The Rossum alternative for documents that are not invoices.
Rossum is the sharpest counter-argument to template-based capture: nothing drawn, nothing trained by hand, and a model that reads layouts it has never seen. On invoices and purchase orders that is a different product philosophy, not a feature gap. It is also cloud-only, per-document, and opaque when you need to explain why a field came out the way it did.
The honest read
- Zero-configuration accuracy on transactional documents
- Line items without a drawn table, and continuous learning from corrections
- A validation screen built for one job and polished for it
- Everything that is not a transactional document: forms, IDs, contracts, claims, dossiers
- Self-hosting and offline models — no document leaves the estate
- No per-document meter; volume changes your hardware, not your contract
- Deterministic extraction you can pin, audit and explain to a regulator
- Multi-tenancy, workflow, scripting and export as part of the platform
Buyers who need auditable, deterministic extraction they can reason about — or whose documents are forms, IDs and contracts rather than invoices.
KognitCapture vs Rossum, side by side
| Capability | KognitCapture | Rossum |
|---|---|---|
| Deployment | Self-hosted, cloud or air-gapped | Cloud; single-tenant available as an option |
| Extraction | Zones, label search, regex, datasets, scripts — plus model paths | Aurora model, template-free |
| Document scope | Any document type you can define | Transactional documents, deepest on invoices |
| Explainability | Method and confidence recorded per field; behaviour pinned by configuration | Model output with a correction loop |
| Intake | 14 source types: scan, mail, folders, S/FTP, REST, buses, e-invoice | Mailbox and API |
| Pricing | Flat licence | From ≈ $18,000 a year, per document |
What each one costs to run
Put in your own volume →| KognitCapture | Rossum | |
|---|---|---|
| Licence shape | One annual licence per installation, by turnover band; unlimited pages | Annual subscription by volume |
| Typical annual outlay | Licence from €900 + your infrastructure and team | From ≈ $18k a year |
| Marginal cost per page | €0 local · tokens only if you choose a remote model | Per document |
| Who runs it | You do, on your own hardware | Vendor-managed |
Moving from Rossum.
The usual outcome is not replacement but division of labour: Rossum-style model extraction on invoices, deterministic capture here for every other document class — under one workflow, one audit trail and one export layer.
Read the migration brief →Questions buyers ask us about Rossum
01Do we have to draw a template for every supplier?
No. A template carries alternatives for layouts that differ, label search finds fields that move, and the model paths read documents you have not templated at all. Where a template does earn its keep is auditability: the same input produces the same output, and the field says which method produced it.
02Can you learn from corrections the way Rossum does?
Templates train from operator corrections, and the verification hub's word-group mode applies one correction everywhere the same misread text appears. It is a different mechanism from a continuously retrained global model, and it stays inside your tenant.
Compare against something else
All nine →Product and company names are trademarks of their respective owners and are used for identification and comparison only. KognitCapture is not affiliated with any of them.