# Aquin vs Scalebrowser Aquin registra 0 visitas mensais com crescimento de 0% mês a mês e preços Preço sob consulta. Scalebrowser registra 161.955 visitas mensais com crescimento de +212,7% e preços Teste gratuito, Pago. | Métrica | [Aquin](https://openaitools.app/pt/tool/aquin) | [Scalebrowser](https://openaitools.app/pt/tool/scalebrowser) | | :--- | :--- | :--- | | URL do site | https://www.aquin.app | https://scalebrowser.net | | Categorias | Navegadores com IA, Mecanismo de busca com IA, Assistente de IA, Fala para texto com IA | Navegadores com IA, AI Agent, Ferramentas de desenvolvimento com IA, AI API | | Modelo de preços | Preço sob consulta | Teste gratuito, Pago | | Visitas mensais | 0 | 161.955 | | Taxa de crescimento mensal | 0% | +212,7% | | Mercado principal | Global | Global | | Visitas diretas | 0 | 65.234 | | Nota de avaliação | 4,1 | 4,7 | | Contagem de favoritos | 0 | 0 | | Plataformas suportadas | Site | Site | ## Aquin Aquin (Aquin Labs) is an AI research organisation working on interpretability and applied prediction. Its core project, Aleph, is positioned as a universal predictor for applied ML, data science and annotation work, producing schema-bound outputs such as probabilities, labels, boxes and scores that programs can consume. Alongside it the lab publishes research on attention circuits, weight editing and self-learning developer agents. **Preços e planos:** Aquin does not publish a public price list. The site mixes freely readable research with applied engagements, so commercial terms are discussed directly with the team. - **Universal predictor (Aleph):** A single base that handles tables, media, annotation and decision tasks, with the option to fine-tune toward your specific data. - **Schema-bound outputs:** Outputs are typed and scored rather than free text, so downstream programs can act on results and escalate low-confidence cases. - **Interpretability research:** Treats attention as a routing map from a single forward pass, isolating a small subgraph aimed at the answer and testing it under ablation. - **Weight editing experiments:** Agentic weight-editing experiments that localise causal layers, apply rank-one MLP updates and validate then roll back steps when checks fail. - **Self-learning developer agent:** An agent for controlling developer environments and running coding or research loops with recorded lessons and rejected paths. **Pontos fortes:** Research-grade interpretability work published openly alongside the applied product; Outputs designed for programs rather than chat, which suits automation pipelines; Explicit confidence scores make it practical to escalate uncertain predictions; One base is claimed to cover tables, media, annotation and decisions **Limitações:** Aquin Labs is a research organisation, so most output is papers and interfaces rather than a polished consumer app; Aleph is described as a predictor for programs and teams, not a general chat assistant; No transparent public price list was found for commercial engagements; Material is heavily technical and assumes familiarity with ML evaluation work [Profile (Markdown)](https://openaitools.app/pt/tool/aquin.md) ## Scalebrowser Scalebrowser is a desktop browser platform built specifically for AI agents. It gives each agent its own isolated browser profile with a persistent identity, so automations can stay signed in between runs instead of starting from a blank session every time. Agents connect over MCP, Python and Node SDKs, a REST API or direct CDP, and every tool call is captured as a step with a result and a screenshot. **Preços e planos:** Free plan with 1 concurrent browser, 1 machine and 3 profiles, no card required. Paid plans: Start at $19/month (1 browser, 25 profiles), Solo at $49/month (5 browsers, 100 profiles), Studio at $99/month (20 browsers, 3 machines, 500 profiles), and custom Enterprise pricing. Most paid plans include a 7-day free trial. - **Persistent profile identity:** Each profile is generated from a seed so its identity, cookies and logins persist across restarts, and sites see the same returning visitor rather than a new device. - **Isolated browser profiles:** One browser per profile means separate logins, cookies and devices that share nothing, making multi-account automation safe to run in parallel. - **Built-in sign-in and 2FA handling:** Agents get through username and password forms, email confirmation codes, TOTP and SMS two-factor codes, passkeys and permission prompts without stalling. - **Human-like input and captchas:** Press-and-hold, image grid, slider and rotation captchas are solved through human-like input rather than third-party solving keys. - **Flexible agent integrations and trails:** Connect over MCP, Python or Node SDKs, REST or direct CDP, and review every action as a step with its result and screenshot. **Pontos fortes:** Strong focus on persistent, isolated identities so agents stay logged in across runs; Broad integration surface covering MCP, Python/Node SDKs, REST and direct CDP; Built-in handling of logins, email codes, TOTP, SMS, passkeys and captchas; Token-efficient page reading that only reports what changed between steps **Limitações:** Requires installing a desktop app and running it on your own machine, so it is not a purely cloud-hosted service; Free tier excludes schedules, webhooks, sync and phone approvals; Paid tiers meter concurrent browsers, machines and profile counts, which can raise costs for large fleets; Advanced anti-detection features may raise compliance responsibility with target platforms [Profile (Markdown)](https://openaitools.app/pt/tool/scalebrowser.md) ## Perguntas frequentes ### Como Aquin e Scalebrowser se comparam em tráfego mensal? Aquin tem 0 visitas mensais, enquanto Scalebrowser tem 161.955. As estimativas de tráfego descrevem o tamanho da audiência, não a qualidade do produto. ### Como as taxas de crescimento se comparam? Aquin tem taxa de crescimento mês a mês de 0%; Scalebrowser tem +212,7%. ### Como os preços se comparam? Aquin: Preço sob consulta. Aquin does not publish a public price list. The site mixes freely readable research with applied engagements, so commercial terms are discussed directly with the team. Scalebrowser: Teste gratuito, Pago. Free plan with 1 concurrent browser, 1 machine and 3 profiles, no card required. Paid plans: Start at $19/month (1 browser, 25 profiles), Solo at $49/month (5 browsers, 100 profiles), Studio at $99/month (20 browsers, 3 machines, 500 profiles), and custom Enterprise pricing. 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