| --- |
| license: other |
| tags: |
| - iab |
| - adtech |
| - content-classification |
| - web-intelligence |
| - brand-safety |
| - multilingual |
| pretty_name: QuickPod AI — Web Intelligence Platform |
| --- |
| |
| <div align="center"> |
|
|
| # 🚀 QuickPod AI |
|
|
| **Enterprise AI infrastructure · Web intelligence · Content classification at scale** |
|
|
| <br/> |
|
|
| [](https://quickpod.io) |
| [](https://quickaihub.io) |
| [](https://aiquick.io) |
| [](https://websitetools.io) |
|
|
| </div> |
|
|
| --- |
|
|
| ## Who We Are |
|
|
| QuickPod AI builds production-grade AI pipelines that transform raw web crawl data |
| into structured intelligence for adtech, brand safety, compliance, and publisher |
| monetisation. |
|
|
| We operate across the full stack — from distributed crawl processing (Apache Spark |
| over 100K+ Common Crawl shards) through multilingual neural translation and |
| ModernBERT fine-tuning, to real-time inference APIs. |
|
|
| --- |
|
|
| ## Flagship: IAB Content Taxonomy Classifier |
|
|
| Our headline model classifies web content against the **IAB Tech Lab Content Taxonomy 3.0** |
| across all three hierarchy levels. |
|
|
| | Tier | Categories | Accuracy | |
| |------|-----------|----------| |
| | Tier 1 — Broad topic | 27 | **98.1%** | |
| | Tier 2 — Sub-category | 434 | 79.8% | |
| | Tier 3 — Specific topic | 217 | 56.1% | |
|
|
| **Training data:** 33.5 million multilingual domain examples · 26 languages |
| **Architecture:** ModernBERT-base · unified multi-head encoder · hierarchy-consistency loss |
| **Languages:** ar · bn · de · en · es · fa · fr · hi · id · it · ja · ko · mr · nl · pl · pt · ru · sw · ta · te · th · tr · uk · ur · vi · zh |
|
|
| 🔗 **[Try the live demo →](https://huggingface.co/spaces/quickpod/iab-content-classifier)** |
|
|
| --- |
|
|
| ## Products & Capabilities |
|
|
| | Product | Description | |
| |---------|-------------| |
| | **IAB Classifier API** | Real-time URL/text → IAB tier-1/2/3 classification | |
| | **Domain Authority Index** | CC-MAIN DuckDB authority scores for 200M+ domains | |
| | **Keyword Intelligence** | Per-domain keyword aggregation from WAT crawl metadata | |
| | **Multilingual Taxonomy** | IAB classification in 26 languages | |
| | **Content Safety Models** | Spam · Toxicity · NSFW · Sentiment · Emotion classifiers | |
| | **Brand Safety Scoring** | GARM-aligned content tier mapping for DSP/SSP | |
|
|
| --- |
|
|
| ## Use Cases |
|
|
| | Industry | Application | |
| |----------|-------------| |
| | **Programmatic Advertising** | Brand-safe contextual targeting, IAB taxonomy compliance | |
| | **Publisher Monetisation** | Automated inventory categorisation for DSP/SSP integrations | |
| | **Content Moderation** | Real-time spam, toxicity and NSFW flagging at ingest | |
| | **Search & Discovery** | Topic classification for crawled and indexed content | |
| | **Ad Verification** | Pre-bid and post-bid URL classification at scale | |
| | **Data Enrichment** | Domain-level taxonomy enrichment for audience segments | |
|
|
| --- |
|
|
| ## Technical Pipeline |
|
|
| Our 8-stage production pipeline: |
|
|
| ``` |
| Kaggle (98K domains) + Common Crawl WET/WAT (100K+ shards) |
| ↓ |
| LLM Label Correction (AWS Bedrock — 49.7% label error rate found & fixed) |
| ↓ |
| IAB Seed XL (LLM-synthetic examples for all 678 IAB taxonomy nodes) |
| ↓ |
| Unified Hierarchical Training Data (English, Spark) |
| ↓ |
| Argos Neural Translation → 26 languages, 33.5M rows |
| ↓ |
| ModernBERT Fine-tuning (sharded training, RTX 5090) |
| ↓ |
| Real-time Inference API + HuggingFace Demo Space |
| ``` |
|
|
| 📋 [Full pipeline documentation →](https://huggingface.co/datasets/asansanwal/wet-iab-ds-multilingual-unified-training-all26-v1/blob/main/PIPELINE.md) |
|
|
| --- |
|
|
| ## Resources |
|
|
| | | | |
| |--|--| |
| | 🔬 **Live Demo** | [quickpod/iab-content-classifier](https://huggingface.co/spaces/quickpod/iab-content-classifier) | |
| | 📊 **Training Dataset** | [wet-iab-ds-multilingual-unified-training-all26-v1](https://huggingface.co/datasets/asansanwal/wet-iab-ds-multilingual-unified-training-all26-v1) | |
| | 📋 **Pipeline Docs** | [PIPELINE.md](https://huggingface.co/datasets/asansanwal/wet-iab-ds-multilingual-unified-training-all26-v1/blob/main/PIPELINE.md) | |
| | 🌐 **Main** | [quickpod.io](https://quickpod.io) | |
| | 🤖 **AI Hub** | [quickaihub.io](https://quickaihub.io) | |
| | ⚡ **Platform** | [aiquick.io](https://aiquick.io) | |
| | 🛠️ **Web Tools** | [websitetools.io](https://websitetools.io) | |
|
|
| --- |
|
|
| *For API access, model licensing, or enterprise integration — contact us via [quickpod.io](https://quickpod.io)* |
|
|
