Comparison
Rossum alternatives
Mirage vs Rossum
Rossum is an AI-first document processing platform, now part of Coupa, that extracts and validates data from invoices and other transactional documents and hands it to your ERP, from $18,000 a year. Mirage deploys agents that read the documents and act in the ERP or TMS itself, built and run by its own engineers inside your operation.
Published Last updated Vendor facts last verified
Short answer
Pick Rossum if you run a high-volume accounts payable or shared-service operation, want a self-serve document platform with a validation screen your team operates, and have the IT capacity to connect it to your ERP (or already run Coupa). Pick Mirage if the job is not extraction but the action after it, an order created in SAP, a shipment record written in the TMS, a quote returned, across documents that do not follow one template, and you want engineers to build and run that rather than a product to configure.
Executive Summary
Rossum sells "AI-first end-to-end document automation": documents arrive by email, scanner, PEPPOL or shared drive, a proprietary transactional LLM extracts the fields, the data is cross-checked against master data, the ERP, third-party APIs and business rules, approval workflows auto-approve or reject, and a validation screen handles the rest with a human. Its site lists invoices, bills of lading, sales orders, purchase orders and tonnage certificates as document types, and claims support for 276 languages and handwriting.
Rossum publishes a floor price. The Starter plan is "starting at $18,000 per year" with unlimited seats, document ingestion, the Aurora document AI, the validation screen, a 12-month archive and API access. Business, Enterprise and Ultimate are custom-priced and add master data matching, duplicate detection, ERP integrations (SAP, Coupa, Workday, Oracle), SSO, sandboxes and multi-document transactions. The minimum contract is one year, pricing is volume-based in pages or documents, and a 14-day free trial needs no payment details. All as of October 2026.
On 12 May 2026 Coupa announced it had acquired Rossum. Rossum's founder wrote that "Rossum's product lives on under the aegis of Coupa"; the two had certified integrations and shared customers before the deal. Rossum also lists pre-built connectors to SAP, NetSuite, Microsoft Dynamics and Workday, to the RPA platforms UiPath, Blue Prism and Automation Anywhere, to Celonis and to Zapier, with SOC 2 and ISO 27001 certifications. Software Advice rates it 4.3 out of 5 on 13 reviews, with cost for small businesses and setup for non-technical users among the recurring criticisms.
Mirage is a forward-deployed AI engineering company. Its engineers deploy agents inside the client's own ERP, TMS or estimating system and run them in production, following five steps: Observe, Map, Build, Run, Expand. The agents do more than extract: at Biodéal, a purchase order goes from email to an order ready in SAP Business One in a median of 48 seconds, 2,943 orders and 12,993 lines so far, with about 7% flagged for a human check. At Transwin, manual data entry on freight documents fell 70%. A proof of concept on the client's documents comes one week after the first meeting; the first workflow is in production in 4 to 6 weeks.
The practical difference is the hand-off. Rossum's product ends where validated data leaves for the ERP, and your team or an integrator carries it the rest of the way. Mirage's agent ends when the record exists in the ERP or TMS, checked against the master data and the rules your operation already applies, and Mirage's engineers own that whole path.
Key Takeaways
- Rossum is a self-serve intelligent document processing platform, part of Coupa since May 2026, from $18,000 a year with a one-year minimum.
- Mirage deploys agents that act in the ERP or TMS, built and run by its own engineers, from $10,000 to launch and $1,000 a month.
- Rossum hands validated data to the ERP; Mirage's agent creates the record: 48 seconds median from email to order in SAP Business One at Biodéal.
- Rossum fits high-volume AP teams with IT capacity and Coupa customers; Mirage fits inconsistent documents across several systems.
- Both vendors' figures are their own case studies; no independent accuracy benchmark exists for either.
