The Audit Friendly Software Index

Accounting and finance software, ranked on the evidence

Payroll, the general ledger, the close, AP, spend, expenses and procurement, reviewed tool by tool. Each one is scored out of 100 from public evidence (pricing pages, filings, documentation, demos and reviewer threads) and shows the real price and how the vendor charges it.

Top scored in each category

Tools scored
41
in 7 categories
Publish their price
18 of 41
the rest are quote only, so we show a benchmark and name its source
Prices re-checked
Monthly
against each vendor's own pricing page

21 tools reviewed

Payroll & Benefits

Payroll platforms calculate pay, file and remit payroll taxes, and produce the year-end forms. They range from self-serve tools for small teams to PEOs that take on the employer filings and enterprise suites that tie payroll to HR.

Ranked by AF Score, highest first.

Remote

Best fit
Finance teams hiring 5-500

The rare global employment vendor with nearly its whole price list public: EOR $599 (annual) to $699 (monthly), payroll at $29 and contractors from $29, owned entities everywhere it employs, and a first-party MCP server live since May 2026.

87
Price
EOR $599/mo annual or $699 monthly; payroll $29
How it's priced
Published flat fee per worker; EOR billed yearly or monthly
Time to live
EOR hires live in days, 2-4 weeks where statutory steps apply

ADP

Best fit
Multi-state and global employers

ADP in 2026: RUN for small teams, Workforce Now for mid-market, Lyric HCM for enterprise. Unmatched tax and compliance depth, opaque negotiated pricing, and real shipped AI agents that stay inside ADP's walls.

84
Price
$10 to $25 PEPM by company size (Vendr)
How it's priced
Quote only: base fee plus per employee per month
Time to live
4 to 14 weeks

Workday

Best fit
Large enterprises

The enterprise HR and finance system of record. Native payroll in six countries, partner payroll in 180 plus, journal lines landing in the same ledger finance closes, and the deepest agent platform in the category.

82
Price
$34 to $42 PEPM at scale (OutSail est.)
How it's priced
Quote only: multi-year subscription by headcount and module
Time to live
6 to 18 months

Deel

Best fit
Distributed and global teams

Deel is a comprehensive global payroll and compliance solution designed to manage international teams, streamlining the process of hiring, onboarding, paying, and compliance in multiple countries.

81
Price
EOR $599/mo, contractors $49/mo (published)
How it's priced
Published flat fee per worker per month, by product
Time to live
Minutes to days

Payworks

Best fit
Canadian SMB to mid-market

Service-first Canadian payroll and HR from Winnipeg. A dedicated rep for every client, 98% retention, deep CRA and Revenu Quebec compliance, 40,000-plus businesses. Priced per pay run via an online quote, Canada-only, thin on AI.

80
Price
CA$23/run + CA$2.65 per employee (online quote)
How it's priced
Per pay run fee plus per employee per run; add-ons extra
Time to live
Weeks, not months; a dedicated specialist runs a five-step onboarding

Wagepoint

Best fit
Canadian small businesses

Wagepoint is Canada-only small-business payroll: automated CRA and Revenu Quebec remittances, ROEs, T4/T4A/RL-1 year-end, and clean QuickBooks and Xero exports, run direct or through your accounting firm.

79
Price
CA$20/mo + CA$4 per employee (published)
How it's priced
Published tiers: base fee plus per employee, monthly
Time to live
Live in a day or two via self-serve setup; pay runs take minutes

Warp

Best fit
Seed to Series B

Warp is an AI-native payroll, benefits, and compliance platform for venture-stage startups, built to automate multi-state tax registrations and notices on top of Check's proven payroll rails.

79
Price
$35/person/mo + $89/mo platform fee (published)
How it's priced
Published tiers: platform fee plus per person per month
Time to live
Days: self-serve, go-live in about 14 days, no implementation fees

Dayforce

Best fit
US-Canada mid-market and enterprise

Single-engine HCM with continuously calculating payroll, real US multi-state depth, and best-in-class Canadian tax. Now Thoma Bravo-owned, quote-only, and built for 500-plus headcounts.

78
Price
$22 to $31 PEPM (OutSail est.)
How it's priced
Quote only: multi-year contract, per employee per month
Time to live
6 to 12 months

Papaya

Best fit
Enterprises

Papaya Global runs payroll, EOR, and licensed worker payments across 160+ countries, with client funds held at J.P. Morgan and Citi and one-click NetSuite journal entries. Enterprise-grade, and sold that way.

77
Price
From $29/employee/mo payroll; EOR from $499
How it's priced
Published starting prices per worker; final price by quote
Time to live
2 to 4 months

Justworks

Best fit
US teams

Justworks is the PEO you can put in a budget model: published fees of $79 or $124 per employee per month, payroll from $50 plus $8, EOR at a flat $599, with 24/7 human support and co-employed big-group benefits.

76
Price
PEO $79 to $124/employee/mo (published)
How it's priced
Published: PEO per employee; Payroll plan adds a base fee
Time to live
Days for Payroll, weeks for a PEO cutover; no implementation fee

Gusto

Best fit
SMB & lower mid-market

Gusto is a cloud-based platform designed to simplify payroll, benefits, and HR processes, creating a smooth and efficient experience for businesses of all sizes.

74
Price
$49/mo + $6/person (published)
How it's priced
Published tiers: base fee plus per person, monthly
Time to live
15 to 30 minutes

UKG

Best fit
Hourly-heavy

UKG pairs heavyweight payroll with the deepest time and attendance engine in HCM. Compliance and scale are elite; pricing is opaque, implementations run long, and its new AI agents work for UKG's suite, not yours.

74
Price
~$20 to $26 PEPM to start (UKG cost guide)
How it's priced
Quote only: per employee per month, no base fee
Time to live
3 to 6 months

Paycom

Best fit
US-heavy mid-market

Paycom puts payroll, HR, time, and benefits on one database and has employees verify their own checks in Beti before payday. Powerful for close and audit; opaque pricing and a closed API are the tradeoffs.

73
Price
$25 to $36 PEPM full suite (OutSail est.)
How it's priced
Quote only: per employee per pay period, annual contract
Time to live
About 3 months

Paylocity

Best fit
US mid-market employers

Paylocity pairs mid-market payroll and HCM with real GL plumbing: native QuickBooks Online, NetSuite, and Sage Intacct journal entries, 50-state filing, and a growing CFO suite built on the $325M Airbase deal.

