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Switching from HighRadius to Stuut: Migration playbook

Ben Winter
CPO
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TL;DR: The Stuut API connection completes in 3 to 4 days (full go-live in 6 to 10 days), versus the multi-month implementations mid-market reviewers report for HighRadius. A parallel run before full cutover typically adds at least one close cycle. You export open AR, payment history, dispute records, and communication logs from HighRadius, your IT team provisions API credentials to connect Stuut to your ERP, and you run a parallel period before full cutover. Stuut's per-agent pricing carries zero implementation fees and zero professional services charges, with subscription cost based on transaction volume and quoted by Stuut's team. Stuut collected $1.4B across 74 customers in 2025. Average DSO reduction across the customer base is 37% and average cash flow increase is 40%.

A major risk in your Order-to-Cash (O2C) process is staying on a platform that requires your team to execute the manual work the software was supposed to eliminate. HighRadius organizes that work into dashboards and workflows your team completes manually. Stuut's AI agents do the work autonomously, contacting customers, matching payments, resolving deductions, and posting to your AR subledger without human intervention. Position Stuut to your AR team as the system handling routine follow-ups on the long-tail accounts, freeing them for relationships that require judgment. This playbook covers the exact steps to move your AR data, connect Stuut to your ERP, and validate the switch before you decommission HighRadius.

Mitigating risk in a HighRadius migration

Finance leaders evaluating this decision often weigh two concerns: Losing historical AR data and disrupting cash flow mid-transition. Stuut is designed to reduce both risks through sequencing. The API connection reads your existing ERP data directly rather than replacing it, keeping your ERP as the system of record with no changes to your chart of accounts. The parallel run structure keeps your current collections process running until you've validated results on a live account subset. Finance leaders across organizational types face this same constraint. PE-backed companies operating on defined value creation plans, enterprise CFOs managing working capital under board scrutiny, and privately held mid-market businesses managing cash flow without external capital all need AR improvement to show up in working capital quickly, not after a multi-month platform implementation.

Planning your HighRadius exit window

Align your migration with three calendar anchors:

  1. Contract renewal date: Review your HighRadius service agreement for notice period requirements and renewal terms. Missing this window can lock you into another annual term.
  2. Month-end close: Start the Stuut API connection in the first week of a new month to avoid disrupting active cash application workflows.
  3. Quiet collections period: Avoid launching Stuut's first autonomous outreach wave during your highest-volume invoicing weeks, since end-of-quarter billing runs in manufacturing and distribution are a common trap.

Avoid HighRadius early exit fees

Before initiating the switch, pull your Statement of Work (SOW) and identify the cause-for-termination language. Two provisions worth reviewing: Any performance SLAs HighRadius has committed to (missed SLAs can create legitimate exit grounds) and any convenience-of-customer termination fees. Log every support ticket, delayed enhancement request, and system integration issue as documentation. Some users reviewing HighRadius on SoftwareAdvice report that requested enhancements can take six or more months, which can support a performance-based exit argument.

Quantifying HighRadius exit ROI

The financial case for switching starts with total cost of ownership, not just the subscription line. HighRadius does not publish implementation timelines or professional services costs publicly, but mid-market buyers reviewing HighRadius on G2 and SoftwareAdvice consistently report multi-month implementations requiring internal IT resources across sandbox configuration, SIT (System Integration Testing) cycles, and UAT (User Acceptance Testing) coordination. The value realization gap is real regardless of the exact duration: Your team is still running manual collections while the platform finishes deployment. A 37% DSO reduction can have significant working capital impact. For a $50M revenue company, every 10 days you cut from DSO frees roughly $1.4M in cash, and a 37% reduction from a 45-day baseline (approximately 16 days) would release around $2.2M in working capital.