At a Glance
| Aspect | Mirage | Rossum |
|---|---|---|
| Model | Forward-deployed AI agents that read documents and act in your ERP, TMS or estimating system, built and run by Mirage engineers | Self-serve intelligent document processing platform with a validation screen, run by your team; part of Coupa since May 2026 |
| Who it is for | Logistics, construction, mining and manufacturing operations whose documents are inconsistent and whose workflows span several systems | Accounts payable teams and shared service centres in manufacturing, logistics, retail, technology and healthcare; large enterprises among named customers |
| Document types | Purchase orders, bills of lading, CMRs, customs documents, carrier invoices, quote requests, subcontractor bids, plans and drawings, site reports | Invoices, bills of lading, sales orders, purchase orders, tonnage certificates and other transactional documents |
| What happens after extraction | The agent creates the order, writes the shipment record, returns the quote or levels the bid inside your system | Validated data is exported to the ERP through a connector or the API; approval workflows auto-approve or reject |
| Deployment | Proof of concept a week after the first meeting; first workflow in production in 4 to 6 weeks; engineers stay | Cloud platform; 14-day free trial; self-service, Rossum solution architects or third-party integrators for the ERP connection |
| Integrations | SAP, Oracle, Microsoft Dynamics, Salesforce, CargoWise, Descartes, Magaya and custom systems, through the interface each provides; 200+ systems connected so far | Pre-built connectors to SAP, Coupa, NetSuite, Microsoft Dynamics, Workday; UiPath, Blue Prism, Automation Anywhere, Celonis, Zapier; certified Coupa and SAP integrations |
| Pricing model | From $10,000 to launch and $1,000 a month, the exact amount quoted in the first conversation | Starter from $18,000 a year; Business, Enterprise and Ultimate custom; one-year minimum; volume-based in pages or documents (October 2026) |
| Human review | Doubtful fields routed to a named person inside your system; about 7% of orders flagged at Biodéal | Validation screen for the documents the rules do not auto-approve; "fast AI human collaboration" per Rossum |
| Languages and regions | Deployments in France, Spain, Morocco, Egypt, Saudi Arabia and the United States; offices in Paris, Barcelona and Casablanca | "276 languages and handwriting" claimed; Software Advice reviewers report weaker accuracy on non-English documents and receipts |
| Reported results | Median 48 seconds from order email to order in SAP Business One (Biodéal); 70% less manual entry on freight documents (Transwin) | Rossum's own customer figures: 71% straight-through processing at Morton Salt, 90% less invoice processing time at Imperial Dade, 44% fewer errors at Wolt; Software Advice 4.3/5 on 13 reviews |
Key Differences
Extraction platform vs agent that acts
Rossum's job is to turn a document into validated data and hand it over. Mirage's job is the record in the system: the sales order in SAP Business One, the shipment in CargoWise, the quote back to the customer. That is why Mirage's published result is 48 seconds from email to an order ready in the ERP, not a field accuracy rate.
Who connects it to the ERP
Rossum offers three routes to the ERP: self-service with its documentation, its own solution architects, or a third-party integrator. Mirage's engineers do that work as the deployment itself, inside your environment, and stay to run the agent. One is a product with services around it; the other is an engineering engagement with software inside it.
Published price vs scoped price
Rossum publishes its floor: $18,000 a year for Starter, one-year minimum, everything above it custom. Mirage starts at $10,000 to launch and $1,000 a month, with the exact amount quoted in the first conversation. For a budget line, Rossum's number is easier to find; for a small operation, Software Advice reviewers call Rossum's cost high.
Coupa
Since May 2026 Rossum belongs to Coupa, with certified integrations between the two. If you run Coupa for procurement, Rossum is the natural document layer and the first to evaluate. Mirage has no procurement platform of its own and connects to whatever ERP and procurement systems you already run.
Advantages and Limitations
Mirage
Advantages
- The agent completes the action in the ERP or TMS, not only the extraction
- Engineers map your documents, systems and rules, build the agent and run it in production
- Handles inconsistent documents across logistics, construction, manufacturing and mining, not only invoices
- Proof of concept on your own documents a week after the first meeting
- Published per-deployment results: 48 seconds median at Biodéal, 70% less manual entry at Transwin
Limitations
- Not self-serve: no trial to sign up for, no validation screen to buy on its own
- Fewer named enterprise logos than Rossum
- No published language count; coverage is proven per deployment
- Not the fit when a SaaS product already covers a single-system workflow
Rossum
Advantages
- Published floor price ($18,000 a year) and a 14-day free trial with no payment details
- Pre-built and certified connectors to SAP, Coupa, NetSuite, Dynamics and Workday, plus RPA platforms and Zapier
- Unlimited seats on every plan; a validation screen built for AP teams
- Claims 276 languages and handwriting
- Large enterprise customers named, with figures; SOC 2 and ISO 27001
Limitations
- Stops at validated data: the action in the ERP is your connector or integrator's job
- One-year minimum and a cost Software Advice reviewers call high for small businesses
- Reviewers report complex setup for non-technical users and weaker accuracy on non-English documents
- Future direction now set by Coupa; the product continues, per Rossum, but ask about the roadmap outside Coupa
Real-World Use Cases
A shared service centre processing 100,000 invoices a year
A central AP team, an ERP with a certified connector, an IT department to own the integration, and invoices as the dominant document: that is the buyer Rossum's customer stories describe, and the better fit for Rossum.
Purchase orders that have to become orders
Orders arrive by email, PDF and EDI in every supplier's format and someone keys them into the ERP. Mirage's agent reads the order, checks it against master data and creates it: a median of 48 seconds from email to an order ready in SAP Business One at Biodéal, with about 7% flagged for a person.
A Coupa customer adding document capture
Rossum is part of Coupa and the two carry certified integrations. For a Coupa shop, evaluate Rossum first; Mirage becomes relevant where the documents feed systems Coupa does not reach.