73
Price
$26 to $33 PEPM full suite (OutSail est.)
How it's priced
Quote only: per employee per month, by module
Time to live
8 to 10 weeks

isolved

Best fit
US employers

Mid-market payroll and HCM with benefits-compliance roots, sold direct or through your CPA firm via the isolved Network. Deep multi-state filing, QuickBooks journal sync, quote-only pricing.

72
Price
$17 to $25 PEPM full suite (OutSail est.)
How it's priced
Quote only: per employee per month, direct or via partner
Time to live
8 to 12 weeks

TriNet

Best fit
White-collar firms

The big-company-benefits PEO for white-collar SMBs. Real compliance lift under co-employment, a flat but unpublished admin fee, and a health book that was repriced hard through 2025 and 2026.

72
Price
$100 to $150 PEPM admin fee (Vendr est.)
How it's priced
Quote only: flat admin fee per employee per month
Time to live
About 2 to 6 weeks; the benefits enrollment window sets the pace

Paychex

Best fit
US small to mid-size employers

Paychex is a robust cloud-based payroll, human resources, and benefits outsourcing platform serving small to midsize businesses. It provides comprehensive tools for payroll management, HR administration, time and attendance, benefits administration, and insurance services.

71
Price
~$44/mo + $1.44/employee (one Forbes quote)
How it's priced
Quote only: base fee plus per employee per month
Time to live
~48 hours for simple US payroll; longer with multi-state, benefits, or GL

Powerpay

Best fit
Canadian small businesses

Powerpay is Dayforce's veteran Canadian small-business payroll: strong CRA and Revenu Quebec compliance, standout support, and a published CA$25 plus CA$5 All-In plan, but no API and a ceiling near 200 staff.

70
Price
CA$25/mo + CA$5/employee (All-In, published)
How it's priced
Published micro plan; other bundles quote only
Time to live
In days

QuickBooks Payroll

Best fit
US teams already on QuickBooks

Payroll that lives inside the QuickBooks ledger, rebranded QuickBooks Workforce in July 2026. Unbeatable convenience for QBO shops, with new per-employee pricing, mandatory auto-tax, and a real scale ceiling.

68
Price
$50/mo + $7/employee (published)
How it's priced
Published tiers: base fee plus per employee, monthly
Time to live
Same week for existing QBO files; longer with mid-year YTD migration

Rippling

Best fit
Scaling mid-market companies

Rippling is a unified workforce platform where payroll, HR, benefits, IT, and spend run off one employee record, posting dimension-mapped journal entries natively to QuickBooks, Xero, NetSuite, and Sage Intacct.

68
Price
$15 to $50+ PEPM by company size (Vendr)
How it's priced
Quote only: per employee per month by module, plus base
Time to live
6 to 12 weeks

Humi

Best fit
Canadian SMBs

Humi is a Canadian all-in-one HR, payroll and benefits platform for SMBs, now owned by Australia's Employment Hero. Real CRA and Quebec compliance, but HR plans turned quote-only (payroll stays published at CA$7 per employee) and the agent story is thin.

66
Price
Payroll CA$7/employee/mo (CA$70 min); HR quote
How it's priced
Published payroll per employee; HR plans quote only
Time to live
Days to a few weeks for an SMB; CRA payroll account and prior YTD are the long poles

14 tools reviewed

Accounting & ERP

The general ledger and everything that posts to it: bills, invoices, bank reconciliation and the month-end close. The range runs from free small-business books to multi-entity ERPs that consolidate subsidiaries in several currencies.

Ranked by AF Score, highest first.

Sage Intacct

Best fit
Multi-entity

Sage Intacct is a cloud financial management system built for the accounting function itself: a dimensional general ledger, multi-entity consolidation, multi-currency, and revenue recognition, rather than a full operations ERP. It has been the AICPA's endorsed financial management solution since 2009, and it is the system most often cross-shopped against NetSuite by controllers who want finance depth without buying inventory, manufacturing, and CRM they will never switch on. The trade is deliberate: you get a faster, lighter, finance-first close, and you give up the operational breadth NetSuite bundles in.

83
Price
$15k to $60k/yr, small to mid-market (Vendr)
How it's priced
Quote only: annual subscription, modules, users, entities
Time to live
2 to 3 months

Dynamics 365 Business Central

Best fit
Mid-market

Dynamics 365 Business Central is Microsoft's mid-market cloud ERP for finance teams that have outgrown small business accounting. Unlike NetSuite, Sage Intacct and Acumatica, which sell by quote, Microsoft publishes Business Central's list price: 80.00 US dollars per user per month for Essentials, paid yearly. It runs the general ledger, payables, receivables, inventory, projects and multi-company consolidation on the Microsoft stack, with a hosted MCP server that lets an AI agent read the ledger out of the box. The trade is the channel: Microsoft sells, implements and supports it through Cloud Solution Provider partners, so the license is the one number a buyer can see up front.

80
Price
$80/user/mo Essentials, paid yearly (published)
How it's priced
Published per user licenses, annual, sold via partners
Time to live
Partner set, not published

NetSuite

Best fit
Multi-entity companies

NetSuite is a cloud ERP whose financials core (general ledger, AP, AR, fixed assets, revenue recognition, and multi-entity consolidation) serves as a company's accounting system of record. It is aimed at organizations that have outgrown QuickBooks or Xero and need a real multi-subsidiary, multi-currency close and reporting in one platform. Unlike a payroll app you switch on, it is a broad system you license as a base plus modules plus user seats, and most companies implement it with a partner.

79
Price
~$75k/yr median contract (Vendr, 1,511 deals)
How it's priced
Quote only: annual license, base + users + modules
Time to live
About 100 days

QuickBooks Online

Best fit
Small and lower-mid-market businesses

QuickBooks Online is Intuit's cloud accounting platform for small businesses, the default general ledger for millions of US companies and the bookkeepers and accountants who serve them. It handles the core small-business accounting jobs (bank feeds, invoicing, reconciliation, sales tax, 1099s, and financial statements) and sits inside the largest accountant and third-party app ecosystem in the market. It is sold as a per-tier monthly subscription, with separately priced add-ons for payroll, payments, and time tracking.

78
Price
Free, or $38 to $340/mo (published)
How it's priced
Published tiers: flat monthly fee per company, user caps
Time to live
Hours to a few days; weeks when migrating messy history

Acumatica

Best fit
Multi entity mid-market with real operations

Acumatica is a mid-market cloud ERP sold only through resellers and licensed on transaction volume rather than per user, built for multi entity companies that run operations as well as a ledger.

