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HighRadius vs Rimilia vs Stuut: which AR automation platform fits your ERP?

Ben Winter
COO
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TL;DR: HighRadius fits global enterprises willing to commit 3 to 6 months and substantial IT resources to a middleware-heavy implementation. BlackLine acquired Rimilia and markets it as a lighter-touch cash application module, but the platform offers limited publicly available technical documentation post-acquisition. If you're running SAP, Oracle, NetSuite, or Dynamics 365 and need AR automation live in days rather than quarters, Stuut connects via REST API in 3 to 4 days, requires only 4 to 8 hours of IT time to provision credentials, and does not modify your ERP configuration.

The biggest risk in AR automation is not the software itself. It's the hidden IT hours required to map custom ERP fields to legacy middleware layers before a single invoice gets collected autonomously. Most IT leaders evaluating HighRadius and Rimilia discover this only after the contract is signed.

This article compares HighRadius and Rimilia across API architecture, ERP data flow, IT resource requirements, and SOC 2 compliance. It also covers how modern API-first AR agents write back to your AR subledger without requiring a months-long IT project.

HighRadius vs. Rimilia: platform architecture

HighRadius technical design and data flow

Gartner named HighRadius a Leader in the Magic Quadrant for Invoice-to-Cash Applications for three consecutive years. With $475M in total funding and a $3.1B valuation, the platform serves 1,000+ clients including more than 200 Forbes Global 2000 companies, processes $10.3T in transactions annually, and holds 37 issued and pending US patents.

The platform uses a modular architecture that integrates with ERP systems. Like many cloud-based order-to-cash solutions, this may involve middleware components that IT teams must configure and maintain alongside the primary integration.

Rimilia system footprint and APIs

BlackLine acquired Rimilia on October 2, 2020. BlackLine's strategic rationale was to expand its order-to-cash footprint beyond financial close automation.

Post-acquisition, BlackLine markets Rimilia as its cash application module. The platform uses AI and machine learning to automate cash allocation and collections, targeting same-day cash allocation. Rimilia integrates with SAP, Oracle, NetSuite, and Dynamics 365, though specific API endpoint documentation and integration architecture details are not extensively available in public sources post-acquisition.

This is a real evaluation constraint. If your IT team expects REST API documentation, authentication methods, rate limits, and a data flow architecture diagram before the first technical review call, request those materials directly from BlackLine's solutions engineering team.

Dimension HighRadius Rimilia (BlackLine) Stuut
Integration method Hybrid SFTP + API with middleware API-based (specifics not publicly documented post-acquisition) API-based
ERP compatibility SAP, Oracle, NetSuite, Dynamics 365 SAP, Oracle, NetSuite, Dynamics 365 SAP, Oracle, NetSuite, Dynamics 365
IT hours required 100–200 hours Not publicly detailed Not publicly detailed
Implementation timeline 3 to 6 months (standard); longer for complex deployments Not publicly detailed 3 to 4 days onboarding; 6 to 10 days full go-live
SOC 2 status Not publicly detailed Not publicly detailed Not publicly detailed
Middleware layer Not publicly detailed Not publicly detailed Not publicly detailed
Ongoing IT maintenance Not publicly detailed Not publicly detailed Not publicly detailed
Functional scope Full order-to-cash Cash application focused Full order-to-cash (collections, cash application, deductions, disputes)

AR automation ERP data flow and APIs

Setting up HighRadius with ERP

The HighRadius integration process requires your IT team to configure programs that generate and transmit open AR data, customer master data, and bank payment files to HighRadius's SFTP endpoint on a scheduled basis. The HEX Extractor plug-in automates this extraction, but configuring it requires mapping custom ERP fields, setting up data extraction schedules, and completing multiple test cycles before go-live.

For organizations with heavily customized SAP ECC 6.0, Oracle on-premise, or Dynamics GP/NAV environments, field mapping alone consumes weeks of elapsed time. The data extraction, mapping, and multi-cycle testing requirements are what push standard implementations to 3 to 6 months, not deficiencies in the software itself.