Freight documents into a TMS, not an AP system
Bills of lading, CMRs and customs documents that have to be checked against the shipment record and written into CargoWise or Descartes, with carrier invoices audited against contracted rates: a multi-system logistics workflow, which is Mirage's deployment, with 70% less manual entry reported at Transwin.
Mirage Products
Sales order automation
Purchase orders read from email, PDF, EDI or phone and created as validated orders in SAP, Oracle, Dynamics or your ERP.
See the pageTMS data entry automation
Freight documents read and pushed into CargoWise, Descartes, Magaya or your TMS, with no re-keying.
See the pageFreight invoice audit
Every carrier invoice checked against the contracted rate and the shipment record before payment.
See the pageMirage OS
The platform under every deployment: operational data, existing software, AI agents and the people who run the work in one governed environment.
See the pageHow to Choose
Start with where the work ends. If a validated data set handed to the ERP is the finish line, and your team or integrator takes it from there, Rossum is built for exactly that and publishes its price. If the finish line is the order, the shipment or the quote existing in the system, Mirage's agent runs to that line.
Then the documents. Invoices in volume, with an AP team and a validation screen, are Rossum's home ground. Purchase orders in every supplier's format, freight documents checked against shipment records, subcontractor bids against a scope of work, are the inconsistent, multi-system cases Mirage is deployed on.
Then the team. If you have IT capacity to own a platform and its connectors, a product is the cheaper long-run choice. If you do not, forward-deployed engineers who build and run the agent are the alternative to hiring that capacity.
When to pick which
The two overlap on reading transactional documents. They part on what happens next and who owns it.
- Pick Rossum when invoices dominate, volumes justify $18,000 a year, you run Coupa or an ERP with a certified connector, and your team wants to operate a platform with a validation screen.
- Pick Mirage when the document has to become a record in the ERP or TMS, documents vary by sender, the workflow crosses several systems, and you want engineers to build and run it rather than configure a product.
- Pick neither when documents follow one fixed template at low volume, where template OCR is cheaper, or the process is fully rule-based with no exceptions, where RPA is faster to stand up.
What Rossum publishes about itself
Rossum's customer figures (71% straight-through processing at Morton Salt, 90% accuracy after ten documents at the Port of Rotterdam, 92.6% accuracy after 20 documents at Adyen, 100,000 invoices a year at Wolt) are its own case studies and are reported here as such. No independent benchmark of Rossum's extraction accuracy was found. Software Advice's 4.3 out of 5 rests on 13 reviews; Gartner Peer Insights lists more, behind a login.
Mirage's figures are the same kind of evidence, its own published case studies, and the page treats them the same way: 48 seconds median at Biodéal, 70% at Transwin, 90%+ of standard RFQs at OFRET Groupe, each on its case study page.
Sources
- 01rossum.ai, home page, accessed 7 October 2026
- 02rossum.ai, pricing, accessed 7 October 2026
- 03rossum.ai, integrations, accessed 7 October 2026
- 04rossum.ai blog, "Chapter #2 of the Rossum Journey: Coupa acquires Rossum", 12 May 2026, accessed 7 October 2026
- 05Software Advice, Rossum profile (4.3/5, 13 reviews), accessed 7 October 2026
FAQ
Rossum is a cloud intelligent document processing platform: documents arrive by email, scanner, PEPPOL or shared drive, a transactional LLM extracts the fields, rules and master data validate them, and a validation screen handles exceptions before the data goes to the ERP. It has been part of Coupa since an acquisition announced on 12 May 2026.
As of October 2026, Rossum's Starter plan starts at $18,000 a year with unlimited seats and a one-year minimum. Business, Enterprise and Ultimate are custom-priced and billed by volume in pages or documents. A 14-day free trial needs no payment details.
Rossum extracts and validates data and hands it to your ERP; your team or an integrator connects it and runs it. Mirage deploys agents that complete the action in the ERP or TMS (the order created, the shipment written, the quote returned), and its own engineers build, connect and run them inside your operation.
Yes, per Rossum. Its founder wrote on 12 May 2026 that "Rossum's product lives on under the aegis of Coupa". Ask Coupa about the roadmap for customers who do not use Coupa.
Rossum claims 276 languages and handwriting; Software Advice reviewers report weaker accuracy on non-English documents and receipts. Mirage publishes no language count; its deployments run on French, Spanish, Arabic-market and English documents in six countries, and the proof of concept on your own documents is the test.
Rossum offers a 14-day self-serve trial, so a first extraction is immediate; the ERP connection takes as long as your integrator needs. Mirage publishes a proof of concept one week after the first meeting and the first workflow in production, connected to your systems, in 4 to 6 weeks.
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Mirage OS
Mirage's agents read purchase orders, freight documents, bids and plans and complete the action in your ERP, TMS or estimating system, deployed and run by engineers who work inside your operation.
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