Eval suite — Checkpoint 1 / Session 3

Run at 2026-04-26T06:55:53.672Z against http://localhost:8787.

24-query eval covering real r/Ramp questions, cross-sub Reddit comparison queries, and corpus-derived synthesized queries. Each query auto-graded on retrieval (did top-K include any expected article-title substring?), citation count, phrase-mention any-of, and escalation behavior. Auto-grading is a signal — borderline results need human review.

Top-line numbers

• Overall pass: 24/24 (100%)
• Retrieval-pass: 24/24 (100%) — top-K hit at least one expected article
• Citation-pass: 24/24 (100%) — answer cited at least the expected minimum sources
• Phrase-pass: 24/24 (100%) — answer mentioned at least one of the expected phrases
• Full escalations: 0/24 (0%) — answer was just the canonical loop-elimination message (empty-retrieval branch fired or model returned escalation only)
• Partial escalations: 6/24 (25%) — answer was substantive AND surfaced a gap with the escalation phrase. Emergent behavior worth keeping: model answers what's covered, escalates what isn't.
• Errors: 0/24
• Latency (successful only): p50=9232ms · p95=12566ms · max=14610ms

Per-component latency breakdown

Time-to-first-token = how long the user waits before the answer starts appearing. Time-to-last-token = full stream duration. The two together tell us whether perceived latency is dominated by retrieval, by the LLM warm-up, or by composition length.

Reading: first_token_ms is NOT stable (p95/p50 = 1.55x, spread 1976ms). Variance isn't just composition length — Anthropic warm-up is also fluctuating. Worth capturing per-query first_token across multiple runs to see if specific queries are consistently slower.

By category

By persona

Per-query summary

Per-query detail

Q1 — Sync error troubleshooting (high-frequency pain)

Query: How do you fix synced transactions problem? Transaction synced to QBO as an expense but it should've been matched to a bill instead and now the transaction is locked in and I can't edit it. Persona: admin · Surface: companion · Latency: 6332ms Notes: Admin-flavored troubleshooting; should walk through unmatch → match-to-bill flow.

Top retrieved:

• [S1] Quickbooks Online Sync Error | Business Validation Error: This transaction is matched to a downloaded transaction. If you want to change the account, you need to unmatch the transaction first. (score 0.631, votes 0/0)
• [S2] QuickBooks Online Sync Error | BillAlreadyMarkedAsPaid — Steps to Resolution: (score 0.627, votes -2/2)
• [S3] QuickBooks Online Sync Error: | A business validation error has occurred while processing your request | Business Validation Error: Select a customer for each billable split line. (score 0.619, votes -1/1)
• [S4] Sync Error | This expense line cannot be billable — How do I resolve this error? (score 0.610, votes -1/1)

Answer:

Here's how to fix a transaction that synced to QBO as an expense but should have been matched to a bill:

The core issue: The transaction is locked because it's matched to a downloaded bank feed transaction in QBO. You need to unmatch it first before you can make changes.

Steps to resolve:

1. In QBO, go to Banking → Bank Feed (or Transactions → Bank Transactions) and locate the matched transaction.
2. Click Undo Match or Unmatch to remove the bank-feed match — this unlocks the transaction. [S7]
3. Edit or delete the incorrectly synced expense entry in QBO as needed.
4. You have two paths forward from here [S1]:
   • Option A: Retry the sync from Ramp so the correct bill payment entry gets posted, then go back to your QBO bank feed and match the bank transaction to the new Bill Payment.
   • Option B: Manually create a bill payment in QBO, link it to the correct bill, then manually mark the bill as Synced in Ramp to clear it.

The key unlock is always that Undo Match step in QBO first — nothing can be edited until the bank feed match is removed. [S7][S1]

Grade: retrieval ✓ · cite 4/1 ✓ · phrases ✓

Q2 — Receipt matching usage

Query: How are you all using Ramp's receipt matching? Should I trust it as a first pass or fully? Persona: admin · Surface: companion · Latency: 14610ms

Top retrieved:

• [S1] Submitting receipts, memos, and accounting for your Ramp transactions — Frequently Asked Questions (FAQs) (score 0.687, votes 9/127)
• [S2] Receipt verification — How Ramp verifies receipts (score 0.683, votes -4/8)
• [S3] Overview of Ramp Accounting — Our intuitive workflow: (score 0.676, votes -5/37)
• [S4] Auto-Match Receipts from Your Camera Roll — How It Works (score 0.648, votes 9/9)

Answer:

Great question — here's how Ramp's receipt matching actually works so you can calibrate your trust level appropriately.

How matching works

Ramp's auto-matching compares receipts against transactions using three data points: merchant name, date, and amount [S4][S7]. For a receipt to be labeled "Auto-verified" (green icon), the amount must match AND either the date or merchant must match [S2]. If it passes, you're in good shape. If it shows "Not auto-verified" (grey icon), it means Ramp couldn't confirm the match — but you can still manually confirm it if you're confident it's correct [S2].

When matching struggles

Auto-matching is reliable for straightforward cases, but expect more misses when [S1]:

• The charge date differs from the receipt date
• A single receipt covers multiple charges (e.g., split Amazon shipments)
• You have recurring transactions with similar amounts (e.g., SaaS subscriptions)

Recommended approach as an admin

Use it as a strong first pass, not a fully hands-off system. Auto-verified receipts are generally trustworthy, but "Not auto-verified" ones need a human eye before syncing to QBO. Since Ramp sends receipt data over as part of the sync [S3], you want to make sure the right receipt is attached before you push to QuickBooks Online — fixing it post-sync is more work.

A few tips to improve match rates:

• Encourage employees to use the mobile camera roll integration — it matches on merchant, date, and amount directly on-device before anything is uploaded [S4][S5]
• Set up the Employee Mailbox Integration so receipt emails are auto-detected and matched; merchant integrations (like Amazon Business) take priority in that flow [S7]
• For anything still unmatched, employees can manually attach receipts directly to the transaction in Ramp [S1]

Bottom line: trust the green "Auto-verified" receipts, review the grey ones, and use the mobile/mailbox integrations to reduce the manual cleanup burden.

