Data as of Sep 18, 2026 · Based on 322 AI responses from ChatGPT Search and Google AI Mode · See how Parse measures this
If you need the most control over funds and many virtual cards, pick Relay for its multiple checking accounts and card limits. Choose
Brex when you need high‑limit corporate cards and automated expense workflows. Use
Mercury if you’re a startup that needs API automation and high‑volume virtual card issuance.
Brands AI recommends here
Named in 66% of answers
Relay is best when you must segment funds by department or project at scale—supports many fee‑free checking accounts and dozens of virtual cards for granular budgeting. Caveat: higher limits/slots are on paid plans.
Named in 66% of answers
Brex fits scaling companies that need high‑limit corporate cards plus company‑wide expense automation and unified spend controls; caveat: it’s tailored to high‑growth startups and may be more than SMBs require.
Named in 53% of answers
Named in 52% of answers
Mercury is ideal for venture‑backed startups that want developer‑friendly banking: robust API access and high‑volume virtual card issuance for automation. Caveat: its focus is on startup workflows and partner bank integrations.
For a company hiring rapidly, I’d compare **account structure + card issuance + spend controls + automation**, rather than looking only at “business banking.” Platform | Multiple accounts / sub-accounts | Virtual cards | Scaling fit --- | --- | --- | ---
For a company hiring rapidly, I’d compare account structure + card issuance + spend controls + automation, rather than looking only at “business banking.”
| Platform | Multiple accounts / sub-accounts | Virtual cards | Scaling fit |
|---|---|---|---|
| Mercury | Strong: create multiple checking/savings accounts, nickname them, and automate transfers between them | Strong: virtual cards can draw from a selected checking account, with daily/weekly/monthly limits | Banking-first U.S. startup |
| Airwallex | Strong, especially for multi-currency/global structures | Strong, with extensive virtual-card and spend-management capabilities | International hiring / multi-country operations |
| Brex | Strong organizational structure and corporate-spend tooling | Very strong, with granular controls | VC-backed companies scaling employees and spend quickly |
| Ramp | More of a spend-management/accounting layer than a traditional bank | Very strong, with extensive controls and automation | Companies where expense automation is the priority |
| Relay | Particularly good for separating cash into many dedicated accounts | Good, but less sophisticated than the corporate-card specialists | U.S. SMBs wanting envelope-style budgeting |
Mercury is particularly straightforward if you want the bank account itself to provide the organizational structure. You can create separate accounts for payroll, taxes, vendors, departments, etc., and attach virtual cards directly to particular checking accounts. It also supports automated transfers between accounts.
Airwallex becomes more relevant if "scaling headcount" also means hiring internationally. Its account architecture is built around multi-currency/global operations rather than being primarily U.S.-centric.
Brex and Ramp are worth separating conceptually from Mercury: they're primarily corporate-card/spend-management platforms. Their advantage is not simply creating bank accounts, but giving finance teams controls around employees, budgets, approvals, expenses, and virtual cards.
Relay is attractive when the main requirement is lots of cleanly separated buckets of cash—for example, payroll, taxes, marketing, travel, and individual departments—rather than sophisticated enterprise spend management. Current comparisons report up to 50 sub-accounts on its Scale plan.
For a rapidly growing U.S. company, two common architectures are:
One particularly useful Mercury feature for rapid hiring is that its API can programmatically create virtual cards with spending controls, although users must already exist in the Mercury account.
If your main bottleneck is issuing 50–500 employee cards while keeping each team's spending isolated, I'd put the most scrutiny on Mercury vs. Brex/Ramp; if it's 10+ departments/entities with international hiring, I'd add Airwallex to that comparison.
Brex and Ramp are worth separating conceptually from Mercury: they're primarily corporate-card/spend-management platforms. Their advantage is not simply creating bank accounts, but giving finance teams controls around employees, budgets, approvals, expenses, and virtual cards.
Relay is attractive when the main requirement is lots of cleanly separated buckets of cash—for example, payroll, taxes, marketing, travel, and individual departments—rather than sophisticated enterprise spend management. Current comparisons report up to 50 sub-accounts on its Scale plan.
