Index › Finance › Receivables and billing › Invoicing software › Small business · November 2026 Edition
Invoicing software for small business buyers
Asked as “invoicing software”, and as “online invoicing tool for a business”, on behalf of a small B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
27%
Contested · Zoho Invoice 27%
27QuickBooks27Zoho Invoice12Wave34others
27% of first choices, contested.
Since October 2026▼−3Since October 2026: 30% → 27%, −3 points. Inside the 10-point floor: within noise.Zoho Invoice held the lead, −3 points on 30%, inside the 10-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Zoho Invoice27%Contested▼−3Since October 2026: 30% → 27%, −3 points. Inside the 10-point floor: within noise.This pageMid-marketZoho Invoice27%Contested▲+3Since October 2026: 24% → 27%, +3 points. Inside the 10-point floor: within noise.Standing →Enterprise
NetSuite SuiteBilling30%Contested▲+12Since October 2026: 18% → 30%, +12 points. Past the 10-point floor: movement.Standing →
Zoho Invoice27%Contested▼−3Since October 2026: 30% → 27%, −3 points. Inside the 10-point floor: within noise.This pageMid-marketZoho Invoice27%Contested▲+3Since October 2026: 24% → 27%, +3 points. Inside the 10-point floor: within noise.Standing →EnterpriseNetSuite SuiteBilling30%Contested▲+12Since October 2026: 18% → 30%, +12 points. Past the 10-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Zoho Invoice27%5%63accepted challenger▼−3Since October 2026: 30% → 27%, −3 points. Inside the 10-point floor: within noise.30% → 27%
Zoho Invoice27%5%63accepted challenger▼−3Since October 2026: 30% → 27%, −3 points. Inside the 10-point floor: within noise.30% → 27%02
QuickBooks27%15%65accepted challenger▲+4Since October 2026: 23% → 27%, +4 points. Inside the 10-point floor: within noise.23% → 27%
QuickBooks27%15%65accepted challenger▲+4Since October 2026: 23% → 27%, +4 points. Inside the 10-point floor: within noise.23% → 27%03
Wave12%17%46accepted challenger▼−4Since October 2026: 16% → 12%, −4 points. Inside the 10-point floor: within noise.16% → 12%
Wave12%17%46accepted challenger▼−4Since October 2026: 16% → 12%, −4 points. Inside the 10-point floor: within noise.16% → 12%04
FreshBooks10%14%51accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 10-point floor: within noise.7% → 10%
FreshBooks10%14%51accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 10-point floor: within noise.7% → 10%06
Xero7%6%51accepted challenger▼−11Since October 2026: 18% → 7%, −11 points. Past the 10-point floor: movement.18% → 7%
Xero7%6%51accepted challenger▼−11Since October 2026: 18% → 7%, −11 points. Past the 10-point floor: movement.18% → 7%07
Zoho Books5%0%14accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%
Zoho Books5%0%14accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%Show the three products at 0%, ordered by negative rate
09
Square Invoices0%20%30accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Square Invoices0%20%30accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%10
Stripe Invoicing0%20%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Stripe Invoicing0%20%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%08
Invoice Ninja0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Invoice Ninja0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Zoho Invoice vs Sage IntacctZoho Invoice vs InvoicedZoho Invoice vs BILLZoho Invoice vs NetSuite SuiteBillingQuickBooks vs WaveQuickBooks vs XeroQuickBooks vs Sage IntacctQuickBooks vs InvoicedQuickBooks vs BILLQuickBooks vs NetSuite SuiteBillingWave vs XeroWave vs Sage IntacctWave vs InvoicedWave vs BILLWave vs NetSuite SuiteBillingXero vs Sage IntacctXero vs InvoicedXero vs BILLXero vs NetSuite SuiteBillingSage Intacct vs InvoicedSage Intacct vs BILLSage Intacct vs NetSuite SuiteBillingInvoiced vs BILLInvoiced vs NetSuite SuiteBillingBILL vs NetSuite SuiteBilling
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304R05