Grade: retrieval ✓ · cite 10/1 ✓ · phrases ✓

Q3 — Duplicate vendor names

Query: How does Ramp handle duplicate vendor names? I'm seeing slight variations for the same supplier — does Ramp group them or do I have to fix manually? Persona: admin · Surface: companion · Latency: 10982ms

Top retrieved:

• [S1] Import ERP vendors into Ramp — How does Ramp handle duplicate vendors? (score 0.725, votes 3/17)
• [S2] Import ERP vendors into Ramp — How does Ramp handle duplicate vendors? (score 0.725, votes 2/2)
• [S3] Vendor management on Ramp — Merge vendors (score 0.682, votes -9/29)
• [S4] Merging Vendors — How it works (score 0.671, votes -6/6)

Answer:

Great question — here's how Ramp handles this, broken down by scenario:

Automatic Duplicate Prevention (ERP Import)

When importing vendors from QuickBooks Online, Ramp applies these rules automatically [S1][S2]:

• Explicit link exists → no new vendor created
• Exact name match → vendors are linked together
• Two ERP vendors with the same name → Ramp imports only the most recently used one by default (you can override this to import all)

Ramp also attempts to match Ramp vendor names to your QBO vendor names automatically during sync [S8].

Slight Variations = Manual Intervention Needed

Ramp's automatic deduplication is based on exact name matching only. If you're seeing slight variations (e.g., "Acme Corp" vs. "Acme Corporation"), Ramp won't automatically group those — they'll exist as separate vendors.

For those cases, you'll need to manually merge them. Ramp does surface potential duplicate vendors automatically and lets you merge multiple vendors into a single "Primary" vendor [S4]. The merge is designed to minimize disruption to your QBO workflows — Ramp won't auto-merge on the ERP side, but will provide warnings and guidance for any manual reconciliation needed there [S4].

Quick Summary

Scenario	Ramp Behavior
Exact name match on import	Auto-linked ✅
Slight name variation	Separate vendors — merge manually ⚠️
Already explicitly linked	No duplicate created ✅

To clean up existing variations, use Ramp's vendor merge feature [S3][S4]. If you're unsure how to access it, I can help point you there.

Grade: retrieval ✓ · cite 7/1 ✓ · phrases ✓

Q4 — Department budget cadence

Query: Should I reset department budgets quarterly or annually? Some teams barely touch their budget in Q1 then need way more in Q3. Persona: admin · Surface: companion · Latency: 11421ms Notes: Open-ended; checking that retrieval finds budget/spend-program articles even with no specific keyword overlap.

Top retrieved:

• [S1] Budgets overview and setup — Step 2: Click 'Set up budget' (score 0.525, votes 1/13)
• [S2] Budget-based approval workflows — Example Scenarios (score 0.519, votes -1/1)
• [S3] Ramp card management — Use cases (score 0.471, votes -13/33)
• [S4] Setting up controls on Ramp cards and funds — Frequency (score 0.439, votes 0/26)

Answer:

Great question — this is really a "it depends on your spend patterns" decision, and Ramp gives you flexibility to match your reality.

Ramp supports both quarterly and annual budget periods, and you can set the tracking interval independently (monthly, quarterly, or yearly) [S1]. So you're not forced to choose one or the other in a binary way.

For teams with uneven spend like yours, here's how to think about it:

• Annual budget period + monthly or quarterly interval is often the best fit. You set the full-year envelope once, but track consumption at a finer granularity. This lets you see Q1 underspend and Q3 overspend in context of the annual total — without having to manually reset or reallocate mid-year [S1].
• Quarterly resets make more sense when each quarter is truly independent (e.g., event-driven teams where Q3 budget shouldn't "borrow" from Q1 savings). Card-level spend limits can also be set to reset quarterly (January, April, July, October at 12am UTC) if you want hard enforcement at the card level [S4].

A practical middle ground: Set an annual budget period with monthly tracking intervals so you can spot the Q1 underspend early. Then use budget-based approval workflows to add a CFO or Finance Director approval step when a team hits 100% of their allocated amount — giving you a control point without a hard block [S2].

Since you're on Ramp Plus with QuickBooks Online, your accounting dimensions will sync cleanly, so however you structure the budget periods, the reporting will stay aligned [S5].

Grade: retrieval ✓ · cite 5/1 ✓ · phrases ✓

Q5 — Card rollout timeline

Query: How long should rolling out Ramp cards to a 60-person team actually take? I'm getting estimates from 2 weeks to 2 months. Persona: admin · Surface: companion · Latency: 10899ms

Top retrieved:

• [S1] Ramp card management — Overview (score 0.520, votes -13/33)
• [S2] Overview of Ramp Accounting — Our intuitive workflow: (score 0.510, votes -5/37)
• [S3] Ramp card statements and payments overview — Understanding when your Ramp Card statement is due (score 0.509, votes -39/61)
• [S4] Issuing a Ramp card or funds (score 0.497, votes -12/26)

Answer:

For a 60-person rollout, the technical steps are fast — the realistic timeline depends almost entirely on your prep work and rollout strategy, not Ramp's system limits.

What's actually fast:

• Bulk inviting all 60 users via CSV can be done in a single session [S7]
• Virtual cards are available immediately upon invite acceptance
• Physical cards process within 1–3 business days and ship with 2-day shipping, so employees can have cards in hand within ~5 business days of being invited [S6]

What drives the 2-week to 2-month variance:

• Prep time — setting up Spend Programs, approval workflows, and QBO coding rules before invites go out takes the most time
• Phased vs. all-at-once — you can use Draft Users to stage the rollout: import all 60 as drafts, configure everything (limits, approvals, GL mapping), then publish in waves [S5]
• Physical card logistics — if everyone needs physical cards, staggering invites in batches avoids a flood of shipping addresses and approval requests

Realistic estimate for your size: A well-prepped admin can realistically go from zero to all 60 users invited + virtual cards live in 1–2 days. Factor in ~1 week for physical cards to arrive. If you're doing phased department rollouts or need to validate QBO sync first, 2–3 weeks is a reasonable buffer. 2 months would only apply to complex multi-entity or enterprise SCIM setups [S5].

The fastest path: use the CSV bulk invite, pre-configure Spend Programs for each department as drafts, and ship physical cards in one batch [S7][S5].