Mapping Rimilia's ERP data flow

Rimilia reads payment data from your ERP and bank feeds, uses automated matching to allocate cash to open invoices, and writes matched allocations back to the AR subledger. The platform targets same-day cash allocation by automating what would otherwise be a manual remittance parsing and matching process.

As noted in the Rimilia system footprint and APIs section above, IT evaluators should request the specific ERP modules Rimilia reads from and writes to, the authentication method (OAuth 2.0 vs. API key), rate limits per endpoint, and which ERP versions the platform supports at the edition level (for example, SAP S/4HANA vs. ECC, or NetSuite OneWorld vs. standard) directly from BlackLine before any technical commitment.

ERP integration: API vs. middleware needs

The architectural difference between legacy middleware and a direct REST API matters for your ongoing support burden. A middleware layer like HighRadius's HEX Extractor introduces a software component your team must keep synchronized with ERP version updates, patch cycles, and schema changes that result from ERP upgrades.

Stuut connects directly to SAP, Oracle, NetSuite, or Dynamics 365 via REST API. Your IT team provisions API credentials, Stuut reads invoice and payment data from the ERP, and writes cash application entries back to the AR subledger in real time. There is no middleware component to maintain after go-live. For a comparison of how this plays out across specific platforms, see the best HighRadius alternative for SAP analysis.

AR data updates to your ERP's GL

None of these platforms modify your ERP configuration, require data migration, or replace the ERP as the system of record. Your chart of accounts, existing workflows, and GL module configuration remain unchanged across HighRadius, Rimilia, and Stuut. What differs is how each platform connects to read invoice data and write cash application entries back, and how much IT involvement each connection model requires.

SAP data sync: integrity and security controls

HighRadius SAP S/4HANA and ECC data flow

HighRadius reportedly provides SAP connectivity for both S/4HANA and ECC environments, extracting open AR data and customer master records to enable automated cash application. The platform's integration architecture is described as reading invoice information from SAP and writing matched payment allocations back to the AR subledger.

Specific technical implementation details, including extraction methods, posting mechanisms, and encryption protocols are not fully detailed in publicly available documentation and should be confirmed directly with HighRadius for your deployment.

Rimilia's SAP S/4HANA and ECC data flow

Rimilia reportedly integrates with SAP to read bank statement data and open invoice records, then writes matched cash allocations back to the AR subledger.

Ensuring custom field compatibility

When your SAP environment includes custom Z-tables, non-standard GL account structures, or modified FI-AR workflows, the standard connector field mapping does not translate cleanly. Your IT team must identify which custom fields the AR platform needs to access, document the relevant object names, and test whether the connector can read those objects via the standard API or requires custom extraction logic.

This constraint applies to any platform, including Stuut. Standard SAP S/4HANA or ECC environments with minimal customization complete the Stuut integration in 3 to 4 days. Heavily customized environments typically require additional time for field mapping and testing.

Oracle and mid-market ERP: integration paths

Oracle Cloud vs. on-prem integration

Oracle Cloud (Fusion) and Oracle E-Business Suite (on-premise) use different integration architectures. Integration approaches vary between these platforms, and the specific methods available depend on the version and configuration of each system. Both platforms may add configuration complexity for AR platform integrations regardless of vendor.

HighRadius has pre-built connectors for Oracle systems; verify specific Oracle Cloud and Oracle E-Business Suite version support directly with the vendor. The architecture is reported to use the same hybrid SFTP and API approach as its SAP integration, the HEX Extractor pulling AR data on a scheduled basis, with real-time API posting for approved transactions, though confirm current connector documentation with HighRadius before relying on these specifics for your implementation plan. For BlackLine, the documentation gap noted in the Rimilia system footprint section applies equally here; request version-specific Oracle documentation directly from BlackLine as part of your technical evaluation.

If your organization is mid-migration between Oracle on-prem and Oracle Cloud, confirm with any AR vendor which version they currently support and whether the connector covers your specific migration state before committing to a timeline.

NetSuite and Dynamics version-specific integration considerations

NetSuite OneWorld (multi-subsidiary) and standard NetSuite may have different integration requirements and data scope considerations. OneWorld environments typically handle subsidiary-specific records, and multi-subsidiary configurations can introduce additional complexity around data filtering and currency handling. Any AR platform reading invoice data from a OneWorld environment should confirm whether the integration accounts for subsidiary filtering to avoid pulling data across entities that should remain separate.