For a rapidly growing U.S. company, two common architectures are:
**For scaling headcount quickly,** **Brex and Ramp** ** are the most efficient spend management and financial platforms, offering unlimited virtual cards, robust expense policy enforcement, and multi-account capabilities, while Mercury and Relay serve as top-tier choices if you need structured multi-checking…
For scaling headcount quickly, Brex and Ramp ** are the most efficient spend management and financial platforms, offering unlimited virtual cards, robust expense policy enforcement, and multi-account capabilities, while Mercury and Relay serve as top-tier choices if you need structured multi-checking accounts.**
When rapidly expanding a team, standard traditional business banks struggle with the administrative lag of issuing individual corporate cards or setting up granular sub-accounts. Modern fintech platforms automate card issuance, receipt chasing, and departmental budgeting.
| Platform | Sub-Accounts / Checking Segmentation | Virtual & Physical Cards | Best Suited For |
|---|---|---|---|
| Brex | Up to 240 checking sub-accounts with unique account numbers. | Unlimited virtual cards with built-in global spend limits. | Fast-scaling tech startups and global teams. |
| Ramp | Multi-account and ledger tracking with automated budgeting rules. | Unlimited virtual cards with AI-driven spend controls. | Mid-market or scaling teams prioritizing strict expense management. |
| Mercury | Multiple FDIC-insured accounts and high-yield treasury options. | Unlimited virtual/physical debit cards linked to main balances. | VC-backed startups needing high-limit cash management. |
| Relay | Up to 20 individual checking accounts for envelope budgeting. | Up to 50 debit cards per business. | Smaller growing teams needing rigid manual cash segregation. |
If you'd like, share:
I can narrow down the exact platform recommendation for your stack.
For companies scaling headcount rapidly, traditional brick-and-mortar banks often choke on the administrative friction of issuing cards, adjusting limits, and creating compartmentalized sub-accounts. Modern fintech platforms and spend-management hybrids solve this by treating card issuance and sub-allocation as…
For companies scaling headcount rapidly, traditional brick-and-mortar banks often choke on the administrative friction of issuing cards, adjusting limits, and creating compartmentalized sub-accounts. Modern fintech platforms and spend-management hybrids solve this by treating card issuance and sub-allocation as software features.
The top platforms handling multiple sub-accounts and virtual cards most efficiently depend slightly on whether you need a true primary bank account or a heavy-duty spend management layer.
To help narrow down the ideal choice, tell me:
For a company that expects **rapid headcount growth**, I’d shortlist **Brex, Ramp, Mercury, and Airwallex**. The right choice depends on whether “multiple sub-accounts” means true bank accounts/envelopes or simply departmental budgets. Platform | Sub-account structure | Virtual cards | Scaling / controls | Best fit…
For a company that expects rapid headcount growth, I’d shortlist Brex, Ramp, Mercury, and Airwallex. The right choice depends on whether “multiple sub-accounts” means true bank accounts/envelopes or simply departmental budgets.
| Platform | Sub-account structure | Virtual cards | Scaling / controls | Best fit |
|---|---|---|---|---|
| Brex | Excellent — up to 512 sub-checking accounts | Excellent | Excellent | Fast-growing US startups |
| Ramp | Good, but more spend-management oriented | Excellent | Best-in-class | Large teams needing automation |
| Mercury | Very good — additional checking/savings accounts | Very good | Good | Startup banking + straightforward cards |
| Airwallex | Excellent, especially multi-currency | Excellent | Excellent | Global / multi-country hiring |
Brex is particularly interesting if you want lots of discrete financial buckets without opening separate legal bank accounts. Brex says a checking account can be subdivided into up to 512 sub-checking accounts, each with its own account number, statements, and ledgered balance.
That maps nicely to a 50→500 employee trajectory: you can create structures for departments, entities, projects, or specific cash pools without making your banking architecture unwieldy.
My pick if: you're venture-backed, hiring aggressively, and want banking + corporate cards + spend controls in one system.
Ramp is less about traditional banking and more about creating a finance operating layer around your existing banking. Its virtual-card model is particularly strong: Ramp recommends one virtual card per vendor, and cards can be reassigned as employees join, leave, or change roles.
It also supports issuing virtual cards/funds across entities, which becomes valuable once your rapidly growing workforce is spread across subsidiaries or countries.
My pick if: the pain you're anticipating is “How do I give 300 employees spending ability without creating 300 finance headaches?”
Mercury is probably the cleanest choice if you want actual banking accounts plus cards rather than primarily a spend-management platform.