Grade: retrieval ✓ · cite 6/1 ✓ · phrases ✓

Q6 — AI Token spend classification

Query: How does Ramp's AI Token Spend Intelligence classify token spend into COGS vs OpEx — based on the provider or do I configure manually? Persona: admin · Surface: companion · Latency: 12135ms Notes: Edge case — Ramp's AI Token Spend Intelligence isn't deeply documented in the corpus. Watch for graceful degradation: model should answer what's covered, then partial-escalate the gap.

Top retrieved:

• [S1] Overview of Ramp Accounting — Step 3: Select the fields for your spend (score 0.676, votes -5/37)
• [S2] AI Spend Intelligence — Overview (score 0.660, votes 0/0)
• [S3] Ramp's spend management platform: Enhancing your company's expense control (score 0.603, votes -2/8)
• [S4] Ramp Admin guide — Spend management basics (score 0.582, votes -34/150)

Answer:

Great question — here's what the sources actually tell us about Ramp's AI Spend Intelligence and COGS vs. OpEx classification:

AI Spend Intelligence focuses on visibility, not automatic accounting classification. Based on [S2], the feature gives your finance team consolidated visibility into token usage, costs by model, provider (e.g., Anthropic, OpenAI), team, and users — including cost-per-token efficiency comparisons and spend trend tracking. There's no mention in the sources of the feature automatically classifying token spend as COGS vs. OpEx.

The COGS vs. OpEx distinction is handled through Ramp's standard accounting coding layer, not AI Spend Intelligence itself. Ramp imports your chart of accounts from QuickBooks Online and lets you apply accounting rules, GL codes, and categories to transactions [S1]. So the classification of AI provider spend (e.g., an OpenAI invoice) into COGS or OpEx would be driven by how you've mapped those vendors/categories in your accounting rules — not by the AI Spend Intelligence feature automatically detecting intent.

In short: AI Spend Intelligence = operational visibility (usage, cost, trends). COGS vs. OpEx = your manual configuration via Ramp's accounting rules synced with QBO [S1][S2].

If you're looking to automate that classification, you'd want to set up accounting rules in Ramp that tag AI provider transactions to the appropriate GL account in QBO. I don't have a source confirming whether there's a dedicated auto-classification for COGS vs. OpEx within AI Spend Intelligence specifically — if that's a critical need, I'd recommend confirming with Ramp support whether that capability exists or is on the roadmap.

I don't have a confident answer for the full scope of this in Ramp's help center. Want me to escalate to support with the full conversation context?

Grade: retrieval ✓ · cite 4/1 ✓ · phrases ✓

Q7 — Procurement pricing/inclusions

Query: What's included with Ramp Procurement? It looks pricey — is it worth it beyond just POs? Persona: admin · Surface: companion · Latency: 12566ms

Top retrieved:

• [S1] Getting Started with Ramp Procurement Policies — Pricing and cost analysis (score 0.724, votes 0/0)
• [S2] Ramp Procurement Quick Start Guide — Overview (score 0.690, votes 0/0)
• [S3] Procurement 60-day free trial — Step 6: Pay for purchase orders (score 0.650, votes 0/0)
• [S4] Purchases orders in Ramp — Frequently asked questions (score 0.645, votes 2/12)

Answer:

Ramp Procurement is a lot more than just PO generation. Here's a breakdown of what's included:

What Ramp Procurement covers

End-to-end purchase workflow [S2]

• Employees submit requests via Spend Programs
• Requests route through your configured approval workflows
• Approved requests auto-generate a PO
• Invoices are matched to POs in Bill Pay (with AI auto-matching) [S3]
• Bills are paid and the PO updates dynamically

Policy enforcement & cost controls [S1]

• AI-powered pricing analysis on attached proposals, quotes, and order forms — summarizing pricing models, overage risks, and renewal uplifts
• Procurement compliance review: flags missing competitive quotes, missing justification, or unclear scope before a request moves forward

Workflow integrations [S4]

• Connects to contract management, e-signature (e.g. DocuSign), ticketing, and third-party risk management tools as steps within approval workflows
• Custom API workflow steps let you connect to external systems that need structured PO data

PO customization [S6] [S8]

• Custom PO numbering, logo, billing address, footer text
• Custom fields and line item fields on POs and request forms
• Per-entity configuration

Is it worth it?

If your team is managing vendor spend manually — chasing approvals over email, reconciling invoices by hand, or missing policy gaps before signing contracts — Procurement addresses all of that in one place. The AI pricing analysis and compliance review features [S1] in particular go well beyond basic PO management and can surface real cost savings before you commit to a vendor.

That said, I don't have pricing details in my sources to weigh cost vs. value for your specific situation. Your Ramp account team would be the right contact for an ROI conversation. Want me to escalate to support with your context?

Grade: retrieval ✓ · cite 7/1 ✓ · phrases ✓

Q8 — Remote team fit (top-of-funnel)

Query: Is Ramp good for fully remote teams across different states? Persona: anonymous-web · Surface: web-ask · Latency: 8518ms Notes: Anonymous evaluator; should give Ramp's positioning, not a feature list.

Top retrieved:

• [S1] How is Ramp better than other corporate cards on the market? — Empower your team. Stay in control. (score 0.571, votes 1/11)
• [S2] Ramp Enterprise overview — Who is Ramp Enterprise for? (score 0.544, votes 0/2)
• [S3] Applying and signing up for Ramp (U.S. based) — Who qualifies for Ramp? (score 0.529, votes 85/161)
• [S4] Ramp as a replacement for traditional expense management systems — Overview (score 0.523, votes -4/6)

Answer:

Ramp can work well for fully remote, multi-state teams. Here's what the sources support:

Eligibility & setup Ramp requires your business to be registered in the U.S. with a physical U.S. address and at least $25,000 in a U.S. business bank account — but there's no restriction on where individual employees are located across states [S3]. Remote employees can be issued virtual or physical cards regardless of their state.

Managing a distributed team

• Admins can modify spending limits, approve requests, and set vendor restrictions in real time — no need to be in the same office [S1].
• Ramp integrates with popular HRIS systems (ADP, Gusto, Workday, BambooHR, Rippling, and many more) to automatically sync employee data, departments, locations, and manager relationships across your org [S7]. This is especially useful when onboarding/offboarding remote employees across different states.