77
Price
$10k to $80k/yr license (reseller est.)
How it's priced
Quote only: apps + transaction tier, unlimited users
Time to live
90 days or fewer, vendor claimed

Xero

Best fit
Small businesses and startups; unlimited users

Xero is a cloud accounting platform for small businesses and the accountants who serve them, sold per organisation with unlimited users, published US pricing, an official open source MCP server, and no consolidation inside the ledger.

76
Price
$25/mo per organization ($27 from Oct 1)
How it's priced
Published tiers per organization, no per user fee
Time to live
Hours for a clean start; days to weeks with history

Rillet

Best fit
Multi entity SaaS

Rillet is an AI native general ledger and ERP for multi entity B2B SaaS, fintech and healthcare tech companies that have outgrown QuickBooks, pairing native ASC 606 revenue recognition and consolidation with a first party MCP server that lets an agent such as Claude read and write the ledger under the connected user's own permissions.

75
Price
~$28.5k/yr median contract (Vendr)
How it's priced
Quote only: by features used and complexity, not seats
Time to live
4 to 8 weeks (vendor)

Light

Best fit
Multi-entity global scale-ups

Light is a Copenhagen built, AI native ERP that runs multi entity, multi currency finance on one live ledger, deriving each entity's local statutory book and the group book from the same transactions across 21 countries, and it is aimed at multi entity scale ups and mid market groups replacing a legacy ERP or a stack of single entity accounting tools.

74
Price
Quote only; from ~$35k/yr (ERP Research est.)
How it's priced
Quote only: no published rate card
Time to live
6 weeks to a few months

Zoho Books

Best fit
Single entity small businesses, especially Zoho suite users

Zoho Books is Zoho's cloud accounting application for small businesses, sold in six published US plans from free to 240 dollars per organization per month on annual billing, with revenue recognition, approvals, period locking and a first party MCP surface that most tools in its price class lack, one organization per legal entity, and no consolidated statements inside the product.

73
Price
Free, or $15/org/mo billed yearly (published)
How it's priced
Published tiers per organization, users included
Time to live
Days for a clean single entity; weeks with history and workflows (estimated)

Digits

Best fit
United States small businesses and the firms serving them

Digits is an AI native accounting platform that runs its own general ledger for United States small businesses, startups and the accounting firms that serve them, with automation aimed at bookkeeping and the month end close.

71
Price
$65/mo per business (published)
How it's priced
Published flat monthly tiers per business, no seat fees
Time to live
Hours to days from a QuickBooks Online migration

Puzzle

Best fit
United States startups and SMBs on one USD entity

Puzzle is an AI native general ledger for United States startups, small businesses and the accounting firms that serve them, pairing parallel cash and accrual books with agents that draft the month end close for a human to approve before anything posts.

68
Price
$24/mo annual or $30/mo monthly (published)
How it's priced
Published tiers: flat monthly fee per company
Time to live
Hours to a few days, self serve

Campfire

Best fit
Venture backed software companies

Campfire is an AI native ERP that runs the general ledger, revenue recognition and close for venture backed software companies, replacing QuickBooks or NetSuite with a system where an in house accounting model drafts the entries and the finance team approves them.

66
Price
Quote only, no list price
How it's priced
Quote only: sales-led custom quote, no rate card
Time to live
Four to twelve weeks

FreshBooks

Best fit
Service businesses and freelancers

FreshBooks is a Toronto-built invoicing and time-billing platform for freelancers and service businesses that added double-entry accounting reports, bank reconciliation and manual journal entries on its Plus tier and above, sold as published monthly tiers capped by billable clients rather than by users.

58
Price
$23/mo Lite (published); Select quote only
How it's priced
Published tiers capped by clients, plus per user seats
Time to live
Hours to a day, self serve

Wave

Best fit
Solo operators and micro businesses, US and Canada

Wave is a free double entry ledger with invoicing for US and Canadian solo operators and micro businesses, owned by H&R Block, that earns its money from a 19 dollar Pro plan, per transaction payment processing and a payroll subscription.

52
Price
Free Starter; Pro $19/mo (published)
How it's priced
Free tier plus per business Pro fee, usage fees
Time to live
Same day

6 tools reviewed

Close & reporting

Tools that sit on top of the ledger to run the close: checklists, reconciliations, consolidation and SEC reporting. Buyers are usually controllers at companies with several entities or a public filing deadline.

Ranked by AF Score, highest first.

Workiva

Best fit
Public filers

Workiva is a connected reporting and compliance platform where accounting, audit, risk, and sustainability teams draft, control, and file high stakes documents: 10-Ks and 10-Qs with XBRL, SOX documentation and testing, audit workpapers, board decks, and ESG or CSRD disclosures. Its core trick is linking: a number lives in one governed place and flows to every document that cites it, with a full audit trail. It is licensed per solution on a quote only basis, and more than 85 percent of the Fortune 1000 use it (published), which tells you both how good it is and roughly what it costs.

82
Price
~$49k/yr median contract (Vendr, 164 deals)
How it's priced
Quote only: per solution, unlimited users
Time to live
8 to 16 weeks

BlackLine

Best fit
Public or soon-to-be-public companies

BlackLine is the enterprise financial close and controls platform: account reconciliations, close task management, high volume transaction matching, journal entry, intercompany, and variance analysis, sitting as a governed layer on top of one or more ERPs rather than replacing them. It is bought mostly by large, SOX-heavy organizations (about 4,260 customers and roughly 390,000 users, including 1,300 plus companies running it alongside SAP), licensed module by module on quote-only enterprise contracts, and implemented with a partner. Since late 2024 BlackLine has been rebuilding itself around the Studio360 platform and the Verity AI agent suite, and now markets itself as an agentic financial operations platform.

78
Price
~$40k/yr median contract (Vendr, 74 deals)
How it's priced
Quote only: annual subscription by module and entity
Time to live
3 to 6 months

FloQast

Best fit
Controller led accounting teams

FloQast is a close management platform built by former accountants that organizes the month end close instead of replacing it. It layers a shared close checklist, reconciliation tie outs, flux analysis, and compliance evidence directly on top of the Excel workpapers and ERP a team already uses, and since 2025 it has been shipping auditable AI agents that automate pieces of that work. The buyer is almost always a controller at a mid-market company, and the pitch is speed: live in weeks, run by accountants, no IT project.

