AI & ML interests

Video training datasets

🎬 Flikforge — Rights-Native Video Data for Generative AI

Website LinkedIn Contact


🚀 What We Do

Flikforge is the first rights-native DataOps platform for generative video AI — enabling studios, rights holders, and AI developers to source, label, license, and monetize high-quality, rights-cleared video datasets.

We specialize in:

  • 🎥 Video Dataset Licensing — Curated, labeled, and provenance-verified data ready for model training.
  • 🔐 LicenseGate™ API — Real-time rights enforcement for prompts and model outputs.
  • 🧠 Fine-Tuning Data Services — Shot-level metadata, LoRA training data, and continuity-aware scene labeling.
  • ⚙️ Provenance Infrastructure — Blockchain-backed certificates of data origin and use rights.

🧩 Use Cases

Stakeholder What You Get
AI Developers Train legally and commercially with high-quality, licensed video datasets.
Media Owners Monetize film, TV, and sports archives as AI-ready training data.
Brands Generate AI content with licensed likenesses, products, and IP.
Enterprises Verify data provenance and enforce content usage rights at scale.

🛠️ Platform Modules

  • 📦 Ingestion & Indexing: Cut long-form video into discrete, rights-trackable shots.
  • 🔍 Metadata Tagging: 1,000+ structured parameters (camera, lighting, motion, subject).
  • 📜 LicenseGate™ API: Enforces input (training) and output (derivative) rights in real time.
  • 🧾 Smart Contracts: Automate licensing and payment settlements between creators and model users.
  • 📊 Provenance Dashboard: View, audit, and certify dataset lineage and consent records.

🔑 API Highlights (LicenseGate™)

Endpoints:

  • /license/check – Validate prompt or dataset usage against registered rights.
  • /license/generate – Execute a real-time license contract and return signed terms.
  • /license/verify – Confirm that a derivative output is publishable.

Example Call:

POST /license/check
{
  "prompt": "generate video of a runner wearing licensed apparel",
  "model_id": "video-gen-v1"
}

models 0

None public yet

datasets 0

None public yet