Remote-friendly workflows

• Employees can submit and manage expenses from wherever they work, including via Microsoft Teams [S8].
• Ramp MCP lets users connect Ramp to AI tools like Claude or ChatGPT to manage approvals and expenses from within the tools they already use [S6].

Bottom line: Ramp's digital-first, cloud-based design makes it a solid fit for remote teams. The main requirements are at the business level (U.S. registration, physical address, minimum cash balance), not at the employee location level [S3].

Grade: retrieval ✓ · cite 6/1 ✓ · phrases ✓

Q9 — Europe availability

Query: When is Ramp launching in the EU? I saw an announcement on Twitter. Persona: anonymous-web · Surface: web-ask · Latency: 4625ms Notes: Question is about EU LAUNCH timing, not card use. Corpus tells you Ramp is U.S.-based, but timing requires escalation.

Top retrieved:

• [S1] Applying and signing up for Ramp (U.S. based) — Overview (score 0.582, votes 85/161)
• [S2] Ramp for early customers — Overview (score 0.547, votes 3/11)
• [S3] Ramp Enterprise overview — Get Ramp Enterprise (score 0.542, votes 0/2)
• [S4] Ramp overview (score 0.537, votes 44/116)

Answer:

I don't have a confident answer for this in Ramp's help center. Want me to escalate to support with the full conversation context?

What I can tell you based on available sources is that Ramp is currently a U.S.-based platform [S1][S4], and there is no information in Ramp's help center about an EU launch or any international expansion announcement.

For the most accurate and up-to-date information on this, I'd recommend:

• Checking ramp.com directly for any official announcements
• Reaching out to Ramp's team via the contact options on their website

I can't verify or confirm anything based solely on a social media post, and I don't want to speculate on timelines or plans that aren't documented in official Ramp sources.

Grade: retrieval ✓ · cite 2/1 ✓ · phrases ✓

Q10 — Spend transparency policy

Query: How much spend transparency is too much? Should regular employees see department-level spending or just their own? Persona: admin · Surface: companion · Latency: 10233ms Notes: Roles + permissions article cluster.

Top retrieved:

• [S1] Reporting Agent — Sample use cases (score 0.535, votes 0/8)
• [S2] User roles overview — Managers (score 0.518, votes 38/156)
• [S3] Personal Card Reimbursements — Privacy and visibility (score 0.511, votes 2/2)
• [S4] Ramp MCP — For finance admins and bookkeepers (score 0.502, votes 0/0)

Answer:

Great policy question. Here's how Ramp's visibility model actually works, so you can make an informed call:

What employees see by default

Regular employees (non-manager, non-admin) only see their own transactions and cards. They don't have visibility into department-level or peer spending out of the box.

How manager visibility works

Visibility expands based on the reporting chain, not department membership [S2]. A manager sees spending for everyone who reports to them (directly or indirectly). Importantly:

• Being in the same department as someone does not grant visibility into their spend
• Only the org hierarchy (who reports to whom) determines what a manager can see
• You can review/update reporting structures at Company > People

Practical guidance for your decision

• Keep it narrow for most employees — the default (own spend only) is appropriate for ICs. There's no native way to give a regular employee a department-wide spend view without elevating their role.
• Use manager roles intentionally — if a team lead needs visibility into their team's spend, make sure the reporting structure in Ramp reflects that, rather than granting a broader admin role [S2].
• Admins and bookkeepers get broad visibility by design — reserve those roles for finance/ops staff who genuinely need it [S7].
• Personal card reimbursements are always private — even admins can't browse an employee's personal card feed unless the employee submits a reimbursement [S3].

The short answer: Ramp's defaults are already conservative. Department-level transparency for regular employees isn't a native toggle — it flows from role and reporting structure, which you control.

Grade: retrieval ✓ · cite 4/1 ✓ · phrases ✓

Q11 — NetSuite autosync behavior

Query: Does Ramp autosync transactions to NetSuite, or is there a manual step? Persona: admin · Surface: companion · Latency: 7947ms

Top retrieved:

• [S1] NetSuite overview — Auto-sync on approval (score 0.792, votes 7/13)
• [S2] Sync repayments to your accounting software — NetSuite (score 0.755, votes 1/1)
• [S3] Syncing item receipts to NetSuite — Sync an item receipt to NetSuite (score 0.732, votes 0/0)
• [S4] How to set up NetSuite with Ramp (standard - no subsidiaries) — Step 9 (score 0.723, votes -1/3)

Answer:

NetSuite Sync: Auto vs. Manual

It's a mix of both, depending on the transaction type:

Auto-sync:

• Bills can be configured to automatically sync to NetSuite upon approval in Ramp — no manual trigger needed after each approval [S1].
• Bank account repayments sync automatically as journal entries in NetSuite, carrying over GL coding, tracking categories, and the repayment date [S2].
• Purchase orders (after first sync): Once a PO has been manually synced once, subsequent edits to the Accounting tab will trigger an auto-sync [S7].

Manual sync required:

• Card transactions and reimbursements require you to initiate the sync — described as "with a click" from the Accounting tab [S6].
• Purchase orders (initial sync): The first sync of a PO must be triggered manually via "Sync to Accounting Provider" [S7].
• Item receipts: Ramp attempts to auto-sync item receipts when a PO is synced, but if an item receipt is created after the PO was already synced, you'll need to manually trigger it [S3].

Bottom line for your workflow as a Plus admin: Most of the heavy lifting (bills, repayments) can be automated, but card transactions still require a manual sync step from the Accounting tab. Make sure your bill approval settings are configured to take advantage of the auto-sync on approval [S1].

