Social media data, built for AI training

The social data your AI model is missing.

500M+ social media posts, 400B+ post reactions, 100M+ brand logos, and 50M+ spotted objects. Built over years by our PhD-led AI team. The most comprehensive digital dataset for sports and entertainment.

Live data flowing through our pipeline

txt-482910 | Instagram | Author: @sportsfan | Followers: 48.2Kimg-329104 | TikTok | Brands: 3 detected | Boxes: 8vid-110293 | YouTube | Duration: 2:34 | Retention: 78%brd-550182 | ESPN | Overlay: Scoreboard | OCR: Completeimg-771823 | X/Twitter | Objects: 5 | Resolution: 2048x1536txt-991204 | Instagram | Author: @analyst | Followers: 89Ktxt-482910 | Instagram | Author: @sportsfan | Followers: 48.2Kimg-329104 | TikTok | Brands: 3 detected | Boxes: 8vid-110293 | YouTube | Duration: 2:34 | Retention: 78%brd-550182 | ESPN | Overlay: Scoreboard | OCR: Completeimg-771823 | X/Twitter | Objects: 5 | Resolution: 2048x1536txt-991204 | Instagram | Author: @analyst | Followers: 89K
Complementary Analytics

Looking for analytics and tracking?

Check out Blinkfire.com for real-time social media analytics, trend tracking, and audience insights.

0Social Media Posts
0Post Reactions Tracked
0Brand Logos Detected
0Spotted Objects

Dataset Categories

Five modalities. One comprehensive platform.

500M+ posts, 400B+ reactions, 100M+ logos, 50M+ objects. Built over years by our PhD-led AI team with proprietary computer vision. The most comprehensive digital dataset for sports and entertainment.

Text Data

Social and digital text data from leagues, teams, players, and sponsors in sports and entertainment. Includes captions, comments, hashtags, and conversation threads spanning back to 2014.

500M+ postsJSON, Parquet, CSV

For LLM training in sports & entertainment

Image Data

High-resolution social images with brand logo detection, scene context, and multimodal alignment. Includes 100M+ verified brand logo samples with our proprietary computer vision engine.

Multimodal pairsWebDataset, JSONL + URLs

Rich multimodal LLM data

Video Data

Short and long-form social video with transcripts, scene segmentation, and OTT viewership data. Years of anonymized OTT data including retention graphs and brand valuations per time slice.

45M+ clipsWebDataset, HF Datasets

OTT content with retention metrics

Annotated / Spotted Data

50M+ spotted objects including bounding boxes, brand logos, jersey numbers, and sponsor placements. Human-verified object detection built by our PhD-led AI team with patented computer vision engine.

50M+ objectsCOCO, Pascal VOC, JSONL

Proprietary computer vision data

Broadcast Data

Live broadcast frames with OCR-extracted text from overlays, tickers, and scoreboards. Real-time tracking across 40+ sports, 170+ professional leagues, 2,800+ teams, 150,000+ players, and 1,800+ brands.

Real-time trackingParquet, TFRecord

40+ sports, 170+ leagues tracked

Live Preview

See the data before you commit.

Browse a free sample of up to 10K records across each category. Enough to validate quality — then let's talk about the full dataset.

blinkfire_sample_dataset.preview
Free Sample
IDPlatformContentHashtags
txt-001InstagramWhat a match! @realmadrid absolutely dominated tonight. Vinicius Jr. with the hat trick...#LaLiga #RealMadrid #Football
txt-002X / TwitterThe NBA Finals Game 7 ratings just came in — 28.7M viewers. Basketball is back.#NBA #NBAFinals #Basketball
txt-003TikTokPOV: You're watching Messi play live for the first time and you can't stop crying#Messi #InterMiami #MLS
txt-004InstagramNew sponsorship deal just dropped. @nike x @serena is going to change everything.#Nike #Serena #Tennis #Sponsorship
txt-005X / TwitterUnpopular opinion: F1 sprint races are ruining the sport. The data backs this up...#F1 #Formula1 #SprintRace
Request access to a dataset curated for your use case.

What You Get

Rich, structured data. Not noisy web scrapes.

Every record is deeply annotated — entities extracted, sentiment scored, engagement metrics attached, brands detected. This is the data quality your training pipeline actually needs.

