AP automation vendor evaluations that focus primarily on feature lists and demos produce unreliable results. The criteria that matter most in production are different from the criteria that look most impressive in demonstrations. Finance leaders who have been through multiple AP automation selections have converged on a set of evaluation dimensions that predict production success.
The 7 criteria
1. Extraction accuracy on your documents
Not vendor benchmarks on curated datasets — your documents, your supplier mix, your image quality. Run a proof of concept with a realistic sample of your actual invoice corpus, including the difficult long tail. Any vendor who insists on providing the document set should be viewed with skepticism.
2. ERP integration depth in your configuration
Native integration with your specific ERP version, in your specific configuration. Not a claim of SAP integration, but demonstrated posting to your company codes, your account determination logic, your approval workflows. Integration testing should be a formal POC requirement, not deferred to implementation.
3. Straight-through processing rate in production
The touchless rate achieved by reference clients with similar document environments — verified through reference conversations with the operations team, not the IT project sponsor. Ask specifically about exception rate by type and what causes most manual interventions.
4. Exception handling workflow quality
How exceptions are surfaced, what information is provided to the reviewer, and how the resolution feeds back into the automation. Poor exception handling can undermine high extraction accuracy by creating a review process that is slower and more frustrating than the manual process it replaced.
5. Total cost of ownership
License fees plus implementation cost plus ongoing maintenance and support costs over three years. Implementation cost estimates should be validated against actual reference implementations, not vendor best-case projections. Volume-based pricing requires careful modeling at expected peak volumes.
6. Vendor stability and support model
Financial stability for vendors not yet profitable. Support SLA commitments and actual performance against those SLAs, validated through reference calls. The escalation path for production issues that affect business operations — AP automation failures are not low-priority incidents.
7. Scalability and roadmap
Whether the platform scales to the organization's expected processing volumes, and whether the vendor's roadmap aligns with the organization's automation ambitions over the next three to five years. Platforms whose roadmap diverges significantly create future migration risk.
The reference call that matters
The most valuable reference interaction is a conversation with the AP operations manager at a reference client — not the project sponsor or IT lead. The operations manager knows the production touchless rate, the exception types that occur most frequently, the quality of vendor support in production, and the honest assessment of whether the deployment met expectations.
- ✓Ask for references from organizations with similar document complexity and supplier diversity — not the vendor's most favorable reference clients
- ✓Speak with the AP operations team lead, not just the IT project owner
- ✓Ask specifically about production touchless rate and what the top three exception types are
- ✓Ask how the vendor responded when production issues arose
- ✓Ask whether the implementation came in on time and on budget
Hypatos in the IDP landscape
On extraction accuracy: Hypatos's template-free AI model performs competitively on complex and diverse document environments — test it with your actual corpus including difficult cases. On ERP integration depth: Hypatos reads live master data from SAP and Oracle and posts through native transaction logic; integration testing with your actual instance is the right evaluation approach. On straight-through rate: reference clients in comparable environments report 85 to 92 percent on mixed document inputs. On exception handling: Hypatos's agentic exception handling autonomously resolves common exception types within configured tolerance parameters. On TCO: lower exception volume and higher straight-through rate reduce ongoing labor costs in ways that lower-cost platforms with weaker automation rates do not. On vendor stability: enterprise reference clients, disclosed institutional funding, active product roadmap. On scalability: production evidence at GBS scale across multiple ERPs and languages.
