Numeric vs FloQast vs Ramp Stack: Which platform fits your team?

Numeric, FloQast, and Ramp each automate accounting work in their own way. Numeric offers a data platform for finance teams that can sit alongside an existing ERP or, for some customers, replace one outright, combining close management, cash matching, and revenue recognition with an underlying data layer built for finance engineers who want to build custom reporting and workflows. FloQast layers AI agents on top of traditional close-management workflows, offering automated reconciliations, journal entry automation, and compliance tooling built for accounting teams working across NetSuite, SAP, Workday, Sage Intacct, and Xero. Ramp offers Ramp Stack, an AI accounting platform where agents use connected financial data and a team’s saved processes to prepare reconciliations, workbooks, and journal entries for accountant review and approval.

Below, we compare the three platforms across reconciliation and journal entries, close checklists, and system connectivity.

How Numeric, FloQast, and Ramp compare at a glance

The table below highlights how the three platforms differ across pricing, features, and capabilities.

Next, we break down each feature to show how the platforms differ in practice.

Reconciliation and journal entry automation

Where each platform's AI actually operates in the workflow shapes how much oversight your team keeps over automated work.

Numeric

Numeric's AI surfaces inside the platform through a feature called Prism, which supports in-app analysis and reporting on top of reconciled data. An Agent Builder lets teams delegate background tasks such as matching and flagging, and Numeric MCP extends access to the platform from tools like Claude or ChatGPT for teams that want to query their finance data outside Numeric's own interface. Reconciliation work is tagged and logged in a full audit trail as it's completed, and for companies with edge-case accounting needs, Numeric also supports building custom ledgers rather than working strictly within a fixed chart of accounts.

FloQast

FloQast's AI Transaction Matching automatically matches and reconciles high-volume transactions across multiple data sources, including bank and credit card reconciliations, using plain-language rules teams can adjust without IT involvement. The platform is ISO 42001 certified and SOC 2 Type II compliant, and the company describes every output as explainable and logged, with no entry hitting the books without human approval. A broader agent-building tool, FloQast Transform, lets teams describe workflows in plain language for agents to run consistently each cycle, covering tasks like accruals and allocations beyond the standard close checklist.

Ramp

Ramp Stack starts by connecting every account that matters to the close, including bank, card, and other financial accounts. From there, Stack identifies the reconciliations due each month and assigns agents to work through them: agents reconcile account activity to the general ledger at the transaction level, then build formula-backed workbooks that surface the underlying calculations, summary views, and transaction-level detail behind each number. When a reconciliation requires it, agents draft the resulting journal entries, attach the supporting workbook, and post directly to the accounting system once a reviewer approves the work, with the entry linking back to the session that produced it. Much of this runs on skills that come prebuilt for common accounting tasks, so Stack can complete work out of the box, while teams can edit existing skills or build new ones to match their own processes, making the platform their own.

Close checklists and task tracking

Each platform handles close checklists differently, from what gets tracked to who actually does the work.

Numeric

Numeric's close checklist ties directly into account reconciliation and flux analysis, so variance explanations sit next to the accounts they explain instead of in a separate spreadsheet. Transaction monitors flag anomalies before close rather than during review, and reconciliations are built so accountants only need to review exceptions instead of every line. Cash matching runs on flexible rules such as memo, amount, and date range, with AI-suggested matches for anything the rules don't catch automatically.

FloQast

FloQast centers the close around a checklist and status view that gives teams real-time visibility into where the close stands across departments. Automated reconciliations and rollforward schedules handle high-volume, repetitive matching work, and a Request Agent automates the back-and-forth of collecting supporting documentation from stakeholders outside the accounting team. Close Analytics surfaces where bottlenecks tend to recur across cycles, so teams can address the same delay before it happens again rather than after.

Ramp

Stack lets your team build close checklists that manage every part of the close, whether you upload an existing checklist or create a new one. Each task carries a description, an assigned owner, a reviewer when one is needed, a due date, and whether it recurs. Any task can be assigned directly to an agent, which pulls the relevant data, builds a plan, and executes toward the task's output once that plan is approved. Your team manages and organizes the work from the checklist while agents handle execution, surfacing completed work for review or approval before anything is finalized.

Connectivity beyond the ERP

Whether a platform sits alongside your ERP or aims to replace it changes how much of your finance stack you're rebuilding, and so does how much it connects to beyond the ERP itself.

Numeric

Numeric offers both an integration path and a full ERP replacement path. The ERP Replacement package positions Numeric as "the agent-first system of record," combining subledger automation, billing and revenue tooling, and a unified data foundation in place of a traditional ERP like NetSuite. Teams that don't want a full replacement can adopt individual modules, such as Close Management or Cash Management, alongside their current ERP instead.

FloQast

FloQast integrates with NetSuite, SAP, Workday, Microsoft, Sage Intacct, and Xero, positioning itself as a layer that sits on top of an existing ERP rather than a replacement for one. It connects ERP data to close and compliance workflows and supports journal posting in certain workflows; availability varies by ERP.

Ramp

Ramp Stack connects to more than 20 systems beyond the ERPs it supports directly (NetSuite, QuickBooks, and Sage Intacct), including external bank and card activity through Plaid and HR or payroll systems like Deel and ADP. Source documents and business knowledge, such as files in Google Drive, stay available to agents alongside the accounting system itself. For teams already on Ramp, card and bill pay activity become additional connected context agents can work from, bringing outside spend onto one platform alongside the accounting system.

Numeric vs FloQast vs Ramp Stack: full comparison

Which platform fits your team?

If your priority is a finance data platform your team can extend and customize, Numeric's modular structure, ERP replacement option, and developer-facing tools like Prism and Numeric MCP are built for finance teams that want to build rather than only configure. If your priority is compliance rigor at scale, FloQast's SOX 404a and 404b tooling, automated evidence collection, and audit-focused AI testing are built specifically for enterprise internal audit and risk functions. If your priority is recurring accounting work, Ramp Stack’s agents follow your team’s processes across connected systems, prepare work for review, and record each session in an audit log.

See how agents change day-to-day accounting work

After three years of using AI tools, Jared Lee, CFO at Bissell Brothers Brewing, says Ramp Stack "is probably the biggest step up I've seen in my day-to-day work because it actually executes the accounting work." Teams using Stack have seen up to 60% faster closes and up to 9x faster recurring schedules and reconciliations, since the agent handling a task already knows the team's process from the last cycle instead of starting over.

Try Stack for free to see how agents can accelerate your team’s next close.