Grade: retrieval ✓ · cite 7/1 ✓ · phrases ✓

Q12 — Multi-entity AP

Query: Does Ramp handle multi-entity AP? We're a real estate group with three LLCs under one parent — currently managing AP separately for each. Persona: admin · Surface: companion · Latency: 11812ms

Top retrieved:

• [S1] Acumatica overview — How is multi-entity supported? (score 0.692, votes 3/13)
• [S2] Ramp Business Account Multi-Entity Setup (score 0.682, votes 0/0)
• [S3] Ramp Business Account Overview — My business is structured as a multi-entity. How does the Ramp Business Account work in this case? (score 0.675, votes 2/16)
• [S4] Sage multi-entity changes — Introduction (score 0.666, votes -1/5)

Answer:

Great question — Ramp does support multi-entity AP, and your three-LLC structure under a parent is a common setup. Here's what's relevant for you:

Multi-entity management in a single instance Ramp lets you add all your business entities within one Ramp account and set different payment settings per entity. This means you can track card transactions, pay bills, and payout reimbursements for each LLC from separate bank accounts — no inter-company transactions needed at close [S6].

AP / Bill Pay per entity Each entity gets its own AP email inbox. When a vendor invoice is forwarded to an entity-specific address, the draft bill is pre-assigned to that entity. There's also a shared cross-entity inbox for flexibility [S8]. This effectively replaces managing three separate AP workflows.

One important caveat: QuickBooks Online Your current integration is QuickBooks Online, and [S6] lists the ERP integrations that support full multi-entity management (NetSuite, Sage Intacct, Acumatica, Business Central, etc.) — QuickBooks Online is not on that list. This is a meaningful limitation for your setup. I'd recommend confirming with Ramp support whether QBO multi-entity is on the roadmap or if a workaround exists before committing to this structure.

Entity/banking structure You can open separate Ramp Business Accounts for each verified sub-entity to maintain clear legal separation, with statements reflecting the correct LLC name [S2]. Note that for accounting purposes, the entity assigned to a Ramp Business Account is set at creation and cannot be changed afterward [S3].

Bottom line: Ramp's multi-entity AP is well-suited for your structure, but the QBO integration gap is worth a direct conversation with Ramp. I don't have a confident answer on QBO multi-entity specifics — want me to escalate to support with the full conversation context?

Grade: retrieval ✓ · cite 5/1 ✓ · phrases ✓

Q13 — Custom fields adoption

Query: How strict should I be with custom fields? Some employees fill them out perfectly, others skip half — data ends up uneven. Persona: admin · Surface: companion · Latency: 8816ms

Top retrieved:

• [S1] Custom User Fields — Step 1: Initial Setup (score 0.489, votes -3/11)
• [S2] Requiring employees to code their own transactions — Limit field options an employee can see (score 0.480, votes -2/16)
• [S3] Conditional coding in submission policies — Common use cases and how to set them up (score 0.436, votes 2/14)
• [S4] Edit your policy when using Policy Agent — Use custom fields correctly (score 0.430, votes -1/3)

Answer:

Great question — uneven custom field completion is a common pain point. Here's how to tighten it up:

Make critical fields required via Submission Policies

The most direct fix is to mark fields as required in your submission policy, so employees literally can't submit without filling them out [S8]. Go to your submission policy settings and select which fields must be completed before a transaction can be submitted.

Use Conditional Coding to avoid field fatigue

Rather than requiring every field for every transaction, use conditional coding to only surface fields when they're relevant [S3]. For example:

• If Accounting Category = Sales → require Customer field
• If Client is filled in → require Billable

This reduces the burden on employees who don't need certain fields, while ensuring completeness where it matters.

Limit options employees see

If part of the problem is employees not knowing what to select, you can restrict the subset of field options shown to each cardholder so they only see choices relevant to them [S2]. Fewer, more relevant options = better completion.

A note on QBO custom fields

Since you're on QuickBooks Online, be aware that QBO custom fields are currently in Early Access and have limitations — they don't support line-item level syncing, sales transactions, or contact/project records [S6]. Factor that in when deciding how strictly to enforce fields that sync to QBO.

Bottom line: For data consistency, require the fields that matter most via submission policies, and use conditional logic to keep the experience lightweight for employees. That combination tends to get the best compliance without overwhelming people.

Grade: retrieval ✓ · cite 4/1 ✓ · phrases ✓

Q14 — QBO P&S coding for reimbursements

Query: How do I code reimbursements to QBO Products & Services items? We just turned on the integration and need to map it correctly. Persona: admin · Surface: companion · Latency: 11682ms

Top retrieved:

• [S1] QuickBooks Online overview — Reimbursements (score 0.691, votes -23/103)
• [S2] Sync repayments to your accounting software — QuickBooks Online (score 0.594, votes 1/1)
• [S3] Syncing reimbursements to accounting — Overview (score 0.593, votes -14/16)
• [S4] Reimbursements set up — Enable reimbursements for your business (score 0.588, votes -20/60)

Answer:

Coding Reimbursements to QBO Products & Services Items

Here's the key thing to understand: Ramp syncs reimbursements to QuickBooks Online as Bills (not expenses or journal entries) [S1][S3]. The employee becomes a vendor, and once paid, Ramp also syncs a Bill Payment to clear it [S1][S6].

What this means for Products & Services mapping

Because reimbursements sync as Bills, QBO maps line items to expense accounts (GL accounts), not Products & Services items. Products & Services are used on the sales/invoicing side in QBO, whereas Bills use the expense account coding you set up in Ramp. So the correct approach is to:

• Map reimbursement categories to GL expense accounts in Ramp's accounting settings, not to Products & Services items.
• Ensure your chart of accounts in QBO is connected and your expense categories in Ramp are mapped to the right GL accounts — those will flow through on the bill lines.

Practical next steps

1. In Ramp, go to Accounting Settings and confirm your expense categories are mapped to the appropriate QBO expense accounts.
2. When employees code a reimbursement, they select the Ramp category → that maps to the GL account → which appears as the bill line item in QBO.
3. If you need class, location, or department tracking, those tracking categories are also preserved on sync [S2].

If your workflow specifically requires Products & Services line items on bills in QBO, that's not a supported mapping in Ramp's current QBO integration — the sources don't indicate that capability exists. I don't have a confident answer for whether there's a workaround for that specific use case. Want me to escalate to support with the full conversation context?

Grade: retrieval ✓ · cite 5/1 ✓ · phrases ✓

Q15 — Ramp vs Brex vs Rippling

Query: Ramp vs Brex vs Rippling for corporate card spend accounting? I want automated receipt capture and QBO categorization. Persona: anonymous-web · Surface: web-ask · Latency: 10373ms Notes: Help center can't compare competitors. Right behavior: give Ramp's positioning, explicit callout that competitor data isn't in corpus.

