01LLM Vendors · from training data to Agent foundation
Serving leading foundation models, vertical multimodal models, AI Infra and MaaS platforms. Once compute is maxed out, the next ceiling is written in data — ENDATA's vertical data pools are exactly the "right data" LLM vendors are looking for.
LLM Vendors
from training data to Agent foundation
Serving leading foundation models, vertical multimodal models, AI Infra and MaaS platforms. From pre-training to Agent foundations, ENDATA supplies vertical data across the full lifecycle.
The "data wall" is here — public corpora are running dry
Public web corpora are being re-scraped on every pass, AI-generated content dilutes the well further, and copyright and compliance shoals are everywhere — LLM vendors don't need "more data," they need the "right data." Vertical, compliant, measurable — all three are non-negotiable.
Three modalities × four verticals — precision ammunition for models
Film & TV, social, e-commerce, IP — ENDATA's accumulated vertical data pools fill exactly the highest-commercial-value white space beyond public corpora. Full-stack dataset licensing from pre-training to Agent foundation, plus customized processing.
Structural breakout of the datasets business
The inevitable outcome of a supply-demand resonance — LLM vendors' demand for the "right data" is redefining the value chain of the entire data-services industry.
02Internet Platforms · the stable upstream supplier
Alibaba, Tencent, ByteDance, Baidu, JD, Meituan, Xiaohongshu, Bilibili, Kuaishou, Weibo — nearly every major Chinese internet AI player is on ENDATA's customer list.
Internet Platforms
third-party view · continuous supply
However rich a platform's internal data is, it cannot fully capture the external content ecosystem, KOL ecosystem, sentiment trends and cross-platform behavior. ENDATA provides continuously refreshed cross-platform data as a neutral third party.
Internal data has limits; external data has hidden reefs
A platform's internal data — however rich — can never fully describe the external content ecosystem, KOL ecosystem, sentiment trends or cross-platform behavior. Compliance, freshness and structure of external data remain platform AI teams' biggest pain points.
Third-party view · continuous supply · cross-platform coverage
As a neutral third party, ENDATA continuously supplies cross-platform social, content and e-commerce data that plugs into recommendation, content understanding, business decisions and AI product training — forming a stable upstream supplier to platform AI.
Ongoing engagements · strategic order structure
Orders have shifted from one-off projects to strategic co-builds.
03Embodied AI Companies · real-world data supplier
Robotics, autonomous driving, AR glasses — embodied AI has entered its data-intensive phase, and model ceilings are set by the quality and scale of real-world data. ENDATA is the targeted data partner behind embodied vendors.
Embodied AI
real-world data foundation
What VLA models lack is not compute — it's high-fidelity, compliant, scalable real-world interaction data. ENDATA supplies the full spectrum from pre-training to post-training via portable capture, video distillation and the data-infra layer.
Self-capture too costly, public web too dirty, simulation has a gap
Building your own capture rig takes half a year at high unit cost; public videos lack action labels and licensing chains; pure simulation suffers domain gap — when all three roads stall, model iteration stalls on data.
Three-source pipeline · targeted DaaS · pipeline-ready
Controlled shooting + teleoperation + simulation augmentation, consent-based and desensitized at the source; scene-family customized capture (household / kitchen / factory / navigation) delivered in RLDS · LeRobot v3 formats straight into training pipelines.
Embodied data line scaling fast
Serving leading embodied-AI companies and research labs.
04Brands · Producers · Agencies — AI-assisted decisions
For major brands, producers and platform partners, ENDATA combines deep-learning algorithms with industry know-how for customized data mining and decision support — answering what the data means and how the decision should be made.
Brands & Producers
AI-assisted decisions
Spokesperson selection, drama sponsorships, KOL spend, hit-product mining — every decision needs data. But the market is fragmented, methodologies inconsistent, AI adoption low. The decision-maker's desk is missing one thing: an AI data co-pilot.
Decision granularity keeps rising; tools keep fragmenting
Spokesperson selection, drama sponsorships, KOL spend, hit-product mining — every decision needs data, but the market is fragmented, methodologies inconsistent and AI penetration low. Decision desks are missing an AI data co-pilot.
enbase × Marketing Cube × tailored consulting
enbase Data Cube + ENDATA Marketing Cube + tailored decision consulting cover the entire brand-spend / content-greenlight / business-decision flow — wrapping data assets as a decision surface.
Serving flagship brands and producers across industries
Marketing Cube SaaS + enbase decision surface + tailored consulting form a stable, active customer base.
05By scenario · vertical solutions across customer types
Beyond the customer-type axis, ENDATA's solutions are organized by data vertical — e-commerce, social content, global & multilingual, copyright & content — each with a complete mix of data products and tooling.
E-commerce & Retail
Product selection, pricing intelligence, review mining and cross-border commerce data — SKU-level multimodal assets.
Global & Multilingual
Overseas social / cross-border e-commerce / multilingual corpora across 200+ countries and 120+ languages.
Copyright & Content
IP valuation, licensing management, content greenlight support and compliance audit — content data assets end-to-end.
06Customer Cases · Case Studies
Deployments across industries and scenarios — each a sample of data × business working together.
Listed multimodal foundation-model vendor · video-gen training
Public-web crawls were degrading; the model plateaued on complex camera motion and long-sequence narrative. ENDATA delivered 2M+ cinema-grade clips + 5M+ documentary clips with dense scene / visual / narrative / feature / sentiment labels, key-frame accuracy >90%.
"ENDATA compressed six months of in-house collection into six weeks — at higher quality."
SRDI embodied-AI leader · VLA spatial-understanding model
Self-capture was costly with limited scene coverage; the model had spatial blind spots in real homes. ENDATA delivered 2,000+ hours of multi-cam synchronized 4D video via DaaS across 8 household scene families, with action semantics and spatial-relation labels.
"Building our own rig would take half a year — ENDATA piped 4D corpora straight into training."
Humanoid-robot unicorn · first-person operation data
Long-horizon generalization required large-scale human first-person demonstrations. ENDATA delivered Ego POV data via controlled shooting + teleoperation, with hand-action semantics, task decomposition and object-interaction labels — consent-based and desensitized.
"Action-labeled first-person data simply doesn't exist on the public web — ENDATA's pipeline is the only one that works."
Short-video platform · continuous content-understanding supply
Continuous supply of cross-platform social and KOL-profile data powering content recommendation and moderation for a major short-video platform.
Overseas LLM vendor · multilingual social corpus licensing
SFT needed authentic multilingual conversation in social context. ENDATA delivered social datasets spanning 10 regions and 30+ languages, with sentiment labels, ASR transcripts and OCR fields — fully PII-desensitized, JSONL pipeline-ready.
"Multilingual + authentic context + compliant — ENDATA was the only APAC supplier meeting all three."
Cross-border e-commerce brand · global data foundation
An integrated selection + KOL + sentiment data foundation for a leading cross-border brand, covering North America, Southeast Asia and Europe.
* Figures are illustrative, based on client feedback and internal evaluation; client names desensitized under NDA.
Social & Content
Creator ecosystems, sentiment streams, KOL profiling and trend signals across major social platforms.