The Verdict
FloQast is the safer choice for most mid-market accounting teams: deeper workflow, a real SOX layer and 3,500+ customers of proof. Numeric is the better product for lean, tech-forward teams whose biggest close pain is flux analysis and reconciliation drafting, and it's moving faster than any close vendor we track.
This is the most interesting matchup in close software right now, because the two companies represent two theories of the category. FloQast, founded in 2013 by CPA Mike Whitmire, built close management the way accountants work: checklists, reconciliations, review notes and sign-offs, with AI added carefully on top and wrapped in governance. Numeric, founded around 2020, started from the opposite premise: the close is a data problem, AI should do the first draft of everything and the accountant's primary job is review.
Both theories are winning customers. FloQast announced its 3,500+ customer count in September 2026 alongside a new wave of AI products, and names Lululemon, Chipotle and Shopify among its users. Numeric raised a $51M Series B led by IVP in November 2025 and names OpenAI, Brex, Wealthfront and Plaid as customers. The choice between them is less about which product is better and more about which theory matches your team, your ERP and your audit posture. The sections below take each dimension in turn.
One scope note before the detail: neither platform consolidates entities or produces statutory reporting, so if that's your requirement, start with our consolidation ranking instead. And finance teams use the CFO Shortlist app for the EPM and FP&A side of their evaluation, which sits next to this decision rather than inside it.
Choose FloQast If / Choose Numeric If
Neither one if: you need heavy transaction matching at enterprise volume, group consolidation or statutory reporting. That evaluation runs through BlackLine, Trintech and the EPM platforms in our financial close ranking.
Head-to-Head Table
Everything below comes from our vendor research, both companies' own announcements and our September 2026 review checks. Pricing rows are typical entry shapes, not quotes, because both vendors price by quote.
| Dimension | FloQast | Numeric |
|---|---|---|
| Founded | 2013, Los Angeles, by CPA Mike Whitmire | About 2020, San Francisco |
| Company stage | Late-stage private, roughly $1.6B valuation after a 2024 ICONIQ Growth round | Series B, $51M raised November 2025 led by IVP |
| Customers | 3,500+ accounting teams, including Lululemon, Chipotle and Shopify | Skews to technology and fintech brands: OpenAI, Brex, Wealthfront, Plaid |
| Close checklists & workflow | Deep. A decade of iteration on ownership, dependencies and sign-off | Strong and GL-aware. Tasks link to live balances and transactions |
| Reconciliations | AutoRec matching for bank, subledger and intercompany tie-outs | AI-prepared reconciliations, auto-certification under policy thresholds |
| Flux analysis | Drill-down workflow with AI-generated explanations | The signature feature. AI drafts variance explanations from transaction-level drivers |
| AI approach | Agents added to a mature workflow spine, wrapped in COSO governance | AI-native from the first line of code, human review as the primary job |
| SOX & compliance | SOX module, auditor portals, segregation-of-duties visibility | Audit-trail-first design, but a lighter SOX program layer |
| Consolidation | Not a consolidation engine | Not a consolidation engine |
| Implementation | 2 to 8 weeks, usually internally led | 2 to 6 weeks, product-led onboarding |
| Typical entry shape | Roughly $25K to $100K+ per year by team size and modules | Market-reported roughly $20K to $80K+ per year by team, entities and AI scope |
| G2 (checked September 2026) | 4.6 out of 5 across 1,415 reviews | 4.8 out of 5 across 65 reviews |
Read the G2 row with its sample sizes: 4.6 across 1,415 reviews and 4.8 across 65 reviews are different kinds of evidence. Both are strong scores for this category.
Close Management Depth
Close management is the checklist spine: who owns each task, what depends on what, what's signed off and where the close stands right now. This is FloQast's home ground. The product was built by accountants who ran closes, and a decade of iteration shows in the details: dependencies that reflect real close sequences, review notes where reviewers actually work, close calendar analytics that surface bottlenecks and cycle times, and sign-off workflows your auditors already know from other clients.
The underrated FloQast advantage is coexistence with Excel. Reconciliations can stay in workbooks, tied into a governed checklist with evidence attached. That's why implementations run 2 to 8 weeks and adoption rarely fails. It's also an honest limitation: the fragility of inherited spreadsheets stays your problem, organized rather than eliminated.
Numeric's close management is genuinely good and differently built. Tasks are GL-aware: a checklist item links to live balances and transactions, so a task can know whether the account it covers has moved since sign-off. Cycle analytics track aging and workload distribution. What it lacks is the accumulated breadth: ten years of edge cases, review-note conventions and integrations that FloQast has already met at some other customer. Numeric's own positioning concedes this, and its 2 to 6 week onboarding is aimed at teams that don't carry much process legacy to migrate.