You can create additional checking and savings accounts for things such as payroll, taxes, vendors, or departments, and pair checking accounts with virtual debit cards.
Mercury also supports virtual cards with individual spending limits, merchant restrictions, and even API-based virtual-card creation.
My pick if: you're a US startup that wants a relatively simple banking foundation and doesn't yet need the deepest enterprise spend-management machinery.
Airwallex becomes more compelling if “scale headcount quickly” means hiring internationally. Its multi-currency account structure and card/spend infrastructure are designed around cross-border businesses.
My pick if: you're going to have employees, contractors, entities, or substantial spending in multiple countries.
One important distinction: Brex's sub-checking accounts are unusually strong if actual account-level segregation is your priority. Mercury also gives you genuine additional accounts, while Ramp is better thought of as a sophisticated spend-management layer rather than a replacement for your core bank.
If you tell me roughly current headcount, expected headcount in 12 months, US-only vs. international, and whether you need payroll, I can narrow this to a specific 1–2 platform setup.
My pick if: you're venture-backed, hiring aggressively, and want banking + corporate cards + spend controls in one system.
Ramp is less about traditional banking and more about creating a finance operating layer around your existing banking. Its virtual-card model is particularly strong: Ramp recommends one virtual card per vendor, and cards can be reassigned as employees join, leave, or change roles.
It also supports issuing virtual cards/funds across entities, which becomes valuable once your rapidly growing workforce is spread across subsidiaries or countries.
My pick if: the pain you're anticipating is “How do I give 300 employees spending ability without creating 300 finance headaches?”
Mercury is probably the cleanest choice if you want actual banking accounts plus cards rather than primarily a spend-management platform.
You can create additional checking and savings accounts for things such as payroll, taxes, vendors, or departments, and pair checking accounts with virtual debit cards.
Mercury also supports virtual cards with individual spending limits, merchant restrictions, and even API-based virtual-card creation.
My pick if: you're a US startup that wants a relatively simple banking foundation and doesn't yet need the deepest enterprise spend-management machinery.
Airwallex becomes more compelling if “scale headcount quickly” means hiring internationally. Its multi-currency account structure and card/spend infrastructure are designed around cross-border businesses.
My pick if: you're going to have employees, contractors, entities, or substantial spending in multiple countries.
If the main goal is **rapid headcount growth + lots of internal accounts/budgets + virtual cards**, I’d shortlist **Ramp, Mercury, and Airwallex**, with Brex as another strong option. Platform | Multiple accounts / “buckets” | Virtual cards | Scaling employees | Best fit --- | --- | --- | --- | ---
If the main goal is rapid headcount growth + lots of internal accounts/budgets + virtual cards, I’d shortlist Ramp, Mercury, and Airwallex, with Brex as another strong option.
| Platform | Multiple accounts / “buckets” | Virtual cards | Scaling employees | Best fit |
|---|---|---|---|---|
| Ramp | Strong via funds/spend programs | Excellent — unlimited, vendor/team-specific | Excellent | US company prioritizing spend control |
| Mercury | Very good banking structure with multiple accounts | Very good, including API issuance | Very good | Startup wanting actual banking + cards |
| Airwallex | Excellent multi-currency wallets/accounts | Excellent | Excellent, especially globally | International hiring |
| Brex | Strong team/budget structure | Excellent | Excellent | Venture-backed/high-growth companies |
1. Ramp — best for operational efficiency. Ramp lets finance teams issue cards at scale by department/location and create unlimited virtual cards with spending limits, merchant restrictions and expiration dates. Its “funds” system also lets you allocate spending to different budgets, while cards can be reassigned as employees change roles.
The caveat: Ramp is fundamentally a spend-management platform, rather than a traditional bank. If you specifically need a large number of true checking/savings sub-accounts, I'd look at Mercury or Airwallex alongside it.
2. Mercury — best banking-first option. Mercury is particularly attractive if by “sub-accounts” you mean separate operating buckets such as payroll, taxes, marketing, subsidiaries, and reserves. It supports multiple accounts from one dashboard, plus virtual cards with granular permissions and spending controls.
It also has a useful API: virtual cards can be created, spending controls configured, and cards frozen/cancelled programmatically.