For Microsoft Dynamics, Dynamics 365 Finance uses REST-based APIs with OAuth 2.0 authentication, making it the most API-compatible version for modern AR platforms. Dynamics GP and Dynamics NAV may have different integration requirements and typically need additional configuration work regardless of which AR platform you choose. The Stuut vs. HighRadius feature comparison covers Dynamics version-specific considerations in more detail.

Before starting any AR integration, your IT team should confirm three things:

  1. API access: Which endpoints are exposed, and does your ERP license include API access at the required tier?
  2. Authentication method: Does the platform use OAuth 2.0 (preferred for security) or API keys, and what token refresh handling does it support?
  3. Rate limits: What is the maximum request volume per minute, and does the AR platform's polling frequency stay within those limits under full production load?

Implementation timelines and IT resource requirements

Most AR platforms don't publish implementation timelines publicly, which makes vendor comparisons difficult before you reach the demo stage. Of the platforms covered in this article, only HighRadius and Stuut provide specific, publicly verifiable go-live estimates. For the others, treat vendor-quoted timelines as starting points and verify them directly with reference customers in similar ERP environments.

HighRadius typical implementation timeline

A standard HighRadius implementation typically ranges from 3 to 6 months. Your IT team will commit 100 to 200 hours across data extraction configuration, HEX Extractor setup, SFTP endpoint provisioning, field mapping, testing cycles, and change management.

Organizations running heavily customized ERP environments should plan for the full 6-month window, with the possibility of extending further if custom field mapping surfaces unexpected data quality issues during testing.

Rimilia integration steps for IT

As noted above, Rimilia's public integration documentation remains limited post-acquisition. Expect similar IT touchpoints to those outlined for BlackLine: API credential provisioning for ERP and bank data sources, remittance field mapping, and pre-launch matching accuracy testing against historical payments.

For a structured framework to evaluate Rimilia against other options, the AR platform comparison checklist walks through the key technical questions to ask any vendor during evaluation.

Minimizing platform IT workload

Stuut's IT requirements cover credential provisioning only. Your team provides API credentials for your ERP, Stuut maps invoice data and customer master records, and the integration is live. Stuut's Series A announcement names Honeywell, ZoomInfo, Bishop Lifting, and PerkinElmer as customers live and collecting within the 3 to 4 day window.

IT involvement requires limited hours across the onboarding period, not weeks. The task list covers provisioning API credentials, confirming ERP version and key custom fields, and a configuration review call. Stuut's team handles the data mapping and connection testing.

Assessing customization timeline risk

ERP customization is the primary variable in any AR integration timeline across all three platforms:

ERP environment HighRadius timeline Stuut timeline Rimilia (BlackLine) timeline
Standard S/4HANA or NetSuite 3 to 6 months 3 to 4 days Not publicly disclosed, request from BlackLine
Heavy customization (custom fields, non-standard GL structure) 6+ months Up to 6 to 10 day go-live window Not publicly disclosed, request from BlackLine

These are realistic estimates, not guarantees. A 30-minute ERP configuration review before committing to any timeline surfaces custom fields and workflow dependencies early enough to set accurate expectations.

Note: See the consolidated BlackLine/Rimilia disclosure above regarding unpublished implementation timelines.

Rimilia's edge: focused cash application scope

Rimilia's strongest technical case appears to be its more focused scope. The platform is positioned as specializing in cash application rather than spanning the full order-to-cash workflow, which typically translates to a narrower integration surface area. A more limited functional scope generally means fewer custom field dependencies and a shorter mapping exercise for your IT team.

The platform's AI-based matching targets same-day cash allocation, automating what is typically a high-volume, low-judgment task for AR analysts. For companies whose primary AR bottleneck is cash application backlogs rather than end-to-end collections, Rimilia's focused approach may align better with the actual problem.

