Gratis / Código abiertoEjecuta y crea con modelos de IA abiertos en local o en la nube
#1SuperAnnotate registra 386.034 visitas mensuales con un crecimiento intermensual de +37,4 % y un modelo de precios Prueba gratuita, Precio a consultar. Tokenomy.ai registra 5320 visitas mensuales con un crecimiento de +21,6 % y un modelo de precios Freemium.

SuperAnnotate is an AI data platform that combines a collaborative multimodal annotation editor, an expert data-operations team, and the orchestration layer needed to move curated datasets into training, evaluation, and production pipelines. It is aimed at teams building computer vision, NLP, audio, and generative AI systems who need reliable, high-quality ground truth at scale.
Tokenomy is a runtime FinOps layer for AI workloads. It meters every model and agent call, enforces budgets inside the request path, routes traffic to the cheapest model that still clears your quality bar, and keeps an effective-dated price record behind every number. It works BYOK across OpenAI, Anthropic, Google, xAI, OpenRouter and Ollama, alongside a set of free public calculators for anyone who just wants to estimate token costs.
| Dimensión / Métrica | ![]() | |
|---|---|---|
| Dominio oficial | superannotate.com | tokenomy.ai |
| Modelo de precios | Prueba gratuita, Precio a consultar | Freemium |
| Visitas mensuales | 386,03 mil (386.034) | 5,32 mil (5320) |
| Variación de tráfico intermensual |
|---|
| +105,05 mil (+37,4 %) |
| +944 (+21,6 %) |
| Mercado principal y cuota | 🇺🇸 Estados Unidos (31 %) | 🇺🇸 Estados Unidos (63,6 %) |
|---|
| Visitas directas / mes | 248,26 mil | 2,08 mil |
|---|
| Valoración de usuarios | 4,6 | 4,4 |
|---|
| Plataformas compatibles | Sitio web | Sitio web |
|---|

SuperAnnotate is an AI data platform that combines a collaborative multimodal annotation editor, an expert data-operations team, and the orchestration layer needed to move curated datasets into training, evaluation, and production pipelines. It is aimed at teams building computer vision, NLP, audio, and generative AI systems who need reliable, high-quality ground truth at scale.
One configurable annotation surface for image, video, text, and audio projects, so multimodal datasets can be labeled without switching tools.
Search, filter, and inspect datasets to find the examples that will most improve a model, then route them into targeted annotation or review queues.
Dashboards for annotation volume, reviewer agreement, and project progress, plus advanced analytics on upper tiers for program-level reporting.
Metered orchestration capacity for running annotation, evaluation, and data-processing workloads, scaled by plan from roughly 1K to 10K compute hours.
Tokenomy is a runtime FinOps layer for AI workloads. It meters every model and agent call, enforces budgets inside the request path, routes traffic to the cheapest model that still clears your quality bar, and keeps an effective-dated price record behind every number. It works BYOK across OpenAI, Anthropic, Google, xAI, OpenRouter and Ollama, alongside a set of free public calculators for anyone who just wants to estimate token costs.
Routes and records every LLM and agent call across OpenAI, Anthropic, Google, xAI, OpenRouter and Ollama, attributing cost down to individual steps, tools and workspaces.
Hard and soft caps evaluated in the request path, with HTTP 402 quota enforcement and Slack alerts so limits trigger before the money leaves your account.
Sends each request to the cheapest model that still satisfies your quality and latency thresholds, and fails over automatically when a provider slows down or errors.
Gross margin per customer and feature, forecasts with confidence bands, commitment burn-down for cloud and vendor contracts, plus auditable chargeback exports and invoice runs.
Gratis / Código abiertoEjecuta y crea con modelos de IA abiertos en local o en la nube
#1
Sólido etiquetado de datos empresariales y automatización de agentes, pero con una interfaz de colaboración y precios distintos.

EspecializadoExtensive human-validated training datasets and alignment services, but lacks SuperAnnotate's self-serve software platform flexibility.

EspecializadoHaz seguimiento, evalúa y lanza modelos y agentes de IA en un entorno conectado.

Excelente infraestructura de datos multimodales para visión por computador, pero carece de algunas herramientas de gestión de proyectos empresariales de SuperAnnotate.

Gratis / Código abiertoReduce el coste en tokens de tus agentes de IA con compresión recuperable y enrutado inteligente de modelos
EspecializadoStrong enterprise data collection and annotation services, but focuses more on managed datasets than self-serve tooling.

Gratis / Código abiertoPotente etiquetado de datos de código abierto con gran personalización, pero requiere autohospedaje y carece de flujos de trabajo empresariales gestionados listos para usar.


Gratis / Código abiertoMaxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.

Gratis / Código abiertoBúsqueda y curación de conjuntos de datos visuales superiores para visión por computador, pero con menos enfoque en la anotación manual de texto y multimodal.
nOps is an automated cloud cost optimization platform that combines AI-powered cost visibility with autonomous commitment management. It continuously purchases and rebalances AWS, Azure, and GCP savings commitments to raise your effective savings rate, while giving FinOps, engineering, and finance teams hourly visibility into multicloud, Kubernetes, SaaS, and AI costs.

EspecializadoLa capa de colaboración para equipos de ingeniería de IA
Gratis / Código abiertoEjecuta y crea con modelos de IA abiertos en local o en la nube
Sólido etiquetado de datos empresariales y automatización de agentes, pero con una interfaz de colaboración y precios distintos.

EspecializadoExtensive human-validated training datasets and alignment services, but lacks SuperAnnotate's self-serve software platform flexibility.
EspecializadoHaz seguimiento, evalúa y lanza modelos y agentes de IA en un entorno conectado.
Excelente infraestructura de datos multimodales para visión por computador, pero carece de algunas herramientas de gestión de proyectos empresariales de SuperAnnotate.
Gratis / Código abiertoReduce el coste en tokens de tus agentes de IA con compresión recuperable y enrutado inteligente de modelos
EspecializadoStrong enterprise data collection and annotation services, but focuses more on managed datasets than self-serve tooling.
Gratis / Código abiertoPotente etiquetado de datos de código abierto con gran personalización, pero requiere autohospedaje y carece de flujos de trabajo empresariales gestionados listos para usar.
Gratis / Código abiertoMaxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
Gratis / Código abiertoBúsqueda y curación de conjuntos de datos visuales superiores para visión por computador, pero con menos enfoque en la anotación manual de texto y multimodal.
nOps is an automated cloud cost optimization platform that combines AI-powered cost visibility with autonomous commitment management. It continuously purchases and rebalances AWS, Azure, and GCP savings commitments to raise your effective savings rate, while giving FinOps, engineering, and finance teams hourly visibility into multicloud, Kubernetes, SaaS, and AI costs.
EspecializadoLa capa de colaboración para equipos de ingeniería de IA