Dimension HighRadius Stuut
Implementation time Marketed 3 weeks via Auto Consulting AI Agents, 3 to 6 months via Speed to Value methodology. G2 user-reported average: 8 months 3 to 4 day API connection, 6 to 10 day full go-live
Pricing model OBP (Feb 2026): $0 implementation and $0 subscription until go-live. Traditional contracts: subscription plus professional services Per-agent, no implementation fees
Architecture Founded 2006, AI agents added more recently AI-native, built 2024
IT involvement Multi-role team: sandbox, SIT, UAT cycles Single task: API credential provisioning

Pre-migration data audit and export

Stuut's AI learns your customers from day one when you provide AR history including open invoices, payment records, dispute logs, and communication threads. Clean data also protects your audit trail if regulators or auditors request historical documentation post-migration. Export these datasets from HighRadius before you connect Stuut:

  1. AR aging data: Pull your full open invoice file. Typical fields include invoice number, customer ID, due date, invoice date, amount outstanding, currency, and aging bucket (0-30, 31-60, 61-90, 90+). Stuut reads open invoice data directly from your ERP via API, so this export serves as a validation checkpoint rather than the live data feed.
  2. Payment history: Export payment records covering sufficient history to establish customer patterns. Payment ID, applied invoice number, payment date, amount, and payment method are the standard fields to capture, but the exact output depends on your payment processor configuration and how your team has structured payment recording. Export what your ERP produces natively and validate the field mapping during the day-two data validation step rather than forcing a non-standard export format. Stuut uses this data to identify how individual customers pay, learning that a specific customer consistently pays after two reminders without waiting weeks to observe behavior from scratch.
  3. Dispute records: Export open and recently closed disputes. Your export should include dispute ID, invoice number, customer ID, dispute date, reason code, and resolution status at minimum, but the exact fields depend on how your team has structured dispute tracking and which reason codes your ERP or HighRadius instance uses. Export what your system generates natively rather than forcing a non-standard format. If HighRadius uses custom reason codes that differ from your ERP's standard codes, document the translation before migration so dispute records remain queryable post-cutover.
  4. Communication logs: Export email and phone interaction logs covering recent history. These let Stuut's AI agent know which contacts have been unresponsive, which customers prefer a specific channel, and which accounts have open promises-to-pay, all of which improve first-contact resolution rates from week one.
  5. Customer master file: Export current contact names, email addresses, phone numbers, and billing portals organized by customer ID. Before initiating the Stuut API connection, validate these exports against your ERP AR aging report to confirm data accuracy. Whoever owns data quality sign-off on your team should confirm that amounts match across all exported files, since discrepancies discovered after go-live create reconciliation work that delays the parallel run.

Stuut go-live: The 3 to 4 day action plan

Traditional HighRadius integrations rely on a hybrid SFTP and API architecture with middleware connectors (the HEX Extractor, HighRadius's data extraction tool), requiring your IT team to configure data extraction programs and run multiple System Integration Testing (SIT) cycles before go-live. Stuut's approach is fundamentally different: Stuut acts like an authorized ERP user, reading and writing through standard APIs without a middleware layer.

Day 1: ERP API connection without modification

Your ERP Administrator provisions API credentials with the read and write permissions Stuut needs on the AR module and subledger. For standard SAP, Oracle, NetSuite, or Dynamics environments, the IT activity typically requires a few hours of one ERP Administrator's time, not a multi-role IT project.

Day 2: Validating migration data

Stuut reads your open invoice data and customer master records directly from the ERP and maps them to Stuut's data model. Verify three things before proceeding: Field mapping accuracy against your ERP data model, invoice amounts that match the ERP aging report, and customer contact data that is fully populated across pilot accounts. Whoever owns AR data quality on your team, whether that's your AR Manager, Controller, or AR Analyst, should sign off on this checkpoint before day three. Stuut doesn't modify your chart of accounts, existing GL configuration, or customer portal at any point. Your ERP remains the system of record and Stuut writes cash application entries back to the AR subledger in real time once you go live.