78
Price
~$24.5k/yr median contract (Vendr, 312 deals)
How it's priced
Quote only: packages by solution, no per user fees
Time to live
Under 30 days

Numeric

Best fit
Controller led teams

Numeric is an AI close automation platform that sits on top of the general ledger you already run, not in place of it. It connects to NetSuite, QuickBooks Online, Xero or Sage Intacct and adds the layer above: a close checklist with preparer and reviewer roles, account reconciliations that tie out against live GL data, flux commentary drafted by AI, transaction monitors that catch coding errors during the month, and a cash matching engine the vendor says auto matches more than 90 percent of bank transactions. The buyer is a controller at a venture backed or high growth technology company, and the pitch is not organization but automation: the work gets done by the software and reviewed by the accountant.

77
Price
~$15k/yr median contract (Vendr, 48 deals)
How it's priced
Quote only: modules, priced on seats and transactions
Time to live
Under 2 weeks

OneStream

Best fit
Multi entity groups

OneStream is a unified CPM platform: group consolidation, financial close, reporting, planning and forecasting running on one data model rather than a stack of connected point tools. It is bought mostly by large multi-entity organizations replacing Oracle Hyperion HFM, SAP BPC or TM1, and its Account Reconciliations, Transaction Matching, Journal Entry Manager and Task Manager solutions are where it overlaps BlackLine. It is not a close checklist you switch on. Licensing is quote only, implementation is partner led and measured in quarters, and since April 1, 2026 the company has been owned by the private equity firm Hg, which also owns Prophix, LucaNet and a stake in insightsoftware.

77
Price
~$178k/yr average license (Vendr guide)
How it's priced
Quote only: annual platform license by module and scale
Time to live
6 to 9 months

Trintech

Best fit
Mid-market (Adra) and enterprise (Cadency)

Trintech is a record to report platform that sits on top of your ERP and governs account reconciliation, transaction matching, close task management, journal entry, intercompany, and compliance. It is not a general ledger. The single most important thing to establish before a demo is that Trintech is not one product: Cadency is the large enterprise platform that goes head to head with BlackLine, Adra is a separate mid-market suite on separate architecture with its own developer portal that competes with FloQast and Numeric, and ReconNET, Frontier, and Accurate handle very high volume matching for banks, retailers, and insurers. Which of those a Trintech rep puts in front of you determines your price, your implementation timeline, your API surface, and your ceiling.

75
Price
~$94k SMB, ~$258k enterprise avg/yr (SpendHound)
How it's priced
Quote only: by product (Adra or Cadency) and module
Time to live
6 to 20 weeks

Tools reviewed

AP automation

Software that captures supplier invoices, codes them to the ledger, routes approvals and pays the bills. The newer tools read invoices with AI and match them to purchase orders and receipts without anyone keying them in.

Ranked by AF Score, highest first.

Tipalti

Best fit
Global mid-market AP and payouts

Tipalti is a global payables platform that runs accounts payable, supplier onboarding, tax-form collection and payouts to 200+ countries, built for mid-market finance teams and for marketplaces that pay thousands of payees.

82
Price
From $99/mo + fees (published)
How it's priced
Published entry price plus per-invoice and payment fees
Time to live
2 to 3 months (reported)

Stampli

Best fit
US mid-market AP on complex ERPs

Stampli is accounts payable automation that keeps a conversation, an audit trail and AI-suggested coding on every invoice, built for US mid-market finance teams running NetSuite, Sage Intacct, Business Central, SAP or another of the 70+ ERPs it supports.

80
Price
Quote only
How it's priced
Quote only: subscription by invoice volume and modules
Time to live
Days to weeks (vendor)

BILL

Best fit
US SMBs and accounting firms

BILL is a US accounts payable and receivable platform that captures bills, routes approvals, pays vendors by ACH, check, card or wire and syncs to QuickBooks, Xero or an ERP, built for small businesses and the accounting firms that run their books.

78
Price
$49 to $89/user/mo (published)
How it's priced
Published per-user tiers, per-payment fees; Enterprise quote
Time to live
Days to 3 months (reported)

Esker

Best fit
Multi-ERP enterprise AP teams

Esker is a Lyon-based cloud suite for the Office of the CFO whose accounts payable, procurement and supplier management modules automate invoice capture, matching, approvals and e-invoicing compliance for mid-size and large companies on SAP, Oracle, Microsoft or Sage ERPs.

78
Price
Quote only
How it's priced
Quote only: subscription plus per-document fees
Time to live
2 to 3 months (case study)

Corpay

Best fit
Check-heavy US mid-market AP

Corpay (NYSE: CPAY) sells Corpay Complete, an AP and spend platform built partly on the former Nvoicepay that captures invoices, runs approvals and pays suppliers by ACH, check, virtual card or cross-border wire, with a Corpay team enrolling vendors, for US mid-market and enterprise finance teams.

77
Price
Quote only; AP fees not published
How it's priced
Quote only: interchange, possible fixed fees, FX spread
Time to live
4 to 12 weeks (vendor cases)

Medius

Best fit
Multi-ERP mid-market AP, EU and US

Medius is a Swedish AP automation suite for mid-market and enterprise finance teams, covering invoice capture, matching, fraud checks, e-invoicing and supplier payments, with managed connectors for Dynamics 365, NetSuite, SAP and Oracle Fusion. Pricing is quote only.

76
Price
Quote only
How it's priced
Quote only: two AP packages plus paid add-on modules
Time to live
6-week plan, 8 to 12 average

Ottimate

Best fit
US multi-location hospitality AP

Ottimate, formerly Plate IQ, is line-item AP automation and vendor payments for US multi-location operators in restaurants, hospitality, grocery and healthcare, with free ACH and vCard rails and a read-only MCP for Claude.

76
Price
Quote only
How it's priced
Quote only: per-Document subscription, published pay fees
Time to live
2 months to benchmark (vendor)

Basware

Best fit
Global enterprise AP, multi-ERP

Basware is enterprise accounts payable and e-invoicing software from Finland that captures, matches and routes supplier invoices across many ERPs and countries, built for global finance teams handling 50,000+ invoices a year under e-invoicing mandates.

