Autonomous AI Pipeline

Autonomous AI Dataset Refinery

Upload raw data. Select an AI provider. Let SchemaForge clean, structure, and publish production-ready datasets.

Start Refining See how it works
$ ▌
Datasets refined today: — Sources scraped this hour: —

Upload & Refine

Drop files here or click to browse

CSV, JSON, JSONL, TXT up to 50KB

Your Stats

—
Datasets
—
Sources

Latest refined datasets

Loading…

1. Upload

CSV, JSON, Parquet, or JSONL

2. AI Refine

Gemini, Groq, Cerebras, SambaNova

3. Validate

Schema inference & quality checks

4. Publish

Download or push to HuggingFace

Built for AI teams

What SchemaForge is built on

An autonomous dataset refinery with cryptographic integrity, synthetic expansion, live quality telemetry, and Hugging Face publishing — so you ship training data you can trust.

🧬

Dataset DNA

SHA-256 fingerprints of schema + content, provenance trails, version lineage, and one-click tamper verification for every download.

🎯

Synthetic augmentation

Paraphrase, counterfactuals, multilingual rows, and code↔pseudocode pairs. Free base data or premium ($49) expanded variants.

📊

Live quality telemetry

Public dashboard of null rates, duplicates, token histograms, semantic sketches, and transparent bias heuristics. Open telemetry →

🔗

Hugging Face sync

Publish refined datasets to the Hub, pull downloads & likes, and surface trending badges next to your local catalog.

🏷️

Auto dataset cards

README.md with PyTorch, TensorFlow & JAX snippets, JSON Schema, BibTeX/APA citations — export-ready beside your JSONL.

⚙️

Multi-provider AI refinery

Gemini, Groq, Cerebras, SambaNova — upload or scrape, clean, score, and ship production-ready structured data.