0607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Zoho Invoice27%
Zoho Invoice27%02QuickBooks27%
QuickBooks27%03Wave12%
Wave12%04FreshBooks10%
FreshBooks10%05Rho Invoicing10%
06Xero7%
Xero7%07Zoho Books5%
Zoho Books5%08Invoice Ninja0%
Invoice Ninja0%09Square Invoices0%
Square Invoices0%10Stripe Invoicing0%
Stripe Invoicing0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
QuickBooks15%
10 of 65 labels negative · 9 of 14 models · 1 hard negative
“even the most expensive tier of QuickBooks Enterprise) are sometimes marketed to small businesses” Qwen 3.7 Flash, negative prompt
Wave17%
8 of 46 labels negative · 8 of 14 models · 1 hard negative
“Customer support concerns: Response times can exceed two weeks... Data loss risks: Users have reported losing years of invoicing and accounting data” MiniMax M2.5, negative prompt
FreshBooks14%
7 of 51 labels negative · 7 of 14 models
“Tools like Zoho Invoice, Square, or FreshBooks often offer free plans that restrict you to a very small number of clients” Qwen 3.7 Flash, negative prompt
Square Invoices20%
6 of 30 labels negative · 6 of 14 models · 1 hard negative
“Avoid consumer-focused tools like basic Square Invoices if your sales are mostly B2B” Grok 4.20, paraphrase prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 750 links across 173 sites, every framing counted. Ranked by the number of answers carrying the site or page. 12 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Capterra38 answers · 66 citations · 13 models
vendor site · Rho34 answers · 57 citations · 11 models
vendor site · FreshBooks31 answers · 36 citations · 12 models
30 answers · 46 citations · 12 models
27 answers · 28 citations · 10 models
26 answers · 27 citations · 11 models
vendor site · Xero24 answers · 34 citations · 11 models
vendor site · Zoho17 answers · 23 citations · 9 models
16 answers · 21 citations · 10 models
16 answers · 16 citations · 9 models
14 answers · 14 citations · 8 models
14 answers · 14 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
27 answers · 10 models
26 answers · 11 models
25 answers · 10 models
20 answers · 11 models
19 answers · 9 models
16 answers · 9 models
14 answers · 7 models
14 answers · 8 models
14 answers · 8 models
14 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best invoicing software”, “invoicing software”, “invoicing tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Zoho parent site Zoho Invoice 27%, Zoho Books / Zoho Invoice 2% | 29% | 155 | 18,100 | 238 | ||||
| QuickBooks quickbooks.ninja | 27% | 288 | 1,000,000 | 54,681 | 253 | |||
| Wave waveapps.com | 12% | 363 | 368,000 | 253,218 | 708,862 | 39 | 3 | |
| FreshBooks freshbooks.com | 10% | 304 | 40,500 | 389 | 305,801 | $221 | 113 | |
| Rho rho.co Rho Invoicing 10% | 10% | 23 | 74,000 | 7,366 | 182,562 | $416 | 2 | |
| Xero xero.com | 7% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | 9 |
| Zoho zoho.com Zoho Books 5% | 5% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | 1 |
| Invoice Ninja invoiceninja.com | 0% | 57 | 4,400 | 55 | 18,218 | 5 | ||
| Square squareup.com Square Invoices 0% | 0% | 72 | 1,000,000 | 497,526 | 3,658,565 company | $9 | 99 | |
| Stripe parent site Stripe Invoicing 0%, Stripe Billing 0% | 0% | 46 | 823,000 | 102,741 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (forbes.com, quickbooks.intuit.com, xero.com, zoho.com). The first result for “best invoicing software” is zoho.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best invoicing software for a small B2B company?”Paraphrase“Which online invoicing tool for a business would you recommend to a small business that sells to other businesses?”Comparative“What are the top invoicing tools for a small team and how do they differ?”Budget-constrained“What is the best invoicing software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an invoicing software. What should we look at?”Negative“Which invoicing tools should a small business avoid or be cautious about?”