Top retrieved:

• [S1] How is Ramp better than other corporate cards on the market? — Close your books faster (score 0.708, votes 1/11)
• [S2] Ramp as a replacement for traditional expense management systems — Streamlined expense policies with automation. (score 0.651, votes -4/6)
• [S3] Ramp MCP — For finance admins and bookkeepers (score 0.645, votes 0/0)
• [S4] Submitting receipts, memos, and accounting for your Ramp transactions — Automating accounting categories (score 0.635, votes 9/127)

Answer:

Ramp for Corporate Card Spend Accounting: What You Need to Know

Since you're specifically asking about automated receipt capture and QuickBooks Online (QBO) categorization, here's how Ramp handles those — with some context on where it stands out.

Automated Receipt Capture

Ramp automatically matches receipts to transactions without manual effort. Employees can submit receipts by:

• Texting a photo to Ramp
• Emailing to receipts@ramp.com
• Forwarding via Slack or other connected channels

Ramp pairs the receipt to the correct transaction automatically [S5]. Finance teams can also send 1-click reminders for missing receipts, or block card funds if receipts aren't submitted on time [S1][S2].

QBO Categorization (GL Coding)

Ramp predicts and suggests the right GL category for each transaction using multiple signals: merchant, amount, department, memo, receipt content, and your past coding patterns — so it gets smarter over time [S4]. You can also set up automatic categorization rules by vendor, card, category, or department [S5].

For QBO specifically, Ramp syncs transactions as Transfers, Deposits, or Expenses depending on the nature of the activity, with offsetting accounts mapped to your QBO chart of accounts [S6].

vs. Brex / Rippling

My sources cover Ramp's own capabilities in depth but don't include a direct feature-by-feature comparison with Brex or Rippling [S1]. I can't make specific claims about those platforms without risking inaccuracy.

Bottom line for your use case: Ramp's receipt automation + QBO integration + learning-based GL coding is purpose-built for exactly what you're describing. If you want a deeper competitive breakdown, I'd recommend requesting a Ramp demo or checking third-party review sites (G2, Capterra) for head-to-head comparisons.

Grade: retrieval ✓ · cite 7/1 ✓ · phrases ✓

Q16 — Eligibility for small businesses

Query: I'm a small business 8 months in. Ramp said I'm 'too small' — they want $25K in my account. What are my options? Persona: anonymous-web · Surface: web-ask · Latency: 11771ms

Top retrieved:

• [S1] Applying for Ramp as a Canadian business — How your credit limit is determined (score 0.553, votes 0/0)
• [S2] Ramp Business Account Overview — Why should I open a Ramp Business Account? (score 0.548, votes 2/16)
• [S3] Applying and signing up for Ramp (U.S. based) — Who qualifies for Ramp? (score 0.546, votes 85/161)
• [S4] Ramp business limits & business limit increases — Requesting a credit limit increase on Ramp (score 0.542, votes -11/49)

Answer:

Great question — here's a clear breakdown of where you stand and what you can do.

The $25K Requirement Is a Hard Minimum

To qualify for Ramp (U.S.-based), you must have at least $25,000 in cash in a U.S. business bank account linked to your application [S3]. This isn't a credit score issue — Ramp evaluates your cash balance and business profile rather than personal credit. If you're currently below that threshold, you won't be able to get approved until you meet it.

Your Options

1. Build up to $25K and reapply. Once your business bank account reaches $25,000, you can apply again. At 8 months in, this may just be a timing issue — Ramp is designed to grow with you.

2. Consider whether Ramp's structure fits your stage. Ramp's credit limit is tied to your cash position, so even after approval, your spending limit will reflect your actual cash balance [S3]. If you're early-stage with limited cash, the limit you'd receive may be modest anyway.

3. Once approved, you can increase your limit via a Reserve Account. Existing customers can deposit funds into a locked Reserve Account to boost their 30-day card limit on a 1:1 basis — no credit review needed [S4]. This is worth knowing for when you do qualify.

---

Bottom line: The $25K cash minimum is a firm eligibility requirement, not a negotiable threshold. If you're close, the fastest path is reaching that balance and reapplying. If you're far off, it may be worth exploring other business card options in the interim and returning to Ramp as your cash position grows.

I don't have information in Ramp's help center about exceptions or alternative programs for businesses below the minimum — if you believe your situation warrants a manual review, I'd recommend reaching out to Ramp support directly.

Grade: retrieval ✓ · cite 3/1 ✓ · phrases ✓

Q17 — Ramp + Mercury (international contractors)

Query: Can I use a Ramp credit card with my Mercury bank? I need expenses for international contractors and a no-foreign-fee card. Persona: admin · Surface: companion · Latency: 9232ms

Top retrieved:

• [S1] Will my Ramp card work internationally? — How it works (score 0.648, votes 10/66)
• [S2] Ramp corporate cards — Overview (score 0.612, votes 23/55)
• [S3] Ramp pricing overview — Overview (score 0.609, votes 2/46)
• [S4] Pay Bill Pay invoices via Ramp card — Frequently asked questions (FAQs) (score 0.606, votes -2/42)

Answer:

Here's what the sources tell us about your two questions:

Using Ramp with Mercury Bank Ramp is a corporate charge card (Visa network) — it's not a bank account product itself [S2]. You'd connect Mercury as your funding bank to pay your Ramp statement balance. Ramp doesn't explicitly call out Mercury by name in the retrieved sources, but any US-based bank account can generally be linked to fund repayments. If you run into issues connecting Mercury specifically, I'd recommend verifying in-product or escalating to support.

International contractor expenses & foreign transaction fees Good news on both fronts:

• Ramp cards work internationally and carry no foreign transaction fees [S3]. The card is on the Visa network, so it's widely accepted abroad [S2].
• There are blocked countries where Ramp cards won't work, including Cuba, Iran, North Korea, Syria, Russia, and Ukraine (including Crimea) [S1]. If your contractors are in those regions, transactions will be declined.
• For paying international vendor invoices (e.g., bills from contractors), Ramp's Bill Pay also supports international invoices in the invoice's currency [S4][S8].