75
Price
From £28.1k/yr (UK gov, 2024)
How it's priced
Annual fee by committed invoice band, plus overage fees
Time to live
From 6 weeks (vendor)

Vic.ai

Best fit
US mid-market, high-volume AP

Vic.ai is AI-first accounts payable software that captures, codes, matches and routes invoices, then pays vendors through VicPay, built for US mid-market and enterprise finance teams on Oracle, Microsoft, Sage and Workday ERPs, including PE-backed companies and accounting firms.

75
Price
From $25k/yr on AWS (published)
How it's priced
Annual contract by invoice volume, per-invoice overage
Time to live
2 to 6 weeks (vendor)

Rossum

Best fit
Enterprise AP on SAP or Coupa

Rossum is document AI that reads, validates and exports invoices and other transactional documents for enterprise AP teams on SAP, Coupa, NetSuite or Workday, sold from $18,000 a year and owned by Coupa since May 2026.

74
Price
From $18k/yr (published)
How it's priced
Published Starter floor; higher tiers quoted by page volume
Time to live
A few weeks (vendor FAQ)

Melio

Best fit
US SMBs and accounting firms

Melio is US bill pay for small businesses and their accountants: pay any vendor by ACH, check, wire, virtual card or credit card on a free plan or monthly plans from $25. Owned by Xero since October 2025, it also powers embedded bill pay for Fiserv, Capital One, Shopify, Clover and Gusto.

73
Price
Free, or $25 to $80/mo (published)
How it's priced
Published tiers: monthly plans, user add-ons, payment fees
Time to live
Minutes to days (vendor)

Modern Treasury

Best fit
Teams embedding payments via API

Modern Treasury is payment operations infrastructure: one API and dashboard to send ACH, wire, RTP, FedNow, push-to-card, check and stablecoin payments, keep a ledger and reconcile bank activity, for finance and engineering teams that run payments in their own product or at volume.

73
Price
From $2,000/mo + usage (listed)
How it's priced
Platform fee plus per-payment usage; annual commitment
Time to live
Days to 1 month (vendor)

Trolley

Best fit
Platforms paying global payees

Trolley is a payouts platform for marketplaces, creator and music platforms and other internet businesses that pay many contractors, artists or sellers worldwide and want payee onboarding, W-9 and W-8 collection, 1099 or DAC7 reporting and identity checks in one embeddable product.

73
Price
$2,399/yr Pay + fees (published)
How it's priced
Published yearly modules plus per-payment fees
Time to live
Days to 6 weeks (vendor)

ApprovalMax

Best fit
Xero/QBO SMBs and accounting firms

ApprovalMax adds multi-step approval workflows, PO matching, budget checks and audit trails to Xero, QuickBooks Online and NetSuite for small and mid-sized businesses and accounting firms, with published per-organisation prices and in-app supplier payments for UK Xero users.

72
Price
From $49.50/org/mo (published)
How it's priced
Published per-organisation plans, moving to usage tiers
Time to live
A few days (vendor)

MineralTree

Best fit
Sage Intacct and NetSuite AP teams

MineralTree is accounts payable and payment automation for US mid-market finance teams: invoice capture, approvals, and supplier payments by ACH, check, virtual card or international wire. It is sold direct and inside Sage Intacct; its privacy notice (June 2026) calls it a Global Payments company.

72
Price
~$18.9k/yr median, n=17 (Vendr)
How it's priced
Quote only: setup, annual platform and usage fees
Time to live
About 4 weeks (vendor)

OpenEnvoy

Best fit
US AP teams with complex invoices

OpenEnvoy is an AI-native accounts payable platform that reads each invoice, checks every line against POs, receipts, contracts and rate cards, and holds overbilling before payment, for mid-market and enterprise finance teams with complex, variable-cost spend.

72
Price
800 free tokens; rate not public
How it's priced
Prepaid tokens per processed page; annual plan minimums
Time to live
Same day to 90 days (vendor)

Routable

Best fit
US platforms paying many payees

Routable is an API-first AP and mass payouts platform for US companies, marketplaces and platforms that pay hundreds to thousands of vendors or contractors a month and keep the books in NetSuite, Sage Intacct, QuickBooks Online or Xero.

72
Price
From $1,250/mo (published)
How it's priced
Published entry tier; quote upper tiers; per-payment fees
Time to live
1 to 4 weeks (vendor)

Trustpair

Best fit
Enterprise AP and treasury teams

Trustpair checks that a supplier's bank account belongs to that supplier, at onboarding, on every change and before payment runs, inside SAP, Coupa, Kyriba and other enterprise tools. Basware signed a binding agreement to buy it on 26 August 2026; completion is expected later in 2026.

72
Price
Quote only
How it's priced
Quote only: annual package sized by vendor evaluations
Time to live
24 hours to 3 months (vendor)

Yooz

Best fit
SMB and mid-market AP, France/US

Yooz is a French cloud AP and purchase-to-pay platform for small and mid-market finance teams in France and the US, covering invoice capture, approvals, PO matching, fraud checks, French e-invoicing as a registered approved platform, and partner-run supplier payments.

72
Price
From €99 in France (published)
How it's priced
By document volume, unlimited users; FR/UK list, US quote
Time to live
Days to a few weeks (vendor)

AppZen

Best fit
Enterprise audit on Concur or SAP

AppZen is an AI audit and AP automation platform that checks every expense report, card charge and invoice before payment, sold to large enterprises that keep SAP Concur, Workday, Oracle or SAP as the system of record.

71
Price
~$10.9k/yr median contract (Vendr)
How it's priced
Quote only: annual commit per product by volume
Time to live
6 to 14 weeks (vendor)

AvidXchange

Best fit
US real estate and HOA AP teams

AvidXchange is a US invoice-to-pay platform and supplier payment network for mid-market companies, strongest in real estate, HOA management and construction and also sold to nonprofits, that says it pays 1.5 million suppliers by virtual card, ACH or check.

71
Price
~$6k/yr median, n=6 (Vendr)
How it's priced
Quote only: per-invoice and per-payment fees plus SaaS
Time to live
As little as 45 days (vendor)

PaymentWorks

Best fit
US public sector and higher ed AP

PaymentWorks is a US vendor identity platform that onboards payees and checks their tax ID, sanctions status and bank account ownership before the data reaches the ERP, then indemnifies qualifying domestic ACH payments up to $2 million, for universities, governments and large enterprises.