Claude Haiku 4.5QuickBooks, Rho Invoicing, XeroRho InvoicingChangedZoho InvoiceWave, Zoho Invoiceno first choiceagainst: Express Invoice, Invoice Maker - Invoice Fly, Invoice Simple, Invoiced, Invoicely, QuickBooks, Wave
Two alternatives
Wave, Zoho InvoiceThree alternatives
QuickBooks, Xero, Zoho InvoiceThree alternatives
FreshBooks, WaveApps, ZipBooksThree alternatives
Invoicely, ZipBooks, Zoho BooksGPT-5.4 miniQuickBooksQuickBooksHeldWaveZoho Invoiceno first choiceagainst: PayPal Invoicing, Square Invoices, Stripe Invoicing
Three alternatives
Stripe Billing, Xero, Zoho InvoiceOne alternative
Zoho InvoiceThree alternatives
FreshBooks, QuickBooks, XeroTwo alternatives
QuickBooks, WaveGemini 3.5 FlashQuickBooksFreshBooksChangedFreshBooks, HarvestZoho Invoiceno first choiceagainst: Oracle, SAPagainst: Easy Invoice, FreshBooks, Invoice Maker, NetSuite SuiteBilling, PayPal Invoicing, QuickBooks, QuickBooks Solopreneur
Five alternatives
FreshBooks, Invoice Ninja, Stripe Invoicing, Xero, Zoho InvoiceFive alternatives
Bonsai, HoneyBook, QuickBooks, Xero, Zoho InvoiceFour alternatives
QuickBooks, Wave, Xero, Zoho InvoiceThree alternatives
Invoice Ninja, Square Invoices, WaveTwelve alternatives
BILL, Chargebee, FreshBooks, Harvest, Kantata, Maxio, Melio, QuickBooks, Scoro, Stripe Billing, Tipalti, XeroPerplexity SonarQuickBooksQuickBooksHeldFreshBooks, Zoho InvoiceZoho Invoiceagainst: QuickBooksno first choiceagainst: BILL, FreshBooks, Square Invoices, Stripe Invoicing, Wave, Xero, Zoho
Five alternatives
FreshBooks, Rho Invoicing, Xero, Zoho Books, Zoho InvoiceFour alternatives
Rho Invoicing, Stripe Invoicing, Xero, Zoho InvoiceFive alternatives
QuickBooks, Square Invoices, Stripe Invoicing, Wave, XeroOne alternative
WaveGrok 4.20QuickBooksagainst: NetSuite SuiteBilling, WaveQuickBooksHeldagainst: Square InvoicesFreshBooks, Wave, Zoho InvoiceWaveagainst: FreshBooks, QuickBooks Online Simple Start, XeroFreshBooksagainst: Akaunting, BILL, Chargebee, Invoicely, PayPal Invoicing, QuickBooks, Xero
Three alternatives
FreshBooks, Xero, Zoho InvoiceThree alternatives
FreshBooks, Xero, Zoho InvoiceTwo alternatives
QuickBooks, XeroTwo alternatives
Square Invoices, Zoho InvoiceThree alternatives
Stripe Billing, Xero, Zoho InvoiceMistral SmallRho InvoicingQuickBooksChangedFreshBooks, Zoho InvoiceWave, Zoho Invoiceagainst: FreshBooks, QuickBooksno first choiceagainst: BILL, Invoice Simple, Invoice2go, Invoiced
Four alternatives
QuickBooks, Wave, Xero, Zoho BooksOne alternative
Zoho InvoiceThree alternatives
Agiled, QuickBooks, XeroOne alternative
Invoice NinjaDeepSeek V4 FlashQuickBooksQuickBooksHeldWave, Zoho InvoiceWave, Zoho Invoiceno first choiceagainst: FreshBooks, Invoice Simple, Square Invoices, Wave
Five alternatives
FreshBooks, Rho Invoicing, Stripe Invoicing, Xero, Zoho Books / Zoho InvoiceThree alternatives
FreshBooks, Xero, Zoho Invoice / Zoho BooksFive alternatives
FreshBooks, Invoice2go, QuickBooks, Square Invoices, XeroThree alternatives
Harvest, Invoice Ninja, Square InvoicesLlama 4 MaverickRho InvoicingRho InvoicingHeldno first choiceFreshBooks, Wave, Zoho Invoiceagainst: QuickBooksno first choiceagainst: FreshBooks, Invoicera, Zoho Invoice
Four alternatives
QuickBooks, Stripe Invoicing, Xero, Zoho BooksThree alternatives
QuickBooks, Xero, Zoho BooksOne alternative
Rho InvoicingQwen 3.7 FlashFreshBooksQuickBooks, Rho InvoicingChangedFreshBooksZoho Invoiceagainst: PayPal Invoicingno first choiceagainst: NetSuite SuiteBilling, SAPagainst: FreshBooks, Microsoft Dynamics, NetSuite SuiteBilling, QuickBooks, Square Invoices, Wave, Zoho Invoice
Four alternatives
QuickBooks, Square Invoices, Xero, Zoho InvoiceThree alternatives
Wave, Xero, Zoho BooksFour alternatives
Agiled, QuickBooks, Wave, Zoho InvoiceThree alternatives
Invoice Ninja, Square Invoices, WaveKimi K2Zoho Books / Zoho InvoiceXeroChangedZoho InvoiceWave, Zoho Invoiceagainst: QuickBooksno first choiceagainst: Due.com, Invoice2go, QuickBooks
Three alternatives
FreshBooks, QuickBooks, XeroThree alternatives
FreshBooks, Stripe Invoicing, Zoho InvoiceSix alternatives
FreshBooks, HoneyBook, QuickBooks, Square Invoices, Stripe Invoicing, WaveOne alternative
FreshBooksGLM 4.7 FlashXFreshBooks, Zoho InvoiceQuickBooks, XeroChangedQuickBooksZoho InvoiceFreshBooks, QuickBooks, Xero, Zoho Booksagainst: Invoice2go, Invoicely, PayPal Invoicing, Wave
Eleven alternatives
Agiled, Bookipi, Chargebee, Chargify, Elorus, Invoice2go, Maxio, QuickBooks, Recurly, Stripe Billing, XeroFive alternatives
FreshBooks, Rho Invoicing, Wave, Zoho Books, Zoho InvoiceSix alternatives
Bonsai, FreshBooks, Invoice Ninja, Square Invoices, Wave, Zoho InvoiceTwo alternatives
Invoice Ninja, WaveMiniMax M2.5Zoho BooksZoho InvoiceChangedFreshBooksWave, Zoho Invoiceno first choiceagainst: Invoice Simple, PayPal Invoicing, Square Invoices, Wave
Four alternatives
Agiled, BILL, FreshBooks, XeroThree alternatives
Invoicely, Square Invoices, XeroFive alternatives
Invoice Ninja, QuickBooks, Wave, Xero, Zoho InvoiceOne alternative
FreshBooksGPT-6 LunaZoho BooksZoho InvoiceChangedQuickBooks, XeroZoho Invoiceno first choiceagainst: FreshBooks Lite or Plus, QuickBooks, Stripe Invoicing, Wave, Zoho Invoice
Three alternatives
QuickBooks, Xero, Zoho InvoiceOne alternative
QuickBooksFour alternatives
FreshBooks, Stripe Invoicing, Wave, Zoho InvoiceOne alternative
WaveMuse Glimmer 30BQuickBooksQuickBooksHeldZoho InvoiceZoho Invoiceno first choiceagainst: Intuit QuickBooks, Invoice Simple, Invoice2go
Four alternatives
FreshBooks, Xero, Zoho Books, Zoho InvoiceThree alternatives
Rho Invoicing, Xero, Zoho InvoiceFour alternatives
FreshBooks, QuickBooks, Wave, XeroTwo alternatives
