# Manyform

> Manyform is an independent industrial dataset and model platform for provenance-first curation, controlled transformation, expert review, evaluation and verified release.

Canonical: https://manyformdata.com/

## Primary pages

- [Home](https://manyformdata.com/): Product overview, Lateral Tinkering and workflow.
- [Explore](https://manyformdata.com/explore): Demonstration dataset and model catalog.
- [Industrial Visual Conditions](https://manyformdata.com/datasets/industrial-visual-conditions): Example provenance-rich dataset.
- [Ephemeral workspace](https://manyformdata.com/generate): Controlled transformation and review demonstration.
- [Benchmarks](https://manyformdata.com/benchmarks): Slice-aware model and edge-target results.
- [Pricing](https://manyformdata.com/pricing): Pilot, Team and Enterprise plans, generation credits and monthly usage estimator.
- [Billing and usage](https://manyformdata.com/billing): Private workspace entitlement and generation-credit ledger.
- [Trust and integrations](https://manyformdata.com/trust): Provenance, release policy, safety boundaries and connector contracts.

## Product concepts

- Lateral Tinkering is Manyform's experimental practice for publishing recipes, failure cases and methods.
- Ephemeral Workspaces isolate transformation runs until candidates are explicitly reviewed and staged.
- ImageForge is the neutral adapter for AWS-hosted Qwen Image Edit and returns portable imagefolder, Hugging Face, CSV, JSONL and Manyform manifest records.
- One standard candidate generated by ImageForge consumes one generation credit, whether it is accepted or rejected. Higher-cost recipes disclose their multiplier before a run.
- AWS Marketplace purchasing places Manyform software charges on the buyer's AWS invoice. AWS promotional credits are non-transferable and ordinarily exclude Marketplace charges.
- Bring-your-own AWS lets customers use eligible credits only against eligible infrastructure charges in their own AWS account, subject to their AWS credit terms.
- A Release Gate binds an artifact, hardware target and operating envelope.
- Oddessy is an optional integration through neutral API, MCP and webhook contracts. It does not own the Manyform brand or records.

## Important boundaries

- Demonstration records are simulated and are not production industrial data.
- Synthetic evidence supplements but does not replace real held-out evaluation.
- A release record is target-specific and is not a safety certification.
- Manyform does not directly control industrial equipment.