Use cases

Deep in six
core industries

Industry scenarios powered by AI data capabilities that drive real business growth

Explore solutions
10+Industry solutions
2000+Enterprise clients
15+ yrsData service experience
Use cases · Six core industries
High-quality corpora that advance models
Large models
10T+ corpus
Vision, point cloud & multimodal perception
Intelligent driving
500M+ labeled frames
Expert annotation for smart health
Healthcare
200+ institutions
Thousand-scale labels for consumer insight
Consumer retail
500+ consumer brands
High-quality code corpora for coding models
Code intelligence
50B+ coding corpus
Full-scenario data for internet evolution
Tech & internet
15+ years industry depth
10+Industry solutions
2000+Enterprise clients
15+ yrsData service experience
Large models

High-quality corpora that advance models

TalkingData holds 10T+ multilingual corpora, rigorously cleaned and compliant — covering general, code, math reasoning, and multimodal training for GPT-class pretraining, SFT, and RLHF.

  • Pretraining corpora — High-quality general text, code, and math for foundation models
  • SFT instruction data — Finely labeled instruction–response pairs for following and dialogue
  • RLHF preference data — Human preference rankings for value alignment

Recommended products

  • AGI multimodal dataset
  • Vertical expert datasets
  • Data annotation
Get a solution
10T+Multilingual corpus scale
200+Data sources
99.2%Cleanliness score
50+Languages supported
Corpus type coverage
General text corpus
Code corpus
Math reasoning corpus
Multimodal alignment data
Intelligent driving

Vision, point cloud & multimodal perception

Custom data for smart mobility — cabin and ADAS models — covering design, collection, cleaning, de-identification, annotation, and evaluation with strict security and compliance.

  • Smart cabin data services — Multi-channel in-cabin capture and labeling for safer, more comfortable, and entertaining mobility
  • In-cabin multimodal interaction — Design and labeling for multimodal recognition, control, and interaction
  • 2D/3D/4D annotation — Full support for point-cloud and image labeling across AD dimensions
  • Data security & compliance — Intelligent data management that keeps commercial data secure and compliant

Recommended products

  • Multimodal datasets
  • Data annotation
  • TD SmartDP
Get a solution
500M+Labeled frames
2cm3D annotation precision
200+Driving scenes
L2-L4Automation levels covered
Sensor fusion
Cameras
4K
LiDAR
128
mmWave radar
77GHz
Localization & nav
Centimeter-level
Healthcare

Expert annotation for smart health

Govern and annotate health imaging, text, and multi-source vitals to power smart assessment, knowledge bases, and health LLMs — high-quality AI training data for management, intervention, and personalization.

  • Literature & knowledge annotation — Entity extraction, relation labeling, and structuring for literature, records, and diet logs — supporting databases and knowledge graphs
  • Health monitoring annotation — Clean and label wearable, fitness, and home-device data for risk assessment and early-warning models
  • Health LLM training data — Collect and label popular science, nutrition/exercise advice, and pharmacy knowledge for domain LLM training

Recommended products

  • Vertical expert datasets
  • Data annotation
  • TD SmartDP
Get a solution
High fitDiverse health institutions
99%+Annotation accuracy
Multi-typeHealth data coverage
Fully compliantData security
Healthcare data capabilities
Knowledge graph building
Entity extraction + relation labeling
Health text annotation
Records / diet log structuring
Multi-source data ops
Wearables + home devices
LLM training data
Nutrition / pharmacy corpora
Consumer retail

Thousand-scale labels for consumer insight

10+ years in consumer retail data — full-process services for new retail and e-commerce AI. 800+ labels and 96%+ intent accuracy turn fragmented behavior into actionable insight for 500+ CPG and retail brands.

  • Consumer insight — 800+ labels and 95%+ intent accuracy — sequence modeling and interest labeling turn fragments into structured datasets for recommendation and marketing AI
  • Semantic search & relevance — Multilingual, multi-type, multi-context semantic matching for long-tail search intent
  • Product vision & search — Shelf recognition, apparel silhouette labeling, image classification, and similar-item judgment

Recommended products

  • Data labeling
  • High-potential mining
  • Smart DMP
Get a solution
800+User label system
96%+Intent recognition accuracy
500+Consumer brands served
10年+Industry data depth
Audience profile mix
High-net-worth12%
Rising white-collar28%
Discerning moms22%
Gen Z25%
Code intelligence

High-quality code corpora for coding models

5B+ tokens of high-quality code across 30+ languages — open source, contest solutions, code–comment and code–doc pairs — for code-LLM pretraining, instruction tuning, and task optimization.

  • Code pretraining corpora — Open source, contest solutions, and algorithms across languages and scenarios
  • Instruction-tuning data — NL–code pairs, repair, completion, unit-test generation
  • Code–text alignment — Comments, API docs, and tech blogs for cross-modal retrieval and doc generation

Recommended products

  • Multimodal datasets
  • Data annotation
  • TD SmartDP
Get a solution
5B+High-quality code tokens
30+Mainstream languages covered
Multi-typeCode data coverage
Full pipelinePretrain → tune → optimize
Code intelligence data capabilities
Tech & internet

Full-scenario data for internet evolution

Nearly 20 years of internet data depth — smart apps, search, social, and more — with custom services from design through collection, cleaning, labeling, and evaluation under full compliance.

  • Smart apps & multimodal UX — Multilingual speech, image, video, and text labeling for chatbots, multimodal retrieval, and Q&A
  • Smart search & semantics — Image/video retrieval, high-level semantic search, and summarization data for cognitive search
  • Social & content ecosystem — Moderation, comment sentiment, and retrieval to spot violations, track sentiment, and understand users

Recommended products

  • Smart datasets
  • App Analytics
  • Mobile Ad Tracking
Get a solution
15年+Internet industry depth
300+Tech companies served
Full processCustom data services
Fully compliantData security
Growth metrics · avg. client lift
User retention
+23%
Ad efficiency
+35%
Rec. CTR
+41%
Content depth
+28%

Contact us for a demo and trial

Phone

400-870-1230

Official Email

support@talkingdata.com

Contact us, Apply for demo

  1. Tel

    400-870-1230
  2. Email

    support@tendcloud.com
  • The name can't be empty!
  • Company can't be empty!
  • Enter a valid telphone!
  • Enter a valid email address!
  • After 60 seconds, to get verification codeGet verification code

TalkingData 微信公众号