Bottom line: Ramp is a solid fit for no-foreign-fee international spending, as long as your contractors aren't in sanctioned countries. For the Mercury connection specifically, confirm during onboarding or reach out to support if you hit a snag.

Grade: retrieval ✓ · cite 6/1 ✓ · phrases ✓

Q18 — Bill.com vs Ramp pain (approver workflow)

Query: I switched from Bill.com to Ramp and the approval workflow is way clunkier — I just want to add an approver. What am I missing? Persona: admin · Surface: companion · Latency: 8467ms

Top retrieved:

• [S1] Bill Pay approvals — Adding approvers (score 0.669, votes -17/29)
• [S2] Overview of Ramp Accounting — Our intuitive workflow: (score 0.631, votes -5/37)
• [S3] Ramp Procurement Quick Start Guide — Step 4: Set up Bill Pay (score 0.626, votes 0/0)
• [S4] AP Agents available in Ramp Bill Pay — Approval Intelligence (score 0.625, votes 4/6)

Answer:

Great news — as a Ramp Plus admin, you have everything you need to set up approval workflows for Bill Pay. Here's how to get oriented:

Where to configure approvals

Go to Bill Pay → Settings (3-dot menu, top right) → Approvals [S3]. This is where you build and manage your approval workflows — it's the equivalent of what you were doing in Bill.com.

Adding an approver

Within the approval flow setup, you can add specific individuals — any employee by name — to the approval sequence [S1]. You can also set up custom approval groups if you need more structured routing [S1].

Bonus for Ramp Plus

Since you're on Plus, you also get AI-powered approval intelligence — when approvers review their queue, they see AI-generated summaries, anomaly flags, and contextual recommendations to help them decide faster [S4]. This is on top of the standard condition-based routing that automatically sends bills to the right approvers [S4].

One heads-up on Teams

If you're using Microsoft Teams, note that it does not currently support bill approvals — those need to be handled directly in Ramp [S6].

The main thing that trips people up coming from Bill.com is finding the settings — it's tucked inside the Bill Pay 3-dot menu rather than a top-level "Settings" nav item [S3].

Grade: retrieval ✓ · cite 7/1 ✓ · phrases ✓

Q19 — Communication preferences (#1 most-viewed, -306 vote_sum)

Query: How do I turn off Ramp text message notifications? I keep getting SMS reminders and I just want email. Persona: cardholder · Surface: companion · Latency: 7824ms Notes: Cardholder section of a multi-audience article — composer should not include the admin section.

Top retrieved:

• [S1] Troubleshooting Ramp verification codes — I accidentally texted STOP to Ramp's number. How do I re-enable SMS? (score 0.657, votes -27/33)
• [S2] Manage your communication preferences — Overview (score 0.651, votes -306/572)
• [S3] Troubleshooting Ramp login & MFA issues — I'm not receiving the SMS verification code (score 0.596, votes -909/1335)
• [S4] How to opt out of Ramp's Gmail and Outlook integrations — 2. Opt out a new user (score 0.567, votes -2/4)

Answer:

To stop SMS reminders from Ramp, you'll want to update your communication preferences. Ramp's notification system lets you control how you receive alerts (SMS, email, or push notifications) [S2].

Here's what to do:

• Go to your notification/communication preferences in your Ramp account settings — this is where you can switch receipt reminders and other alerts from SMS to email only [S2][S5].
• Look for the Personal activity section, which controls how Ramp reminds you to submit receipts for your transactions [S5].
• Select email as your preferred channel and turn off SMS reminders there.

One important note: Some notifications are mandatory due to legal or financial institution requirements and cannot be turned off entirely [S2]. But routine reminders like receipt requests should be adjustable.

If you can't find the preference toggle or the option appears grayed out, your admin may have restrictions in place — it's worth checking with them. If you're still stuck, I don't have a confident answer for the exact steps in the current UI. Want me to escalate to support with the full conversation context?

Grade: retrieval ✓ · cite 5/1 ✓ · phrases ✓

Q20 — Login issues (#2 most-viewed)

Query: I can't log into Ramp anymore — I used to use a password but now it only shows SSO options. What do I do? Persona: cardholder · Surface: companion · Latency: 7721ms

Top retrieved:

• [S1] Troubleshooting Ramp login & MFA issues — I don't see the option to sign in with a password (score 0.799, votes -909/1335)
• [S2] Setting up single sign-on (SSO) and login controls in Ramp — I am having trouble signing in. Where can I get help? (score 0.772, votes -17/33)
• [S3] Help an employee regain access to Ramp — SSO is not working for them (score 0.765, votes 0/2)
• [S4] Troubleshooting SSO sign-in issues — Admin locked out because SSO is broken (score 0.757, votes 0/0)

Answer:

Here's what's likely happening and how to get back in:

Your company has enabled SSO, which replaces password login for your account. This is controlled by your company's admin settings — you won't see a password option if SSO is enforced [S5].

Steps to try:

1. Use the SSO option shown on the sign-in screen (Google, Okta, Microsoft Entra, OneLogin, or JumpCloud — whichever your company uses) [S1].
2. Make sure you're using the right email — it must match the email tied to your company's identity provider (e.g., your work Google or Okta account) [S3].
3. Try a password reset at the Ramp sign-in page — if a password login is still available for your account, this will let you set one and regain access [S1].

If none of that works, it's possible your company's IT/admin team needs to verify you're in the correct SSO group in their identity provider (Okta, Google Workspace, etc.) [S3]. Reach out to your IT admin and ask them to confirm your SSO assignment.

Still stuck? Contact Ramp Support directly — they can help restore access when SSO is blocking you out entirely [S4].

Grade: retrieval ✓ · cite 6/1 ✓ · phrases ✓

Q21 — Contact Support (#3 most-viewed, signature loop-elimination test)

Query: How do I reach an actual human at Ramp support? The chat keeps sending me back to articles. Persona: admin · Surface: companion · Latency: 5534ms Notes: THE signature query for the case study. The new system MUST NOT just say 'see the Contact Support article'. It MUST surface the phone number / live chat directly.