Stuut spans the full order-to-cash cycle handling collections outreach, cash application, deduction management, and dispute resolution within a single platform, whereas Rimilia confines its automation to the cash application layer alone. Organizations that need coordinated action across all four functions will find Rimilia's scope insufficient, while those seeking only to eliminate payment-matching labor may find Stuut's broader capability set more than their current mandate requires.

Rimilia fits best under the conditions outlined in the system footprint section above. BlackLine has not publicly detailed Rimilia's implementation timeline for post-acquisition deployments, so request a concrete estimate from BlackLine's implementation team before using integration speed as a selection criterion.

HighRadius: evaluating its advanced AR capabilities

HighRadius is built for multi-instance, multi-region, multi-currency ERP environments. If your organization runs SAP across multiple subsidiaries in several countries with region-specific GL account structures, HighRadius has the architecture to support it. The platform processes $10.3T in transactions annually, which reflects genuine scale across complex enterprise deployments.

Beyond cash application, HighRadius covers credit management, deductions, and dispute management as separate modules. For organizations with high-volume trade promotion deductions, complex short-pay patterns, or multi-entity dispute routing, these modules add functional depth that Rimilia does not cover. The trade-off is configuration time: each additional module extends the IT integration and business rules configuration work, which is why HighRadius implementations with active deductions management typically run toward the longer end of the 3 to 6 month window.

Post-go-live, your IT team manages the HEX Extractor middleware layer: monitoring SFTP transfer schedules, handling errors when data extracts fail, and updating field mappings when ERP schema changes occur. This is ongoing maintenance work that persists for as long as HighRadius is live in your environment, so budget for it when comparing total cost of ownership.

Data protection and SOC 2 compliance

AR platform SOC 2 status

All three platforms hold SOC 2 certifications, which covers the baseline security requirement most enterprise Controllers and IT security teams require before approving a vendor that touches financial data.

Platform SOC 2 status Additional certifications
HighRadius SOC 2 Type II certified ISO 27001, GDPR compliant
Rimilia (BlackLine) SOC 2 Type II certified ISO 27001, ISO 27017, ISO 27018, ISO 27701
Stuut SOC 2 certified GDPR compliant; ISO 27001 and HIPAA in progress

Stuut's ISO 27001 and HIPAA certifications are in progress as the platform expands to meet the full range of certifications required by enterprise customers in regulated industries. If ISO 27001 is a hard requirement for your vendor approval process, confirm the current timeline directly with Stuut's security team before starting your evaluation.

Platform data residency and protection

HighRadius reportedly uses AES-256 encryption for data at rest and TLS for data in transit. BlackLine's security posture for Rimilia covers encryption, access controls, and data residency options as part of its enterprise security framework, certified under ISO/IEC 27001 and its companion cloud privacy standards.

Stuut double-encrypts customer PII through a partnership with Skyflow. Stuut's security engineering team manages the security infrastructure. All three platforms meet the baseline encryption standards most IT security teams require before approving a vendor handling financial data.

Protecting financial data: access and audit

Financial data written back by any of these platforms (cash application entries, dispute cases, communication logs) posts to the ERP in real time and falls under your existing ERP audit controls and segregation of duties configuration. Your ERP holds the system of record throughout.

If your contract with any of these vendors terminates, your financial data stays in your ERP. What resides in the vendor's environment (communication history, AI training data, remittance patterns) falls under the data retention and deletion terms in your Master Service Agreement. Request these terms before signing. Vendors typically do not publish them on their websites, so you must review the contract directly.

If your IT team is ready to validate Stuut's API architecture and data flow against your specific ERP environment, book a demo to review SOC 2 documentation, API endpoint specifications, and a pre-completed security questionnaire before your first evaluation call.

FAQs

Can I compare SAP integration effort between HighRadius and Rimilia directly?

HighRadius requires 100 to 200 IT hours and 3 to 6 months to configure the HEX Extractor middleware, map custom SAP fields, and complete multi-cycle testing before go-live. For Rimilia's SAP integration effort post-acquisition, see the Rimilia system footprint section above and request a concrete hour estimate from BlackLine's implementation team during your evaluation.

Does connecting an AR platform to my ERP require modifying the ERP configuration?