71
Price
Quote only
How it's priced
Quote only: annual subscription; payees register free
Time to live
About 2 months (vendor)

Centime

Best fit
US mid-market AP and AR teams

Centime is an ERP-embedded AP, AR and cash forecasting suite for US mid-market finance teams on NetSuite, Sage Intacct, Business Central and QuickBooks, sold direct and through FNBO, which also carries its supplier ACH payments.

70
Price
~$6.6k/yr median contract (Vendr)
How it's priced
Quote only: annual subscription by invoice volume
Time to live
7 to 21 business days (vendor)

Dext

Best fit
Firms and SMBs on Xero or QBO

Dext, formerly Receipt Bank and owned by IRIS Software Group since December 2024, captures receipts, bills and bank statements, codes them with supplier rules and an AI agent, and publishes them to Xero, QuickBooks, Sage and other small-business ledgers for accounting firms and small businesses.

70
Price
$25.21/mo for 250 docs (published)
How it's priced
Published: per document volume, or per client for firms
Time to live
Days, self-serve (AF estimate)

Tradeshift

Best fit
Global enterprise e-invoicing

Tradeshift is a cloud e-invoicing network and AP automation platform that validates and matches supplier invoices and handles e-invoicing compliance in 69 or 70 countries (its pages differ), built for multinational enterprises facing e-invoicing mandates such as France's and Poland's.

70
Price
Quote only
How it's priced
Quote only: buyer subscription; suppliers pay per invoice
Time to live
Not published; SOW-based

Xelix

Best fit
High-volume enterprise AP teams

Xelix is an AI control layer that sits beside an enterprise ERP to stop duplicate payments before the pay run, reconcile supplier statements, answer vendor emails and watch the vendor master, built for AP teams handling tens of thousands of invoices a year.

69
Price
£40k/yr per module (UK gov, 2024)
How it's priced
Annual licence per module, banded by invoice volume
Time to live
4 to 10 weeks (vendor)

Lightyear

Best fit
UK and ANZ SMEs on Xero or QBO

Lightyear is AP, purchase order and expense automation for small and mid-sized finance teams in the UK, Ireland, Australia and New Zealand, with published per-document pricing, unlimited users and two-way connectors to Xero, QuickBooks Online, NetSuite, Sage Intacct and MYOB.

68
Price
$199 to $319/mo (published)
How it's priced
Published credit tiers: per document, unlimited users
Time to live
4 to 6 weeks (vendor)

Quadient AP

Best fit
US and Canadian Sage/QuickBooks AP

Quadient AP, formerly Beanworks, is quote-only AP automation for US and Canadian SMB and mid-market finance teams on QuickBooks, Xero, Sage, NetSuite and Dynamics GP, covering invoice capture, approvals, POs, expenses and partner-run supplier payments.

68
Price
Quote only
How it's priced
Quote only: setup fee plus monthly invoice tiers and modules
Time to live
Not published (vendor)

Nanonets

Best fit
Technical AP teams, any ERP

Nanonets is a document AI and agent platform that reads invoices, applies approval rules and posts bills to QuickBooks, Xero, NetSuite or SAP, billed per workflow step. It suits technical AP and finance-ops teams that keep payments in the ERP.

67
Price
Free, then $100/mo (published)
How it's priced
Published usage pricing: per block run, prepaid credits
Time to live
Days to about 7 weeks (vendor)

Corcentric

Best fit
US enterprises outsourcing AP

Corcentric is a Cherry Hill, New Jersey vendor of Cor360 AP automation, source-to-pay software and managed AP and payment services, sold to US mid-market and enterprise finance teams that want the vendor to key invoices, enroll suppliers and run payments.

63
Price
Quote only
How it's priced
Quote only: subscription plus per-transaction fees
Time to live
Not published by vendor

Hubdoc

Best fit
Xero small businesses and firms

Hubdoc is Xero's document capture app: it reads bills and receipts and publishes them with the source file to Xero, QuickBooks Online or BILL, free with Xero plans or $12 a month on its own, for small businesses and their bookkeepers.

50
Price
Free with Xero; $12/mo (published)
How it's priced
Published flat monthly fee, or bundled free in Xero plans
Time to live
1 day to 2 weeks (AF estimate)

Tools reviewed

Spend management and cards

Corporate cards and the software around them: spend limits, receipt capture, reimbursements and the sync to the general ledger. Many charge little or nothing for the software and earn on card interchange instead.

Ranked by AF Score, highest first.

Ramp

Best fit
US startups to mid-market finance

Ramp is a US spend management platform that puts corporate cards, expenses, bill pay, procurement, travel and treasury on one system, with a free core tier, per-user Plus plan and AI agents, sold to startups through mid-market finance teams.

85
Price
Free; Plus $15/user/mo (published)
How it's priced
Free tier; Plus per user plus unpublished platform fee
Time to live
30 days per Ramp (unverified)

Brex

Best fit
US startups and global scale-ups

Brex is a corporate card and spend platform, owned by Capital One since April 2026, that runs cards, expenses, reimbursements, bill pay, travel and a business account in one system for US startups and global scale-ups.

83
Price
Free, or $12/user/mo (published)
How it's priced
Published tiers: free core, Premium per active user
Time to live
6 to 8 weeks at best (vendor)

Payhawk

Best fit
UK/EU multi-entity mid-market

Payhawk is a London-based spend platform that runs corporate cards, expenses, accounts payable, procurement and travel on its own UK and EEA e-money licences, built for multi-entity mid-market finance teams in Europe, with a narrower card-linking product in the US.

80
Price
From $299/mo, US (published)
How it's priced
Modular: base fee per module, usage units and add-ons
Time to live
15 to 20 days (vendor, 2024)

Pleo

Best fit
UK and EU SMB finance teams

Pleo is a Copenhagen-built spend platform for UK and EU small and midsize businesses: Mastercard company cards, receipt capture, reimbursements, supplier invoice payments and accounting sync, from £8 per user a month (published). US sign-up requires an existing entity in Europe or the UK.

76
Price
£8 to £18/user/mo (published)
How it's priced
Published per-user tiers; Scale and Lead from a monthly base
Time to live
Days to 4 weeks (AF estimate)

Spendesk

Best fit
EU mid-market, 50 to 1,000 staff

Spendesk is a Paris-based spend platform that pairs Visa debit cards on its own EEA payment licence with expenses, accounts payable, procurement and e-invoicing for European companies of 50 to 1,000 staff.