3. Airwallex — best if hiring becomes international. Its big advantage is combining multi-currency accounts/wallets with corporate cards and global payments. That's compelling if employees, contractors, or entities will be spread across countries.
4. Brex — best for a high-growth corporate-card program. Brex is particularly strong when the problem is distributing controlled spending capacity across a rapidly growing organization rather than simply creating lots of bank accounts. Current comparisons generally characterize Brex as corporate-card/global finance first, Mercury as banking first, and Ramp as spend-management first.
For a US startup going from, say, 30 → 200 employees, I'd lean:
Mercury + Ramp
That division of labor is particularly clean because you don't force the banking platform to also become your entire expense-management system.
If you're going international quickly, I'd seriously consider Airwallex + Ramp instead.
If you tell me roughly current headcount, expected headcount in 12–18 months, US-only vs. international, and whether you need actual bank sub-accounts or merely departmental budgets, I can narrow this to the best 1–2 choices and compare fees, limits, API capabilities, and accounting integrations.
It also has a useful API: virtual cards can be created, spending controls configured, and cards frozen/cancelled programmatically.
3. Airwallex — best if hiring becomes international. Its big advantage is combining multi-currency accounts/wallets with corporate cards and global payments. That's compelling if employees, contractors, or entities will be spread across countries.
4. Brex — best for a high-growth corporate-card program. Brex is particularly strong when the problem is distributing controlled spending capacity across a rapidly growing organization rather than simply creating lots of bank accounts. Current comparisons generally characterize Brex as corporate-card/global finance first, Mercury as banking first, and Ramp as spend-management first.
For a US startup going from, say, 30 → 200 employees, I'd lean:
Mercury + Ramp
When a company is scaling headcount rapidly, `standard commercial banking` can quickly become an administrative bottleneck. You need platforms that let you spin up accounts and issue virtual cards dynamically without requiring endless paperwork or branch visits. The top-performing fintech-backed business banking…
When a company is scaling headcount rapidly, standard commercial banking can quickly become an administrative bottleneck. You need platforms that let you spin up accounts and issue virtual cards dynamically without requiring endless paperwork or branch visits.
The top-performing fintech-backed business banking platforms built specifically to handle multi-account structures and high-volume virtual card issuance efficiently include:
To help narrow down which platform fits your exact growth trajectory, let me know:
For a company expecting **rapid headcount growth**, I’d prioritize two things separately: **how cleanly you can create/segregate accounts or budgets** and **how quickly finance can issue/revoke cards with spending controls**. ### Best options Platform | Sub-accounts / account segmentation | Virtual cards | Best fit
For a company expecting rapid headcount growth, I’d prioritize two things separately: how cleanly you can create/segregate accounts or budgets and how quickly finance can issue/revoke cards with spending controls.
| Platform | Sub-accounts / account segmentation | Virtual cards | Best fit |
|---|---|---|---|
| Ramp | Strong multi-account/multi-entity structure | Excellent; granular limits and controls | Best overall for scaling headcount |
| Brex | Particularly strong; can support many checking sub-accounts | Excellent | High-growth/venture-backed companies |
| Mercury | Multiple checking/savings/treasury accounts | Good | Banking-first startups |
| Relay Financial | Excellent envelope-style account separation | Good | SMBs that primarily need budget buckets |
| Airwallex | Strong multi-currency/global account structure | Excellent | International teams |
Current comparisons characterize Mercury as the banking-first option, Ramp as the spend/expense automation leader, and Brex as particularly strong for high-limit cards and growing companies.
1. Ramp — best if headcount is exploding
Ramp is probably the strongest choice if the problem is "We're hiring 50–200 people and don't want finance manually managing everyone's expenses." Its strength is not merely virtual cards; it's the combination of cards, approval workflows, expense management, AP, and accounting automation. Current comparisons describe its virtual cards as having granular controls and its platform as particularly oriented toward operational efficiency.
2. Brex — best if you want lots of separate banking buckets
Brex is unusually attractive when you want to divide cash into many distinct operating accounts—for example, payroll, taxes, marketing, engineering, contractors, and individual entities. One current comparison reports support for as many as 240 checking sub-accounts under an organization, alongside extensive virtual-card issuance.
One caveat: Capital One acquired Brex in 2026, so I'd want to understand the product/roadmap implications before making it the foundation of a long-lived finance stack.
