Tag: Rippling

  • Rippling Unveils AI Spend Console to Tame Million-Dollar Token Costs

    Rippling Unveils AI Spend Console to Tame Million-Dollar Token Costs

    Rippling, the HR software company, has launched AI Spend Console after its internal AI token costs soared into the millions. The new tool provides granular visibility into AI spending by employee, team, and role, linking token usage to measurable work output such as code reviews and pull requests.

    The product emerged from a wake-up call in March when Rippling’s finance team discovered that AI tokens could consume 40% of its R&D headcount budget. Monthly spending had grown by 80%, pushing the projected annual cost to nearly 90% of that payroll budget. Chief Product Officer Matt MacInnis said executives were “incredulous” when they saw the figures.

    Upon investigation, Rippling found that 10–15% of workers accounted for about 60% of total AI spending. One engineer alone used $50,000 worth of AI tokens in a single month. Employees frequently selected expensive frontier models for routine tasks.

    Rather than cutting access, management initiated an urgent cost review. Rippling negotiated spending caps with providers including Cursor, OpenAI, and Anthropic, and built an AI gateway that routes each request to the most cost-effective model based on task complexity and cost.

    The changes reduced token spending from 40% of Rippling’s R&D headcount budget to about 15%. Usage remained near peak levels: 605 billion tokens in April and 600 billion in July, yet July’s bill was only 37% of April’s cost. CEO Parker Conrad noted that GLM 5.2 cost 85% less while delivering nearly comparable results for their tasks.

    AI Spend Console combines prompt volume, model costs, and work data in a single dashboard. For engineers, it compares spending with code output, pull requests, and review results. Managers can identify employees whose costly AI work frequently requires revision. Rippling also appointed “AI captains”—power users who help colleagues apply AI to suitable tasks.

    The console is included with Rippling’s HR subscriptions, though customers pay additional usage-based AI fees. It can also be purchased separately and connected to another HR system, tracking spending at individual, team, and role levels within the same workforce data structure.

  • Top Contractor Payment Platforms for 2026: Expert Picks for Compliance and Global Payouts

    Top Contractor Payment Platforms for 2026: Expert Picks for Compliance and Global Payouts

    Hiring contractors across borders has become standard practice for growing companies that need specialized skills without the wait of a traditional hiring plan or local entity setup. But the real challenge often emerges after the hire: how contractors get paid, whether payments arrive on time and in the right currency, and whether the engagement is structured to protect the company from misclassification claims.

    Most payment app comparisons focus on the freelancer’s perspective—fees, transfer speed, exchange rates. This guide is built for HR, finance, and operations teams responsible for paying a distributed contractor workforce while staying compliant. For contractors evaluating high-income freelance roles, the payment infrastructure their client uses is invisible until something goes wrong. For the company, it’s a real operational and legal exposure.

    Contractor Payment Service Providers to Know in 2026

    1. Papaya Global

    Papaya Global structures contractor payments around Agent of Record (AOR), meaning contractors are engaged on Papaya’s own paper rather than the hiring company’s. This shifts misclassification liability to the experts, addressing the single biggest risk most companies underestimate when scaling contractor headcount across jurisdictions. The platform covers 130 payout currencies on Tier 1 banking rails, with invoice collection, validation, and payment handled without manual processing. Its AI-driven compliance and reporting features (Papaya ONE) provide data-driven insights. Contractors sit in the same data model as employees and EOR workers, offering one unified workforce picture instead of a separate system.

    2. Deel

    Deel built its early reputation on contractor payments before expanding into EOR and payroll. It supports a wide range of payout methods and local currencies, and its contract templates are localized by country. Companies with a large, fast-growing contractor base often start here because onboarding can happen in minutes.

    3. Remote

    Remote pairs contractor payments with compliance and contract management tools, and it builds entity ownership into its model in several markets rather than relying purely on partner networks. This ownership matters most when a contractor engagement runs long enough that reclassification risk becomes a real question.

    4. Rippling

    Rippling’s advantage is integration depth. Contractor payments sit inside the same system as payroll, IT provisioning, and HR records, making it a strong fit for companies that already run their full workforce through Rippling and want contractors managed the same way.

    5. Airwallex

    Airwallex is built like financial infrastructure rather than an HR platform. It offers global accounts in 20+ currencies, multi-currency virtual cards, and strong accounting integrations. It’s a fit for finance teams that want granular control over how and when international payments settle.

    6. Wise Business

    Wise Business extends the transparent, mid-market exchange rate model that made Wise popular into a business payout tool. For companies paying a smaller number of contractors and prioritizing low fees and rate transparency over compliance infrastructure, it’s a straightforward option, though it does not address misclassification risk on its own.

    7. Oyster

    Oyster combines contractor payments with EOR services and emphasizes localized contracts and benefits access for contractors in markets where that matters for retention. It’s reasonable for companies weighing whether a role should be a contractor or full employee, since both paths run through the same platform.

    Key Factors to Consider Before Choosing

    Fees and transfer speed are easy to compare. The harder questions are about risk. Does the provider take on responsibility if a contractor is later found misclassified? What happens if a payment fails or is delayed—does the company absorb the cost and relationship damage, or does the provider? Currency coverage matters more than it looks on a feature list: a provider that supports 20 currencies well is often better than one claiming 100+ but routing half through slow correspondent banking. Integration matters for scale: a contractor payment tool that cannot connect to systems tracking headcount, cost centers, and compliance status becomes its own reconciliation project once the contractor count moves from a handful to a few dozen.

    Conclusion

    The right contractor payment provider depends on how much risk a company wants to manage itself versus transfer to a partner. A smaller contractor base with straightforward payouts may do fine with a fee-transparent tool like Wise. A larger, multi-country contractor workforce, especially one expected to keep growing, benefits more from a provider that treats classification risk and payment reliability as part of the same problem. Whatever the choice, the test is the same: does the provider make it easy to know, at any point, who’s been paid, what’s compliant, and where the exposure sits if something goes wrong?

    FAQs

    What’s the difference between a contractor payment app and an Agent of Record (AOR) service?

    A payment app moves money from the company to the contractor and stops there. An AOR service engages the contractor on its own legal paper, which means it can absorb misclassification liability rather than leaving that risk with the hiring company.

    How many contractors should a company have before considering a dedicated platform over a basic payment app?

    Once contractor payments span more than a handful of countries or the company is managing renewal dates, invoices, and classification questions manually, the operational cost of a spreadsheet-based process usually exceeds the cost of a dedicated platform.

    Can the same platform handle both contractors and full-time employees?

    Several providers—Papaya Global, Rippling, Oyster—manage contractors and employees in the same system. That’s useful for companies that expect some contractors to convert to full-time roles or want one consolidated view of total workforce cost.

    Is misclassification risk really a serious concern for a small number of contractors?

    Yes. Misclassification exposure is not only a function of headcount but of how the engagement is structured and how long it runs. A single long-term contractor treated like an employee in practice—set schedule, company equipment, exclusive engagement—can trigger the same liability as a larger program.

    Do these platforms handle contractor tax documentation?

    Most platforms listed handle tax form collection relevant to the contractor’s classification and country. Depth varies, so confirm coverage for the specific countries where contractors are based before committing.