75
Price
Quote only; ~$7.6k/yr avg (Vendr)
How it's priced
Quote only: fixed platform fee plus per-transaction fees
Time to live
2 to 12 weeks (vendor plan)

BILL Spend & Expense

Best fit
US SMBs that need cards and credit

BILL Spend & Expense, formerly Divvy, is free expense software paired with the BILL Divvy Visa charge card, budgets, reimbursements and business credit lines from $1,000 to $5M, built for US small and midsize businesses.

74
Price
Free (published)
How it's priced
Published: free software funded by card interchange
Time to live
1 to 3 weeks (AF estimate)

Moss

Best fit
German, Dutch and UK SMB finance

Moss is a Berlin spend management platform that puts corporate cards, supplier invoices, reimbursements and AI pre-accounting in one system for small and mid-sized companies in Germany, the Netherlands, the UK and other EEA markets, with exports to DATEV, NetSuite and Xero.

74
Price
Free (3 users); paid: Quote only
How it's priced
Free tier, then quote: modules plus transaction volume
Time to live
About 4 weeks (vendor)

Rho

Best fit
US startups and SMB finance teams

Rho is a US business banking platform for startups and growing companies combining checking, Mastercard corporate cards, bill pay, expense management and treasury on one platform, with $0 software and per-user fees; checking and cards are provided by Webster Bank, a division of Santander Bank, N.A.

73
Price
$0 software fees (published)
How it's priced
Published: free platform; fees on FX, treasury, late pay
Time to live
1 to 4 weeks (AF estimate)

Mesh Payments

Best fit
Global multi-entity T&E teams

Mesh Payments is a New York-based travel and expense platform that pairs prefunded, local-currency Visa cards in 40+ countries with travel booking, expenses and ERP sync, sold to mid-market and enterprise finance teams running several entities.

72
Price
Free or $13/user/mo (published)
How it's priced
Published tiers: free to 3 users, then per user a month
Time to live
7 weeks to 3 months (vendor)

Soldo

Best fit
UK and EU decentralised spend

Soldo is a UK and EU spend platform that pairs prepaid Mastercard company cards with budgets, approvals, receipt capture and accounting sync, built for organisations that hand spending power to many employees across sites and teams.

69
Price
£27 or £39/mo + VAT (published)
How it's priced
Published tiers: base fee with 3 users, then per extra user
Time to live
Days to 4 weeks (AF estimate)

Volopay

Best fit
APAC SMBs paying across borders

Volopay is a Singapore-founded spend platform that bundles prepaid corporate cards, bill pay, reimbursements, payroll payouts and multi-currency wallets for small teams in Singapore, Australia, India and the US, running on licensed partners such as Airwallex, Wallex and NIUM.

65
Price
From $25/mo, AU site, AUD inferred
How it's priced
Mostly quote only; Australia lists an entry monthly price
Time to live
First card same day (vendor)

Tools reviewed

Travel and expense

Booking, travel policy and expense reports in one place, from the trip request to the reimbursement. Buyers are finance teams that want out-of-policy spend caught before the money leaves, not after.

Ranked by AF Score, highest first.

Navan

Best fit
Travel-heavy mid-market T&E teams

Navan, formerly TripActions, is a Nasdaq-listed corporate travel agency, card and expense platform for mid-market and enterprise companies whose people travel often. Travel is free up to 300 employees; Expense is free for 5 users, then $15 per user a month (published, checked 26 September 2026).

82
Price
Free; $15/user/mo (published)
How it's priced
Free to 300 staff; per-user Expense; quote above that
Time to live
Days to 4 months (vendor)

SAP Concur

Best fit
Global enterprises on SAP

SAP Concur is SAP's travel booking, expense and invoice platform, used by 48,000 companies, for mid-market and global enterprises that want one policy engine from trip request to reimbursement and vendor payment.

81
Price
From $7/report (US, published)
How it's priced
Published US per-report tiers; Premium and add-ons by quote
Time to live
No published range (SAP)

Emburse

Best fit
Mid-market and enterprise T&E

Emburse is a private equity backed travel, expense, invoice and payments suite sold as three platforms: Spend for small teams in the US and, since 15 September 2026, Australia; Professional (formerly Certify) for the mid-market; and Enterprise (formerly Chrome River) for large, global organizations.

76
Price
From $8/user/mo, US (published)
How it's priced
Per user list price for Spend; quote only above it
Time to live
4 weeks to 6 months (vendor)

Expensify

Best fit
US SMBs and their accountants

Expensify is receipt scanning, expense reports, reimbursements, corporate cards and travel booking for small and midsize businesses and their accountants, sold self-serve from $5 per member a month. It is a public company (Nasdaq: EXFY).

75
Price
$5 to $36/member/mo (published)
How it's priced
Published per-member plans; card use cuts Control up to half
Time to live
Days to 2 weeks (estimate)

Rydoo

Best fit
Multi-country European mid-market

Rydoo is a Belgian expense management platform for mid-sized and large companies with staff in several countries: receipt capture, per diems, approvals, AI expense audit, cards and reimbursements, from 8 euros per user a month (published), with a hosted MCP for Claude in beta.

75
Price
€8 to €12/user/mo (published)
How it's priced
Published per-user tiers; Business, Enterprise quote only
Time to live
Days to 3 months (AF estimate)

Zoho Expense

Best fit
SMBs on Zoho, QuickBooks or Xero

Zoho Expense is the travel and expense app in the Zoho suite: receipt capture, card feeds, approvals, audits and reimbursement, plus US travel booking and a prepaid card, for small and mid-sized firms at $3 to $5 per user a month.

73
Price
Free; $3 to $5/user/mo (published)
How it's priced
Published per-user tiers; free up to 3 users
Time to live
Days to a few weeks (vendor)

Webexpenses

Best fit
UK mid-market expense claims

Webexpenses is a UK expense management platform, in business since 2000 and owned by Tenzing since November 2023, for mid-market finance teams that want policy control, UK VAT and mileage handling, ERP sync and prepaid cashback cards at published per-user prices.

70
Price
From £7.50/user/mo (published)
How it's priced
Published per active user tiers on a contracted baseline
Time to live
Up to 8 to 10 weeks (vendor)

Tools reviewed

Procurement

Purchase requests, approvals, supplier onboarding and purchase orders, upstream of accounts payable. Suites in this lane are built for larger companies with many approvers and many suppliers.

Ranked by AF Score, highest first.