No. Stuut connects via API or SFTP and does not modify your chart of accounts, GL configuration, or existing ERP workflows. HighRadius and Rimilia also use API or SFTP connections, though specific documentation on whether they require ERP configuration modifications was not publicly available, request confirmation from each vendor's implementation team during your evaluation.

What happens to my financial data if I cancel the contract?

Your financial data posted to the ERP (cash application entries, dispute cases) stays in your ERP regardless of which vendor you use. The data retention and deletion clauses in your Master Service Agreement govern what happens to data held in the vendor's environment (communication logs, remittance patterns, AI training data), so review and negotiate these terms before signing.

Can we pilot Stuut on one ERP instance or business unit first?

Yes. Stuut reportedly supports a subset-of-accounts pilot where the integration connects to your full ERP environment but autonomous collections and cash application only execute on a defined segment of customers or invoices, letting IT validate the API connection and data flow before full rollout.

What specific ERP versions does Stuut support?

Stuut connects to SAP, Oracle, NetSuite, and Microsoft Dynamics 365 Finance via API, with standard configurations completing onboarding in 3 to 4 days and heavily customized environments running up to the full 6 to 10 day go-live window.

Key terms glossary

API rate limits: The maximum number of API requests an ERP or platform allows within a defined time window (typically per minute or per hour). Confirm the AR platform's polling frequency stays within your ERP's published limits under full production load before go-live.

Subledger: A detailed ledger that records all individual transactions for a specific account category, such as accounts receivable. AR platforms read open invoice data from and write cash application entries back to the AR subledger, which rolls up to the General Ledger (GL) in your ERP.

SOC 2 Type II: An independent audit certifying that a SaaS vendor's security controls (covering security, availability, and confidentiality) operated effectively over a defined period, typically 6 to 12 months. Type II is more rigorous than Type I, which only certifies that controls exist at a point in time.

HEX Extractor: HighRadius's proprietary middleware plug-in that automates the extraction of required AR data from your ERP and transmits it to the HighRadius cloud via SFTP or API. Configuring and maintaining the HEX Extractor is a significant IT resource requirement in a HighRadius implementation, alongside the broader hybrid SFTP/API architecture, custom field mapping, and system integration testing (SIT) cycles.

REST API: A software architectural style that uses standard HTTP methods (GET, POST, PUT, DELETE) to read and write data between systems. REST APIs with OAuth 2.0 authentication are the current standard for ERP integrations because they support real-time data exchange without requiring file-based batch transfers or middleware layers.

ETL (Extract, Transform, Load): The process of extracting data from a source system (your ERP), transforming it into the format required by the receiving system, and loading it into the destination. Middleware-heavy AR integrations rely on ETL processes that add configuration complexity and ongoing maintenance requirements compared to direct REST API connections.

Ben Winter

COO

Ben brings over a decade of go-to-market and operations expertise to building AR automation that actually works. He was VP Marketing at Fairmarkit (where he met Tarek) and GTM executive at Waldo before co-founding Stuut. He focuses on operations, product, and marketing—ensuring the platform integrates seamlessly with existing ERP systems and delivers results in days rather than months.

Frequently asked questions  about DSO

Is a higher or lower DSO better?
Lower is better because it means cash reaches your account faster. A DSO of 35 days is better than 55 days if your payment terms are the same.
Does DSO include current AR?
Yes. DSO reflects the total dollar amount you're owed from outstanding invoices, including invoices that aren't yet due.
How does bad debt affect DSO?
Writing off bad debt reduces your AR balance, which artificially lowers DSO even though no cash was collected. Ensure your AR figure is net of bad debt reserves for accurate measurement.
Should I calculate DSO monthly or annually?
Both. Annual DSO tracks long-term trends, while monthly DSO helps you spot process problems quickly and take corrective action before they compound.
What's the difference between DSO and CEI?
DSO measures collection speed in days. CEI measures collection quality as a percentage. A company can have low DSO but poor CEI if they're writing off accounts aggressively.
Can I reduce DSO without upsetting customers?
Yes. Proactive communication before due dates, helpful reminders, and fast dispute resolution improve customer experience while accelerating payment.

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