# Manyform

Manyform is an independent industrial dataset and model platform. It preserves
lineage from a source observation through controlled model-assisted
transformation and human review into an immutable dataset version, model
evaluation and target-specific release record.

Tagline: Data that changes shape without losing its history.

## Product workflow

1. Ingest real or simulated industrial observations.
2. Check rights, privacy, duplicates and data quality.
3. Apply an industrial ontology and create protected train, validation and test splits.
4. Open an Ephemeral Workspace for a versioned transformation recipe.
5. Record the generator, revision, prompt, seed, invariants and intended change.
6. Run automated checks and domain-expert review.
7. Freeze an immutable dataset version with hashes, cards and Croissant-compatible metadata.
8. Evaluate registered models on real held-out evidence and operational slices.
9. Pass a Release Gate for a named artifact, target and operating envelope.
10. Export the signed release through a neutral API, MCP surface or outbound webhook.

## Plans and generation credits

Manyform Pilot is €79 per month and includes 200 generation credits and 25 GB
of managed dataset storage. Additional credits are €0.35 each.

Manyform Team is €249 per month and includes 1,000 generation credits, 200 GB
of managed dataset storage, shared review workflows, API and webhook access.
Additional credits are €0.25 each.

Enterprise starts at €750 per month and is contracted for private networking,
data residency, SSO, audit requirements, support and optionally a
bring-your-own AWS account.

One standard-resolution candidate generated by ImageForge consumes one credit,
including a candidate that is later rejected. High-resolution and multi-step
recipes use a disclosed multiplier. Overage is aggregated into a monthly
statement rather than charged as a separate card transaction for each image.
Prices exclude VAT where applicable.

AWS Marketplace is an alternative procurement and invoicing route. It is not a
way to transfer promotional AWS credits to Manyform. AWS promotional credits
are non-transferable and normally exclude Marketplace charges. Enterprise
customers may instead bring their own AWS account, where eligible credits may
offset eligible EC2, S3, SageMaker or other infrastructure charges under the
terms attached to those credits.

The billing control plane persists provider entitlements, plan periods, credit
reservations, committed usage and pending overage records. Credits are reserved
before billable inference, committed after ImageForge accepts a run and
cancelled when a run is rejected before processing.

## Lateral Tinkering

Lateral Tinkering is Manyform's public experimental practice. Recipes, failure
cases and dataset studies may begin as exploratory work, but they become
reusable methods only when assumptions, transformations and evaluation evidence
are visible.

## Trust model

Every derived asset records its source assets, content hash, generator identity,
model revision, recipe, seed, review status and split membership. A descendant
of a protected holdout asset must never enter training. Synthetic results are
reported separately from real evidence. Publication does not imply safety
certification or permission to use source data beyond its recorded licence.

## Integration model

Manyform identifiers and release records are ecosystem-neutral. Planned
integration contracts expose versioned datasets, models, lineage and release
events through API, MCP and outbound webhooks.

ImageForge is the transformation adapter for AWS-hosted Qwen Image Edit. The
Manyform server validates source rights and protected split membership before a
run is submitted. ImageForge returns candidates using a versioned neutral
contract and portable imagefolder, Hugging Face, CSV, JSONL and
manyform.dataset-manifest/v1 formats.

Oddessy is the first named optional connector. It may consume signed Manyform
release manifests for applications, platform services and edge workflows, but
Manyform remains a separate brand, product and permission boundary.

## Demonstration release

The private site currently contains an interactive prototype using clearly
labelled demonstration records. Its ImageForge API boundary and server-side
lineage checks are active, but no production ImageForge endpoint is configured
in the deployed environment. It does not upload production data, execute a Qwen
model, persist ephemeral workspaces or deploy a model to physical equipment.