The Konfuzio alternativethat still has documents as its whole product.
Konfuzio is German engineering with a real on-premise story, but its homepage has pivoted from document processing to generic AI-workflow automation and agents. MiruIQ remains a focused document extraction platform, with the Swiss hosting Konfuzio never offered.
MiruIQ vs Konfuzio
Choose Konfuzio if you want a German, owner-managed vendor with Hetzner or Telekom hosting and a consulting-led engagement through its parent Helm & Nagel. Choose MiruIQ if you want a product rather than a project: document processing is the entire platform (live trial, public pricing, Swiss hosting, local AI models), while Konfuzio's homepage now sells generic AI agents and its blog has been quiet since early 2025.
The honest comparison table
Facts a buyer can verify, not marketing adjectives. Both columns describe the products as they ship today.
| Dimension | MiruIQ | Konfuzio |
|---|---|---|
| Deployment options | Cloud, Swiss-hosted, on-premise or air-gapped, including the AI models, shipping today | On-premise "ohne Kompromisse", German clouds (Hetzner, Telekom), hyperscalers |
| Human-in-the-loop review | Built-in verify step: documents park at review nodes, reviewer edits flow back into the pipeline | Document validation UI |
| Extraction approach | Generic and schema-driven, not pre-trained per document type: define the structure once and extract from any document. Handles complex tables, including notes above a table that change how the numbers must be read (e.g. "zeros cut off on purpose"). | OCR API, classification, handwriting recognition (HTR), invoice and payment-advice OCR, now beneath an "AI workflow automation" umbrella |
| Fraud detection | Data-level: cross-document validation, recalculation of figures that must add up, external verification via API gates (bank checks, registry lookups); deliberately no image forensics, which generative AI defeats | Not a core focus: no dedicated fraud-detection capability advertised |
| Data residency | Switzerland or your own infrastructure; documents never leave your environment | Made in Germany, hosted in Europe (DSGVO, EU AI Act badges); no Swiss hosting |
| Local AI models | Yes: local LLMs on dedicated hardware, no US-cloud dependency | Runs on your servers; local-model extraction is not explicitly marketed |
| Ownership & independence | Independent Swiss company; document processing is the whole product | Independent and owner-managed (Helm & Nagel GmbH), but strategically pivoting from IDP toward AI consulting |
| Pricing transparency | Public monthly plans: divide plan price by document volume for your per-document rate | None public: every path leads to an inquiry form |
| Best-fit segment | Mid-market and enterprise teams in regulated industries | German enterprises wanting Made-in-Germany engineering with consulting support |
Who should choose what
No tool wins every scenario. This is our honest read of where each product is the right choice.
When Konfuzio is the better choice
Procurement mandates a German vendor on German infrastructure: owner-managed, Hetzner/Telekom hosting, Made-in-Germany badges. You want a consulting partner for custom AI projects beyond documents (assistants, agents, analyses) through the Helm & Nagel relationship. You need their niche recognition capabilities: handwriting (HTR), optical mark recognition (OMR), German payment-advice processing.
When MiruIQ is the better choice
You want a focused product you can evaluate today: live trial and public pricing instead of "Jetzt Anfrage senden". Your sovereignty story is Swiss, not just EU: Swiss hosting and revDSG alongside GDPR, a region Konfuzio does not offer. You want a platform with momentum in document processing itself, not one whose homepage has moved on to generic agent automation.
Beyond the head-to-head, three questions usually settle the choice:
Where must documents live?
If the answer is your own infrastructure or Switzerland, the field narrows fast: MiruIQ ships on-premise with local AI models and Swiss hosting as standard. If any compliant cloud works, Konfuzio stays in the running.
Who runs it day to day?
Developer APIs assume engineers own the workflow. MiruIQ is built for operations teams: reviewers work in the verify queue, and pipelines are configured, not coded.
Can you compute the price?
Public plans mean you know your per-document rate before the first sales call, and processing pauses instead of overrunning your budget.
Konfuzio alternative questions
What buyers evaluating Konfuzio alternatives ask most.
The capabilities exist (OCR API, classification, invoice processing, a solid on-premise offer), but the company's front door has changed: the homepage now sells "AI workflow automation" with assistants and autonomous agents, funneling toward consulting at parent Helm & Nagel, and the blog has been dormant since early 2025. Teams that want a dedicated, actively developed document platform should compare focused alternatives; that is the comparison this page makes.
When the requirement is literally "German vendor, German cloud": owner-managed Helm & Nagel GmbH, Hetzner/Telekom hosting and Made-in-Germany engineering tick procurement boxes MiruIQ (Swiss) does not. The same goes for their handwriting and mark-recognition niches, and for buyers who explicitly want consulting-led custom AI work alongside the software.
Konfuzio publishes no prices; every path ends at an inquiry form and often a consulting engagement. MiruIQ shows its plans publicly and lets you validate extraction in a self-serve trial before any conversation.
OCR-API integrations re-point to MiruIQ's API; document types are recreated as schemas rather than trained. If your Konfuzio setup leaned on consulting-built workflows, those are rebuilt as visual pipelines you configure yourself, with the verify queue replacing custom validation UIs. German-hosted deployments map to on-premise or Swiss hosting.
Run your hardest documents through MiruIQ
The only comparison that matters is on your documents. Send us your five hardest (complex tables, mixed bundles, scanned mail) and see the extraction quality yourself.