Invoice Ninja, WaveBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:23 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:24 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:45 | yes | 4 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:33 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 5 | 37 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:04 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:17 | yes | 15 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:54 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:28 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:57 | yes | 5 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:24 | yes | 19 | 74 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:31 | yes | 15 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:41 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:10 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:39 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:47 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:40 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:20 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 25 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:55 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:57 | yes | 22 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:59 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:44 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:25 | yes | 15 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:08 | yes | 17 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:31 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:29 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:09 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:16 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:23 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:26 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 10 | 30 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:52 | yes | 22 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:20 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:41 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:48 | yes | 14 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:44 | yes | 17 | 155 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:39 | yes | 9 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:40 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:07 | yes | 13 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:30 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:42 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:35 | yes | 10 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:13 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 26 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:58 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:56 | yes | 10 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:54 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:00 | yes | 5 | 14 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:54 | yes | 5 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:21 | yes | 15 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:11 | yes | 5 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:50 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:26 | yes | 12 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:28 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:15 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:24 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:30 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 5 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:38 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:00 | yes | 17 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:34 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:34 | yes | 10 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:20 | yes | 20 | 136 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:16 | yes | 9 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:26 | yes | 1 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:57 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:10 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:12 | yes | 10 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:20 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 10 | 26 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | yes | 14 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:03 | yes | 19 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:23 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:23 | yes | 10 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:42 | yes | 25 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:23 | yes | 24 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:43 | yes | 24 | 51 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:10 | yes | 5 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:55 | yes | 24 | 33 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Bill.com read as BILL
NetSuite read as NetSuite SuiteBilling
PayPal read as PayPal Invoicing
PayPal Business read as PayPal Invoicing
QuickBooks Online read as QuickBooks
QuickBooks Online (Advanced/Plus) read as QuickBooks
QuickBooks Online (Intuit) read as QuickBooks
QuickBooks Online (QBO) read as QuickBooks
QuickBooks Online Plus read as QuickBooks
Rho read as Rho Invoicing
Square read as Square Invoices
Stripe read as Stripe Invoicing
Wave Accounting read as Wave
Unresolved, counted raw
Due.com
Easy Invoice
Express Invoice
FreshBooks Lite or Plus
Invoice Maker
Invoice Maker - Invoice Fly
Discontinued, still offered
No shut-down product was recommended here.