Coupa

Best fit
Enterprise source-to-pay teams

Coupa is an enterprise source-to-pay suite: intake, sourcing, contracts, procurement, invoicing, payments and expense on one platform. Owned by Thoma Bravo since February 2023, it is sold on quote, with its AWS Marketplace listing starting at $50k a year on 3 or 5 year terms.

82
Price
~$94.5k/yr median contract (Vendr)
How it's priced
Quote only: multi-year subscription by module, from $50k/yr
Time to live
3 to 24 months (reported)

Zip

Best fit
US and EU enterprise procurement

Zip is an intake-to-procure and procure-to-pay platform that gives enterprises one front door for purchase requests, vendor risk reviews, contracts and invoices, and orchestrates the ERP or P2P suite underneath, from NetSuite to SAP Ariba and Coupa.

80
Price
~$88k/yr median contract (Vendr)
How it's priced
Quote only: platform fee, users and add-on modules
Time to live
8 weeks to 6 months (cases)

Ivalua

Best fit
Complex enterprise S2P, SAP-heavy

Ivalua is a source-to-pay suite for large enterprises and public agencies that runs sourcing, contracts, supplier management, procurement, invoicing and payments on one configurable data model, with an in-product AI agent called IVA.

79
Price
Quote only; GetApp lists $150k/yr
How it's priced
Quote only: annual subscription by module, users, suppliers
Time to live
3 to 6+ months (vendor cases)

GEP

Best fit
Global 2000 source-to-pay buyers

GEP sells GEP Quantum Intelligence, the source-to-pay platform formerly sold as GEP SMART, to Fortune 500 and Global 2000 procurement teams, next to its own consulting and managed services; sourcing, contracts, supplier risk, P2P and e-invoicing sit in one suite.

78
Price
$806k to $2.1M/yr (US gov, 2023)
How it's priced
Quote only: annual license by module, users and spend tier
Time to live
12 to 18 months, P2P (NASPO)

JAGGAER

Best fit
Higher ed, public sector, industry

JAGGAER is an enterprise source-to-pay suite for universities, public bodies and manufacturers, covering sourcing, contracts, supplier management, eProcurement, invoicing and payments. Vista Equity Partners owns it, and its January 2026 UK public sector list starts eProcurement at £154,332 a year.

77
Price
eProc from £154k/yr (UK gov, 2026)
How it's priced
UK list by module, spend band or users; US quote only
Time to live
16 weeks to 9+ months (cases)

SAP Ariba

Best fit
Global enterprises on SAP ERP

SAP Ariba is SAP's source-to-pay suite (sourcing, contracts, supplier management, buying and invoicing) plus SAP Business Network, for global enterprises on SAP ERP that want procurement, supplier collaboration and e-invoicing on one network.

77
Price
0.07 to 0.25% (UK gov reseller)
How it's priced
Quote only: percent of spend or per user, by module
Time to live
12 to 14 weeks, single module

Vertice

Best fit
SaaS-heavy mid-market, UK/EU/US

Vertice is a London-founded procurement platform that pairs intake-to-procure workflows with expert and AI-run SaaS negotiation under a contractual savings guarantee, now backed by Vendr's pricing data after the June 2026 acquisition, for mid-market and enterprise teams in the UK, EU and US.

77
Price
$30k to $155k+/yr (published)
How it's priced
Annual flat fee by SaaS spend band, with savings guarantee
Time to live
Not published; vendor-led

Zycus

Best fit
Global enterprise S2P teams

Zycus is a founder-led, privately held source-to-pay suite for large enterprises, with Merlin AI agents for procurement intake, tail-spend negotiation and sourcing on top of organically built sourcing, contract, supplier, purchasing and invoice modules.

76
Price
Quote only
How it's priced
Quote only: suite by module; ANA per tail-spend PO
Time to live
~5 mo from announce to go-live

Tropic

Best fit
US scale-ups buying SaaS and AI

Tropic is SaaS and AI procurement for US scale-up and mid-market finance teams: price benchmarks from what Tropic says is $23 billion in managed spend, plus renewal and quote-review agents, on a headcount-priced subscription; intake and expert-run negotiations are add-ons.

74
Price
From $3,083/mo (published)
How it's priced
Published floor; annual fee scaled by employee count
Time to live
4 to 6 weeks (vendor)

Procurify

Best fit
US and Canada mid-market P2P

Procurify is a purchase request, PO and accounts payable platform for mid-market finance and operations teams in the US and Canada, with approvals, budgets, bill pay and prepaid spending cards in one system that syncs to QuickBooks Online, NetSuite and Sage Intacct.

72
Price
~$15k/yr median contract (Vendr)
How it's priced
Quote only: platform fee plus per Pro user licenses
Time to live
4 to 12 weeks (vendor)

Precoro

Best fit
Multi-site SMB and mid-market P2P

Precoro is purchasing, PO and AP software for small and mid-sized teams that buy across several sites or legal entities, with published plans from $499 a month and US supplier payments through Stripe since 2026.

70
Price
From $499/mo, annual (published)
How it's priced
Published starting prices; user tier and add-ons quoted
Time to live
2 to 8 weeks (vendor)

Order.co

Best fit
US multi-location operators

Order.co is a US buying platform for multi-location businesses: staff order from one approved catalog, Order.co places and pays for the orders as reseller of record, and finance gets one coded invoice on net terms that posts to QuickBooks Online, NetSuite, Sage Intacct or Workday.

68
Price
Quote only
How it's priced
Quote only: subscription plus reported transaction take
Time to live
4 to 6 weeks (vendor)

Sastrify

Best fit
EU mid-market SaaS renewals

Sastrify, owned by Deel since spring 2026 and still sold on its own, discovers SaaS subscriptions from identity provider, browser and ERP data, tracks usage and renewals, and adds price benchmarks and hired negotiators for European mid-market IT, finance and procurement teams.

65
Price
From €12.5k/yr (published)
How it's priced
Published module floors; final price by quote
Time to live
7 to 45 days (vendor-claimed)

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How the index works

What is the AF Score?

A score out of 100 for how well a tool serves a finance team, built from public evidence: pricing pages, filings, documentation, demos and reviewer threads. Each review page shows the dimension scores behind it and the sources for every claim.

Where do the prices come from?

When a vendor publishes its price, we show the entry list price and mark it published. When it does not, we show a benchmark from a named source, such as a median of real contracts, and say which. We re-check every price against the vendor’s own pages each month.

Why are some categories missing?

We only list a tool once its full review is done, so a category appears here when its first reviews are published.