Top retrieved:

• [S1] How to contact Ramp's Support team — Overview (score 0.689, votes -578/660)
• [S2] Ramp Community Forum → Connect with other customers and the Ramp team — What the Forum is not (score 0.606, votes -6/8)
• [S3] Help an employee regain access to Ramp — Overview (score 0.587, votes 0/2)
• [S4] Setting up single sign-on (SSO) and login controls in Ramp — I am having trouble signing in. Where can I get help? (score 0.586, votes -17/33)

Answer:

Here are the direct ways to reach a live Ramp support agent [S1]:

• Phone (fastest for urgent issues): Call (855) 206-7283 (US) or 1-844-331-1023 (international). Support is available 24/7.
• Live chat in the Ramp app: Open Ask Ramp inside the app — if live chat is available for your issue, you'll see a "Live chat" option. If not, use "Submit support request" to open a ticket.

Since you're on the Plus tier as an admin, phone is your most reliable path to a human if the in-app chat keeps routing you to articles. The support team is available around the clock, so don't hesitate to call.

Grade: retrieval ✓ · cite 1/1 ✓ · phrases ✓ · not-loop ✓

Q22 — Submitting reimbursements (#4 most-viewed)

Query: How do I submit an out-of-pocket reimbursement? I bought lunch on my personal card for a client meeting. Persona: cardholder · Surface: companion · Latency: 8597ms

Top retrieved:

• [S1] Submitting reimbursements — Out-of-pocket reimbursements (score 0.698, votes 6/236)
• [S2] Personal Card Reimbursements — How it works (score 0.632, votes 2/2)
• [S3] Funds, cards, and spend programs — How do I submit a reimbursement for my funds? (score 0.574, votes -13/81)
• [S4] Reviewing reimbursements — Personal Card Reimbursements (score 0.570, votes -18/32)

Answer:

Here's how to submit your out-of-pocket reimbursement for that client lunch:

Basic reimbursement flow:

1. From your Ramp homepage, click New > Reimbursement [S2]
2. Upload your receipt, then fill in the merchant, amount, and date
3. Add a memo describing the expense (e.g., "Client lunch meeting")
4. Since it was a client meal, click Add Attendees to log who was there [S1]
5. Submit through the normal reimbursement flow for approval

If you paid with a personal credit card (optional shortcut): If your company has Personal Card Reimbursements enabled, you can connect your card via Banking > Personal credit card > Connect card. Then when creating a reimbursement, Ramp will pull in your transactions and pre-fill the merchant, amount, and date automatically — saving you manual entry [S1][S2].

A couple of tips for client meals specifically:

• Use the Add Attendees button to document who attended — this is often required for meal expenses [S1]
• If this was part of a business trip, you can toggle "Is this a travel expense?" to group it with other trip expenses [S1]

Once submitted, your manager or reviewer will see it in their queue for approval. You'll be paid out to your personal bank account on file after approval.

Grade: retrieval ✓ · cite 6/1 ✓ · phrases ✓

Q23 — Bill payment timing (#6 most-viewed)

Query: If I schedule a bill payment by ACH today, when will my vendor actually receive the funds? Persona: admin · Surface: companion · Latency: 7827ms

Top retrieved:

• [S1] Bill payment methods and timelines — Payment timeline (score 0.741, votes -26/114)
• [S2] Bill Pay accounting — When do bills sync? (score 0.665, votes 12/44)
• [S3] QuickBooks Online overview — How will reimbursements appear in QuickBooks? (score 0.639, votes -23/103)
• [S4] Ramp Vendor Portal — What to do if a payment is delayed (score 0.632, votes -36/174)

Answer:

Here's what to expect for ACH bill payments on Ramp:

Standard ACH timeline:

• Ramp debits your connected bank account on the scheduled date [S1]
• Bills fully approved before 1:00 PM ET on the scheduled date are sent to the vendor the same business day [S1]
• In most cases, funds arrive at the vendor's bank same day or within 1 business day after that [S1]
• Delivery beyond 1 business day is uncommon but possible if the receiving bank delays processing [S1]
• Overall, standard ACH can take 0–5 business days end-to-end, and delivery estimates are not guaranteed [S1]

Need it faster? Ramp also offers same-day ACH and domestic wire ($15 flat fee) as alternatives if timing is critical [S1][S8].

QuickBooks Online note: The payment date synced to QBO is typically the date payment is initiated (approval date), which may be earlier than when funds actually settle — so don't be surprised if the QBO date is a day or two ahead of actual settlement [S2][S3].

Grade: retrieval ✓ · cite 9/1 ✓ · phrases ✓

Q24 — International card use (lower-traffic but gnarly)

Query: I'm traveling to the UK next week. Will my Ramp card work for hotel and meals? Are there fees? Persona: cardholder · Surface: companion · Latency: 7108ms

Top retrieved:

• [S1] Will my Ramp card work internationally? — Overview (score 0.624, votes 10/66)
• [S2] Booking travel off Ramp: Admin guide — Managing Travel Spend & Submitting Expenses (score 0.576, votes -8/30)
• [S3] Booking travel on Ramp: Employee guide — Frequently Asked Questions (FAQs) (score 0.576, votes 90/206)
• [S4] Ramp mobile app — Using the mobile app as an employee (score 0.556, votes -15/161)

Answer:

Great news — your Ramp card should work fine in the UK for hotels and meals. Here's what to know:

Will it work? Yes. Ramp cards work in most countries outside the US, including countries in Europe [S1]. You may receive an SMS to verify a charge if Ramp's fraud monitoring flags it as unexpected — just respond to confirm it's legitimate [S1].

Foreign transaction fees The sources I have don't explicitly state whether Ramp charges foreign transaction fees. I don't have a confident answer for this specific detail in Ramp's help center. Want me to escalate to support with the full conversation context?

Tips for your trip

• Forward any hotel/flight confirmation emails to receipts@ramp.com so Ramp can auto-generate a trip itinerary and link your transactions to it [S2].
• If your company has a per diem policy, it will automatically apply to meal spend once a trip is detected [S8].
• You can manage your card, view transactions, and flag anything unexpected from the Ramp mobile app while you're on the go [S4].

Grade: retrieval ✓ · cite 5/1 ✓ · phrases ✓