](https://openaitools.app/tool/arize-com.md) | | 9 | [Mintlify](https://openaitools.app/tool/mintlify) | 248,197 | -22.9% | Freemium, Free Trial, Paid, Contact for Pricing | The intelligent documentation platform that keeps itself up to date | [.md](https://openaitools.app/tool/mintlify.md) | | 10 | [Encord](https://openaitools.app/tool/encord-com) | 244,204 | +9.4% | Contact for Pricing | Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads. | [.md](https://openaitools.app/tool/encord-com.md) | --- Source: https://openaitools.app/compare/scale-vs-theneo More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)