40+

Fields per record

6

Data modalities

Daily

Fresh data refresh

text_sample_001.json
Sample Record
1{
2 "id": "txt-384291",
3 "platform": "instagram",
4 "timestamp": "2025-12-14T18:32:00Z",
5 "content": "What a match! @realmadrid absolutely dominated tonight. Vinicius with the hat trick, Bellingham controlling the midfield. This team is different. #LaLiga #HalaMadrid",
6 "author": {
7 "follower_count": 48200,
8 "verified": false,
9 "account_type": "fan"
10 },
11 "entities": [
12 { "text": "Real Madrid", "type": "team", "confidence": 0.99 },
13 { "text": "Vinicius Jr.", "type": "player", "confidence": 0.97 },
14 { "text": "Jude Bellingham", "type": "player", "confidence": 0.95 }
15 ],
16 "hashtags": ["#LaLiga", "#HalaMadrid"],
17 "language": "en",
18 "sport": "football",
19 "league": "La Liga"
20}

Use Cases

Your model is only as good as its training data.

Whether you're building a frontier model, a trading signal, or a prediction engine — social media data is the layer you're missing.

Blinkfire Analytics

Real-time social tracking and engagement analysis

The problem

Sports and entertainment organizations need real-time insights across multiple social platforms and hundreds of stakeholders.

Our data

Our AI tracks social posts from rights holders, teams, leagues, brands, and players across 7+ platforms in near real-time. 40+ sports, 170+ professional leagues, 2,800+ teams, 150,000+ players tracked daily.

Text DataReal-time TrackingEngagement Analytics

Blinkfire Inventory Manager

Sponsorship and digital activation management

The problem

Brands and sponsorship teams need accurate pricing, performance metrics, and predictive valuations for sponsorship ROI.

Our data

Our digital activation dataset feeds a model of pricing and predictive pricing for campaigns and sponsorships. 1,800+ brands analyzed with anonymized activation data and brand valuation per time slice.

Logo DetectionDigital ActivationBrand Valuation

Multimodal LLM Training

Sports and entertainment domain-specific models

The problem

General LLMs don't understand sports and entertainment context. They miss league structures, player hierarchies, sponsorship ecosystems, and real-time events.

Our data

500M+ posts + 100M+ logo detections + 50M+ spotted objects + OTT viewership data. Built over years by our PhD-led AI team. Train models that truly understand sports and entertainment.

Text DataImage DataVideo Data

Broadcast & Live Event Data

OCR and real-time overlay detection

The problem

Live broadcast data is complex. Extracting scoreboards, sponsor logos, tickers, and event context requires sophisticated computer vision and real-time processing.

Our data

Our proprietary patented computer vision engine detects overlays, extracts OCR text from scoreboards, and identifies sponsor placements. Real-time processing of broadcast feeds across all major sports.

Broadcast DataLogo DetectionReal-time Tracking

Historical Analysis & ROI Measurement

Learn from past campaigns and activations

The problem

Brands and rights holders struggle to measure sponsorship ROI across multiple seasons and platforms. Historical data is fragmented and hard to access.

Our data

Data spanning back to 2014. Track sponsorship performance, brand valuations, engagement trends, and campaign effectiveness over years. Unlock insights to position your team for the future.

Historical DataBrand ValuationEngagement Analytics

Third-Party Licensing

AI assets for product development

The problem

Building sports and entertainment products requires access to deep, reliable, domain-specific datasets and AI models.

Our data

Blinkfire.ai offers comprehensive digital datasets and AI assets available for licensing. Our technology powers Blinkfire Analytics, Inventory Manager, and products in development. Partner with us to build better products.

All 5 CategoriesAPI AccessCustom Models

Why Blinkfire AI

Everyone claims to have data. We prove it.

Not scraped. Earned.

We don't scrape public feeds. Blinkfire has direct data partnerships across 150+ sports and entertainment properties. This is first-party, licensed data.

Human + ML annotated.

Every dataset goes through our proprietary annotation pipeline — computer vision for detection, human reviewers for quality. 99.4% accuracy, verified.

Updated continuously.

Social data moves fast. Our datasets are refreshed daily with new content, engagement signals, and trend annotations. Your model stays current.

Compliance-ready.

All data is PII-scrubbed, GDPR-compliant, and delivered with full provenance documentation. Enterprise-grade licensing for model training.

The best AI teams are training on social data. Are you?

The models that win will be the ones with the best training data — not just more of it. Blinkfire AI gives you the signal in a sea of noise.

Get Started

Your next model deserves better data.

Stop training on noisy web scrapes. Get access to the largest annotated social media dataset built specifically for AI training.

Free sample available. Up to 10K records across any category — no commitment required.

Custom datasets. Filter by sport, league, platform, timeframe, or engagement threshold.

Enterprise licensing. Full provenance, GDPR-compliant, ready for commercial model training.

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