Day 3: Operationalizing Stuut for AR

Configure email, SMS, and voice communication channels with your dunning cadence and escalation rules. Stuut's AI chooses the right channel per customer based on history and urgency, but you define the business rules that govern outreach timing and escalation thresholds. Load your historical payment and communication data from the HighRadius export here so the AI agent starts with full customer context rather than building it from scratch.

Day 4: Verify launch, track performance

Stuut sends its first wave of autonomous outreach to the pilot account set. Your AR team monitors the dashboard for customer replies, promise-to-pay confirmations, and escalations flagged for human review. Stuut targets a 95%+ automated cash match rate for standard payment profiles. Use the first close cycle to validate the rate against your portfolio.

Running HighRadius and Stuut in parallel

Running both platforms simultaneously is a common structure for CFOs and Controllers who need documented proof before approving full decommissioning. This approach maintains current collections continuity while Stuut proves its match rate and outreach accuracy on a live account subset.

Structure the parallel run around four decisions:

  1. Duration: Use the first month-end close cycle as a starting point, not a finish line. Industry practice supports focusing on core, high-volume accounts in the initial reconciliation against the ERP subledger, then expanding coverage in subsequent cycles as confidence builds. Target full GL reconciliation across all accounts before you decommission HighRadius, not at the end of a single close.
  2. Account selection: Start Stuut on your long-tail accounts while HighRadius continues on top accounts. Bishop Lifting rolled Stuut out across its 45-branch portfolio in a 6-week go-live, reducing overdue receivables by 35% and generating a $3M working capital improvement.
  3. Success metrics: Target a 95%+ automated cash match rate, minimal GL posting errors on pilot accounts, and escalations that represent genuine exceptions rather than routine cases the AI should handle.
  4. Cutover decision: When metrics hold for a full billing cycle and your AR Manager confirms data parity across pilot accounts, document these results in a one-page sign-off that your Controller and CFO both approve. This paper trail protects the decision if auditors or the board later question the platform transition.

Decommissioning your legacy AR platform

Complete the HighRadius disconnect by revoking HighRadius API credentials and service account access in your ERP before you cancel the contract. Disconnect the data integration first, then archive the historical data, then terminate the contract. This sequence creates a clean audit record of the disconnection date.

Comparing total cost of ownership

  • HighRadius total cost: HighRadius does not publish standard subscription pricing or professional services rates publicly. HighRadius announced an outcome-based pricing option in February 2026 with $0 implementation fees and $0 subscription until go-live, with customers paying a fraction of realized P&L gains. HighRadius also markets a 3-week go-live via its Auto Consulting AI Agents. The OBP structure reframes the commercial model, but the underlying integration effort, including HEX Extractor configuration, sandbox setup, and multi-cycle SIT testing, remains unchanged. Mid-market reviewers on G2 and SoftwareAdvice report an average implementation time closer to 8 months despite the marketed Speed to Value timeline of 3 to 6 months, meaning your team may continue running manual collections for an extended period before the platform delivers value.
  • Stuut TCO: Stuut's per-agent subscription model carries zero implementation fees and zero professional services charges. The only upfront cost is a few hours of your ERP Administrator's time on day one. Subscription pricing is based on transaction volume and requires a conversation with Stuut's team rather than a public rate card, but the cost structure is straightforward: Subscription fee plus minimal internal labor for data export and validation across the four-day go-live window. For a detailed comparison of HighRadius's cost structure against alternatives, including professional services and SAP integration costs, see the full breakdown.
  • Your breakeven calculation: Calculate your breakeven using three inputs: Current annual cost of your existing AR platform (license plus professional services plus IT labor), cash value of DSO reduction (your AR portfolio size multiplied by current DSO, multiplied by expected improvement percentage, multiplied by your cost of capital), and Stuut's annual subscription cost. Stuut pricing is quoted based on your transaction volume. Book a demo to get a custom TCO model with your specific AR portfolio, ERP environment, and current DSO baseline factored in so you can compare total cost of ownership against your current platform before making the switch.