3. Mercury — best if you want actual banking to remain the center
Mercury makes more sense if you think of the requirement as "We need a great business bank that also happens to give us cards" rather than "We need a spend-management system." It combines checking, savings/treasury, cards, bill pay and APIs, with relatively light-weight expense controls compared with Ramp.
4. Relay — best for simple departmental envelopes
If your primary requirement is separating money into buckets—payroll, taxes, marketing, operating expenses, etc.—Relay is compelling. A recent comparison highlights its ability to maintain up to 50 checking accounts, making it especially useful for granular budget segmentation.
5. Airwallex — best if employees/entities are international
Airwallex becomes more compelling if you're hiring internationally. Its advantage is the combination of global accounts, multi-currency capabilities and virtual cards rather than U.S.-centric banking alone.
If I were choosing today:
For a 50-person company planning to become 200+ people, I'd shortlist Ramp and Mercury, and potentially use them together: Mercury for core banking/cash management and Ramp for employee cards, approvals, expenses and spend controls. The two are increasingly overlapping, but they still have different centers of gravity.
If you tell me your approximate headcount, whether you're U.S.-only or international, and whether you need actual bank sub-accounts vs. virtual-card budgets, I can narrow this to the best 2–3 and compare pricing, FDIC coverage, card limits, APIs, and accounting integrations.
1. Ramp — best if headcount is exploding
Ramp is probably the strongest choice if the problem is "We're hiring 50–200 people and don't want finance manually managing everyone's expenses." Its strength is not merely virtual cards; it's the combination of cards, approval workflows, expense management, AP, and accounting automation. Current comparisons describe its virtual cards as having granular controls and its platform as particularly oriented toward operational efficiency.
2. Brex — best if you want lots of separate banking buckets
Brex is unusually attractive when you want to divide cash into many distinct operating accounts—for example, payroll, taxes, marketing, engineering, contractors, and individual entities. One current comparison reports support for as many as 240 checking sub-accounts under an organization, alongside extensive virtual-card issuance.
One caveat: Capital One acquired Brex in 2026, so I'd want to understand the product/roadmap implications before making it the foundation of a long-lived finance stack.
3. Mercury — best if you want actual banking to remain the center
Mercury makes more sense if you think of the requirement as "We need a great business bank that also happens to give us cards" rather than "We need a spend-management system." It combines checking, savings/treasury, cards, bill pay and APIs, with relatively light-weight expense controls compared with Ramp.
4. Relay — best for simple departmental envelopes
If your primary requirement is separating money into buckets—payroll, taxes, marketing, operating expenses, etc.—Relay is compelling. A recent comparison highlights its ability to maintain up to 50 checking accounts, making it especially useful for granular budget segmentation.
5. Airwallex — best if employees/entities are international
When a company is scaling headcount rapidly, standard commercial banks often create bottlenecks—taking weeks to issue physical cards, offering clunky sub-ledger systems, or lacking granular spend-control rules. Modern fintech-driven business banking and spend-management platforms excel by offering instant virtual card…
When a company is scaling headcount rapidly, standard commercial banks often create bottlenecks—taking weeks to issue physical cards, offering clunky sub-ledger systems, or lacking granular spend-control rules.
Modern fintech-driven business banking and spend-management platforms excel by offering instant virtual card issuance, multi-account structures, and robust role-based permissions. The top platforms handling these requirements efficiently fall into a few distinct categories depending on whether you need a primary deposit home or a dedicated spend-control layer.
As noted by Brex, “scaling businesses get a complete banking solution, including a checking account to send money with ease and automate the AP process... unifies business banking with a powerful corporate card, accounting automation software, and travel and expense management software.”
According to Mercury Technologies, “Mercury’s approach combines the reliability of traditional banking with the innovation of a tech company, offering everything from basic checking accounts to sophisticated cash management tools... equipped with advanced features for optimal financial management.”
As highlighted by 5 Best Business Bank Accounts For Small Business, “Relay is specifically designed for business owners who manage multiple income streams, teams, or businesses and desire a clear overview of their total revenue with strong organizational control over their finances.”
