Dell Technologies vs Labelbox

Dell Technologies — Hardware · Public · $360.7B mkt cap · 4 of 4 figures sourced  |  Labelbox — Infrastructure · Private · $189M raised · 2 of 2 figures sourced

Relationship

Dell Enterprise Hub and Labelbox Foundry both serve buyers who need to serve a model in production; similar scale (private).

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

3 of 7 capabilitiesShared product type

3 of 7 capabilities — Shares data analysis, model inference and model training.

Ludbee capability tags · from the product records

Shared product type — Both ship data service and developer tool.

Ludbee product records

Aligned comparison

FieldDell TechnologiesLabelbox
Size$360.7B mkt cap$189M raised different basis
Employees97,000—
Founded19842018 34 yrs later
StatusPublicPrivate
CategoryHardwareInfrastructure
Stack layerData service, Developer tool, Hardware, Infrastructure serviceAgent platform, Application, Data service, Developer tool, Platform
HeadquartersRound Rock, USASan Francisco, USA

Capability overlap

Shared · 3

Data analysisModel inferenceModel training

Not verified for Labelbox · 4

AI compute hardwareModel hostingKnowledge retrievalServer systems

Recorded for Dell Technologies. Labelbox’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Dell Technologies · 5

Agent orchestrationData labellingEvaluation and observabilityVector searchWorkflow automation

Recorded for Labelbox. Dell Technologies’s product records say nothing either way — a missing record is not a missing capability.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

Dell Technologies

Developer tool

Dell Enterprise HubDeveloper tool

Curated catalogue of AI models and applications preconfigured with optimised containers for one-click on-premises deployment on Dell hardware, built with Hugging Face.

Data service

Dell AI Data PlatformData service

Modular data-readiness offering combining Dell storage engines with analytics, processing, orchestration and search engines to prepare enterprise data for AI training and inference.

Labelbox

Developer tool

Labelbox FoundryDeveloper tool

Foundry runs third-party foundation models over data already in Labelbox to pre-label and enrich image, text and document datasets without code, routing the predictions to human review; billed as inference cost per model run plus Labelbox Units.

Data service

AlignerrData service

Alignerr is Labelbox's expert-network product that routes AI training and evaluation tasks to credentialed contributors across 200+ knowledge domains and 40+ countries and returns structured outputs for RL training, RLHF and evaluation workflows.

TerraData service

Terra is Labelbox's robotics data product delivering video, trajectories and multimodal annotations across pre-training, post-training and evaluation stages, including expert teleoperation with action labels and multiple camera perspectives for embodied foundation models.

No counterpart

Dell Technologies sells these in a stack layer with no product recorded for Labelbox yet — nothing on the other side to compare them against.

Infrastructure service

Dell AI Factory with NVIDIAInfrastructure service

Packaged servers, storage, networking and services sold as one route from AI pilot to production, jointly branded with NVIDIA.

Hardware

Dell PowerEdge XE7745Hardware

Air-cooled 4U rack server supporting up to eight double-wide PCIe GPUs for flexible AI inference and fine-tuning workloads.

Dell PowerEdge XE9680Hardware

Eight-GPU rack server Dell sells for model training and inference.

Dell PowerEdge XE9685LHardware

Liquid-cooled 4U rack server with eight NVLink-interconnected NVIDIA HGX B200 GPUs, built for AI inference and model fine-tuning.

Dell PowerEdge XE9712Hardware

Rack-scale server sled pairing NVIDIA Blackwell Ultra GPUs with Grace CPUs over a coherent NVLink memory fabric for large-scale AI training.

Dell Pro Max AI DesktopHardware

Compact workstations built on NVIDIA Grace Blackwell superchips with large unified memory, sold for local large-language-model development and inference.

Labelbox sells these in a stack layer with no product recorded for Dell Technologies yet — nothing on the other side to compare them against.

Application

AnnotateApplication

Annotate is the data labeling product within Labelbox, providing 10+ built-in editors for multimodal chat, LLM evaluation, prompt/response generation, computer vision and NLP, plus customizable labeling and review workflows and team performance monitoring.

CatalogApplication

Catalog is Labelbox's data curation and search product providing out-of-the-box search across images, text, video, conversations and documents over metadata, vector embeddings and annotations without building your own vector database infrastructure.

Agent platform

RecursionAgent platform

Labelbox's reinforcement-learning platform for developing, evaluating and deploying enterprise specialist agents, connecting RL environments, evaluation systems and a training loop that fine-tunes models from graded rollout trajectories.

Platform

HorizonPlatform

Horizon supplies RL training gyms and evaluations for reasoning, tool use and computer use, using WorldSim to simulate enterprise environments such as GitLab, Jira, CRM, email and chat and to produce calibrated reward and preference signals for post-training.