Common HighRadius migration challenges solved

  • How long does migration take? The API connection completes in 3 to 4 days for standard SAP, Oracle, NetSuite, and Dynamics environments. Heavily customized environments may take closer to the full 6 to 10 day go-live window for mapping and testing, but Stuut's use of standard APIs avoids the custom middleware that drives the implementations these reviewers describe.
  • Will I lose historical AR data? No. Stuut reads directly from your ERP rather than replacing it, which means your historical AR data stays in the ERP's AR module throughout the migration. The HighRadius data export creates a separate compliance archive of that platform's history. Store this in encrypted cloud storage with role-based access controls and a documented retention schedule before you cancel the HighRadius contract.
  • What if my ERP has custom HighRadius integrations? HighRadius integrations frequently involve custom field mappings and middleware connectors (the HEX Extractor) that took months to configure and now represent a migration dependency. Stuut is designed to avoid this complexity by using your ERP's standard API rather than replicating custom logic outside the ERP. Your ERP configuration stays unchanged and Stuut reads whatever fields your standard API exposes. If your ERP has non-standard customizations, Stuut's implementation team works with you during validation to map these using standard API access rather than building a new middleware layer.
  • How do I pilot with minimal risk? Run Stuut on a defined subset of accounts for 30 days while your existing platform continues on everything else. Define success criteria upfront: 95%+ automated match rate, minimal GL reconciliation errors, and measurable improvement in collection rates on pilot accounts versus the same period last year. Request the specific SLA terms, data deletion policy, and exit clause language from Stuut's sales team before signing. Stuut's comparison of AR automation platforms covers how pilot structures differ across vendors if you want a broader reference before committing.

The HighRadius migration fear is understandable, but the actual migration risk is much smaller than the ongoing cost of staying on a platform your team has already outgrown. If your AR team is still manually chasing invoices that HighRadius was supposed to eliminate, staying costs more than switching. Book a demo with the team to see the API connection and autonomous collections dashboard in action.

FAQs

What data must I export from HighRadius before migrating?

Export five datasets: Open invoice aging (invoice number, customer ID, due date, amount, aging bucket), payment history with payment method and applied invoice fields, dispute records including reason codes, customer master file with current contacts and billing portals, and communication logs. Your Controller should validate amounts against your ERP AR aging report before initiating the Stuut API connection.

What automated cash application match rate does Stuut target?

Stuut targets a 95%+ automated cash application rate, handling exact matches, partial payments, short-pays, overpayments, and bulk deposits by learning remittance patterns and flagging exceptions for human review when confidence drops below threshold.

Does migrating to Stuut require modifying my ERP chart of accounts?

No. Stuut connects via API without modifying your chart of accounts, GL configuration, customer portal, or existing payment processing. Your ERP remains the system of record and Stuut writes cash application entries back to the AR subledger in real time.

How does Stuut handle deductions during and after migration?

Stuut's deduction management module is designed to categorize short-pays and implicit deductions. For early-pay discounts where contractual terms are clearly defined, the system can apply those terms to process the deduction. For retailer chargebacks, it pulls backup documentation, validates claims against trade agreements, and flags invalid deductions for recovery.

Key terms glossary

Order-to-Cash (O2C): The end-to-end business process from customer order through cash collection and GL posting, encompassing invoicing, collections, cash application, deduction resolution, and dispute management.

Days Sales Outstanding (DSO): The average number of days a company takes to collect payment after a sale, calculated as (accounts receivable divided by total credit sales) multiplied by the number of days in the period. A 37% DSO reduction on a 60-day baseline means collecting in approximately 38 days instead.

AI agent (vs. workflow automation): An AI agent executes multi-step workflows autonomously (contacting customers, matching payments, resolving deductions) without human input at each step. Traditional workflow automation surfaces tasks for a human to complete rather than completing them independently.

Cash application: The process of matching incoming payments to open invoices in the AR subledger. Manual cash application typically takes one to three days after payment receipt. Automated cash application via Stuut posts entries in real time at a 95%+ automated match rate.

Ben Winter

CPO

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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