On compliance workflow the gap is wider. FloQast maps SOX controls into the close, generates testing evidence, exposes auditor portals and shows segregation-of-duties. In September 2026 it hired Lucia Wind, the outgoing COSO board chair, as SVP of Risk and Audit Advisory, which signals where it's investing. Numeric is audit-trail-first at the transaction level but has a lighter SOX program layer today.
Dimension verdict: FloQast, clearly, for workflow breadth and compliance. Numeric closes the gap fastest where the team is small and the process is young.
Reconciliations & Flux Analysis
Both vendors automate the two most labor-heavy parts of the close, and this is where the product philosophies diverge most visibly. FloQast's AutoRec matches bank, subledger and intercompany tie-outs, attaches evidence at the reconciliation level and, with its newer agents, drafts reconciliations for accountant review. It's dependable automation of the routine layer. Our research is equally clear about the ceiling: FloQast's matching depth trails dedicated engines, and high-volume transaction matching is one of the reasons teams go to BlackLine instead. Read more in our account reconciliation explainer.
Numeric prepares reconciliations with AI, generates supporting schedules and auto-certifies low-risk accounts under policy thresholds you set. Its Cash Management module, launched with the Series B, claims 90%+ matching rates with an AI rule builder, and Brex publicly reports cutting cash reconciliation from days to a few hours. Those are vendor and customer claims, not our measurements, which is exactly why the demo section below asks you to measure automation rates on your own accounts.
Flux is Numeric's home ground
Flux analysis, the explanation of period-over-period variances, is where Numeric built its reputation. The product drafts variance explanations from transaction-level drivers: it reads the entries behind the movement and writes the explanation with the numbers cited, for a reviewer to accept, edit or reject. It also monitors materiality continuously rather than only at month-end, so a variance that will need explaining is flagged before close week. If your team spends days each month writing flux commentary, this single capability can justify the evaluation. Our flux analysis guide covers the underlying process.
FloQast's flux workflow organizes drill-down and explanation well, and its AI-generated explanations grounded in transaction details are improving quickly. But drafting quality from raw transactions is the axis Numeric optimized from day one, and in our judgment it still leads there.
Dimension verdict: split. FloQast for governed reconciliation workflow at moderate volume, Numeric for flux analysis and AI-drafted rec preparation. Neither replaces a dedicated matching engine at enterprise transaction volume.
The AI Question
Every close vendor now claims AI. The useful comparison is what ships, what's governed and what the AI is structurally allowed to touch. As of September 2026, both of these vendors have real, shipping AI, which already puts this matchup ahead of most of the category.
FloQast: agents on a governed spine
At its TakeControl 2026 event in September, FloQast announced Transform, an agent builder that reverse-engineers AI agents from your completed close files, no coding, with the accounting team building and signing off on each step. Alongside it: an AI Assistant that reviews journal entries and flags errors before approval, Detect for transaction anomaly monitoring per subsidiary and account, AI-drafted audit plans for SOX and operational testing, and a COSO GenAI governance module announced as coming soon. The pattern is consistent: AI does the work, a named human approves it and the governance framework is a product feature rather than a policy document.
Numeric: AI as the core, not the layer
Numeric's AI is an architecture rather than a feature list. Flux drafts, reconciliation preparation, auto-certification under thresholds and technical accounting research that returns answers with cited authoritative guidance all sit on the same transaction-grounded foundation. The output cites the underlying entries, which matters enormously for review and audit. And the cadence is real: the product visibly improves month to month, funded by $89M across three rounds since 2024.
The honest trade-off: FloQast's AI is newer than its workflow and still maturing inside a very mature product. Numeric's AI is mature relative to its youth, inside a product whose workflow breadth is still filling in. Your auditors will also treat them differently. FloQast arrives with COSO alignment and familiar sign-off patterns. Numeric's auto-certification will draw questions the first year, and you should want it to.
Dimension verdict: Numeric on AI depth and velocity, FloQast on AI governance. Teams under SOX should weight governance heavily. Teams drowning in flux commentary should weight depth.
Implementation Weight & Pricing Shape
This is the rare head-to-head where implementation weight barely separates the vendors, and it's worth saying plainly because the rest of the close category doesn't look like this. FloQast deploys in 2 to 8 weeks, usually without external consultants, by mapping onto your existing close rather than redesigning it. Numeric runs 2 to 6 weeks with product-led onboarding: GL connection in week one, reconciliations and flux configured across weeks two and three, first AI-assisted close by week four. Compare that with the 3 to 8 month SI-led projects standard at BlackLine or Trintech and the difference in commitment is a category of its own.
What you'll actually pay
Both vendors price by quote, so treat published figures as planning anchors. FloQast's typical entry shape runs roughly $25K to $100K+ per year depending on team size and module selection, with modest implementation cost. Market-reported Numeric pricing runs roughly $20K to $80K+ per year, driven by users, entities and AI feature tiers, with minimal implementation cost. At the entry point the two overlap almost completely, which means price will rarely decide this comparison on its own.