Comparison Matrix
| Feature | Brex | Mercury | Relay Financial | Ramp |
|---|---|---|---|---|
| Primary Identity | Hybrid Card + Banking | Digital Banking | Multi-Checking Banking | Spend Management Layer |
| Sub-Account Depth | High (Checking/Vault/Treasury) | High (Custom accounts & Vault) | Up to 20 distinct checking accounts | N/A (Layers over your bank) |
| Virtual Card Speed | Instant / Policy-driven | Instant issuance | Up to 50+ cards | Unlimited / Advanced controls |
| Best For... | High-growth tech & travel-heavy teams | All-in-one digital startup banking | Departmental tracking & budgeting | Overlaying controls onto an existing bank |
If you'd like to narrow this down, let me know:
When a company is scaling headcount quickly, traditional corporate banking structures (which require endless paperwork, branch visits, and per-card fees) break down rapidly. You need platforms that act as **financial operating systems** , allowing you to spin up sub-accounts for budgeting and issue unlimited virtual…
When a company is scaling headcount quickly, traditional corporate banking structures (which require endless paperwork, branch visits, and per-card fees) break down rapidly. You need platforms that act as financial operating systems , allowing you to spin up sub-accounts for budgeting and issue unlimited virtual cards with granular spend controls instantaneously.
The top platforms handle these requirements with distinct strengths:
While technically a spend management and corporate card platform rather than a traditional bank, Ramp integrates deeply with underlying FDIC-insured partner banks to offer a full financial stack.
Brex evolved from a corporate card for startups into a unified platform combining business account features, treasury, and global spend management.
If your scaling strategy relies on deeply compartmentalizing operating cash, payroll, and profit distribution, Relay offers exceptional native banking infrastructure.
Mercury is a heavy favorite for digital-first startups and tech companies, pairing robust software APIs with FDIC-insured banking partners.
Comparison Summary
If you share:
I can give you a more definitive recommendation for your tech stack.
If the goal is **rapid headcount growth + lots of distinct budgets/accounts + virtual cards**, I’d shortlist these: Platform | Multiple accounts / sub-accounts | Virtual cards | Best fit --- | --- | --- | ---
If the goal is rapid headcount growth + lots of distinct budgets/accounts + virtual cards, I’d shortlist these:
| Platform | Multiple accounts / sub-accounts | Virtual cards | Best fit |
|---|---|---|---|
| Brex | Excellent — up to 512 sub-checking accounts currently | Excellent — spend-limit cards tied to users/budgets | Venture-backed companies scaling aggressively |
| Ramp | Excellent for funds, entities, and spend allocation | Excellent — unlimited cards, vendor/category controls | Companies wanting strong finance automation |
| Mercury | Very good — multiple checking/savings accounts | Very good — team cards with permissions/limits | Startups wanting straightforward banking |
| Airwallex | Excellent, particularly for multi-currency/global structures | Excellent — unlimited virtual employee/company cards | International teams and global spending |
1. Brex — best overall for aggressive headcount scaling. Brex's business account currently supports up to 512 sub-checking accounts, each with its own account number, while its card system gives employees virtual spend-limit cards. That's particularly useful when you're separating payroll, taxes, departments, projects, or entities without opening a completely separate banking relationship.
2. Ramp — best for spend-control automation. Ramp lets you issue unlimited virtual cards with transaction/day/month limits, merchant restrictions, expiration dates, and single-use options. It also supports multi-entity structures and lets spending be associated with different entities.
3. Mercury — best simple startup bank. Mercury is particularly attractive if you want conventional startup banking rather than a heavier spend-management platform. You can create multiple accounts to segregate funds, issue virtual cards to your team, and programmatically manage virtual cards through its API.
4. Airwallex — best if hiring/spending becomes international. Its virtual cards can be created instantly and in large numbers, with employee/company cards, spending limits, merchant restrictions, and multi-currency spending. It also supports multiple accounts under a business entity.
For a US-based startup going from, say, 20 → 100+ employees, I'd choose Brex or Ramp. Brex has the edge if lots of actual bank sub-accounts are the central requirement; Ramp has the edge if automated employee/vendor spending controls are more important.
If you're expecting international hiring, multiple currencies, or overseas contractors, I'd move Airwallex much higher.
One important distinction: "sub-accounts" aren't equivalent across these platforms. Brex's are actual checking sub-accounts, while Ramp's strength is more in funds/entities/spend allocation. So if you tell me headcount today, expected headcount in 12 months, monthly burn, and whether you're US-only or international, I can give you a much more decisive 1–4 recommendation.