Three negotiation notes. First, AI capability sits in higher tiers at both vendors, so quote the configuration you'll actually run, not the base platform. Second, Numeric's packaging is young and will keep changing; a price-protection clause costs nothing to ask for. Third, both vendors know exactly who else you're evaluating, and this particular pairing is competitive enough that multi-year discounts are available for the asking.
Dimension verdict: effectively a tie on weight and cost shape. Decide this comparison on capability and team fit, not on price.
Switching Scenarios
Most people reading this page aren't choosing from zero. They run one of these tools, or Excel, and something changed. Four scenarios cover most of the traffic we see.
This is the most common reason teams evaluate Numeric. FloQast's flux workflow organizes the review well, and its AI explanations are improving, but Numeric built its product around drafting variance explanations from the underlying transactions. If your close checklist is fine and your pain is explaining the P&L, run Numeric against one real month of your GL and compare draft quality line by line. Keep FloQast if the drafts don't clearly beat what your team writes.
An IPO path or a new audit committee changes the weighting. FloQast maps SOX controls into the close workflow, generates testing evidence and gives auditors their own portal, and it just hired the outgoing COSO board chair to push that further. Numeric's audit trail is genuinely strong, but its program-level SOX tooling is younger. Before switching, ask Numeric to show its controls documentation and testing workflow against your specific control matrix. Some teams keep Numeric for the close and add nothing.
Both vendors implement in weeks, not months, so implementation weight won't decide this. Decide on team shape instead. A controller-led team that wants checklists mapped onto its existing process, with Excel kept in the loop, lands naturally on FloQast. A lean, technically comfortable team on NetSuite or a similar modern ERP, willing to let AI draft first and review second, gets more from Numeric. Demo both. The two products feel different within ten minutes.
Neither platform consolidates entities or produces statutory reporting, and neither claims to. If your requirement has grown into heavy transaction matching at enterprise volume, or group consolidation across many entities, the comparison moves to BlackLine, Trintech Cadency or an EPM platform with real close capability. Our BlackLine vs FloQast report and our financial close ranking cover that next tier.
Migration mechanics favor the switcher in both directions. Neither tool holds your GL data hostage, since both read from the ERP, and checklists export cleanly. The real switching cost is re-training the team and re-baselining your auditors, which is one close cycle of friction, maybe two. That's low by close software standards, and both vendors know it, which keeps them honest.
Demo Pressure-Tests
Five tests, one sandbox each, ideally the same closed month given to both vendors. Every one of these separates the products more sharply than a feature checklist will.
Both vendors show polished flux demos on demo data. Draft quality on your chart of accounts, with your entity structure and your transaction mix, is the actual product.
The test: Give both vendors read access to one closed month. Ask for AI-drafted explanations on your ten largest variances. Score each draft: did it name the real driver, cite the right transactions and write something you'd send to the CFO unedited?
FloQast's AutoRec and Numeric's AI reconciliations both automate the routine tie-outs. The percentage that actually auto-completes on your accounts is what changes your close, and it varies widely by GL hygiene.
The test: Bring your reconciliation list. Ask each vendor to classify it: which accounts auto-certify, which get an AI draft for review and which stay fully manual. Get the expected automation rate in writing and ask what evidence attaches to each auto-certified rec.
AI-prepared work changes the audit conversation. Your auditors will ask who prepared each rec and flux note, what the AI saw and who signed off. The two platforms answer this differently.
The test: Ask each vendor to walk your audit senior through one AI-prepared reconciliation: the preparer-of-record, the review trail, the evidence chain and how a restated number propagates. FloQast should also show its SOX module and auditor portal here. Numeric should show its audit trail on an auto-certified account.
Close tools demo well in month one. The differentiator is what happens when you add an entity, change your ERP segments or onboard a new accountant.
The test: Ask to see the admin experience: adding an entity mid-year, remapping accounts after an ERP change and the setup effort when a new team member takes over 20 checklist items. Ask both vendors how much of this needs their support team versus your own admin.
Agents that touch journal entries and reconciliations are inside your control environment. Whoever you pick, your external auditor will eventually ask how agent output is governed.
The test: Ask FloQast to demo Transform's agent build and sign-off flow, and its planned COSO GenAI module. Ask Numeric how auto-certification thresholds are set, logged and overridden, and who approves a threshold change. Vague answers here mean you write the governance yourself.
For the wider process these tools sit inside, our month-end close checklist maps every close task day by day, and our financial close explainer covers the fundamentals.
Frequently Asked Questions
Next Reads
Build your shortlist in the CFO Shortlist app
Weigh close and reconciliation vendors against your team size, ERP and audit posture, using the same research behind this comparison.