Invoicing software
Asked as “invoicing software”, and as “online invoicing tool for a business”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · BILL 16%
24Zoho Invoice16BILL14QuickBooks46others
24% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Zoho Invoice (26%) replaces Wave (19% then, 12% now), 14 points clear, past the 10-point floor.Zoho Invoice leads at 26%, replacing Wave, which led at 19% and stands at 12% now: 14 points clear, past the 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 Invoice30%Contested▼−2Since September 2026: 31% → 29%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketZoho Invoice24%Contested↗new leaderNew leader since September 2026: Zoho Invoice (26%) replaces Wave (19% then, 12% now), 14 points clear, past the 10-point floor.This pageEnterprise
NetSuite SuiteBilling18%Contested▲+2Since September 2026: 20% → 22%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
Zoho Invoice30%Contested▼−2Since September 2026: 31% → 29%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketZoho Invoice24%Contested↗new leaderNew leader since September 2026: Zoho Invoice (26%) replaces Wave (19% then, 12% now), 14 points clear, past the 10-point floor.This pageEnterpriseNetSuite SuiteBilling18%Contested▲+2Since September 2026: 20% → 22%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Zoho Invoice24%10%42accepted challenger▲+12Since September 2026: 14% → 26%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.14% → 26%
Zoho Invoice24%10%42accepted challenger▲+12Since September 2026: 14% → 26%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.14% → 26%02
BILL16%4%25accepted challenger▲+2Since September 2026: 14% → 16%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 16%
BILL16%4%25accepted challenger▲+2Since September 2026: 14% → 16%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 16%03
QuickBooks14%20%45accepted challenger▲+5Since September 2026: 12% → 16%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 16%
QuickBooks14%20%45accepted challenger▲+5Since September 2026: 12% → 16%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 16%04
Wave14%27%37criticized challenger▼−7Since September 2026: 19% → 12%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 12%
Wave14%27%37criticized challenger▼−7Since September 2026: 19% → 12%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 12%05
Invoiced10%13%15accepted challenger▼−5Since September 2026: 14% → 9%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 9%
Invoiced10%13%15accepted challenger▼−5Since September 2026: 14% → 9%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 9%06NetSuite SuiteBilling8%0%18accepted challenger▲+5Since September 2026: 5% → 9%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 9%
NetSuite SuiteBilling8%0%18accepted challenger▲+5Since September 2026: 5% → 9%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 9%07
Xero2%6%34accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
Xero2%6%34accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%Show the five products at 0%, ordered by negative rate
12
PayPal Invoicing0%50%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
PayPal Invoicing0%50%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%11
Stripe Invoicing0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Stripe Invoicing0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%09
Square Invoices0%22%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Square Invoices0%22%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%08
FreshBooks0%18%34accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
FreshBooks0%18%34accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%10
Invoice Ninja0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Invoice Ninja0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-one head-to-head pages: the top seven products, each against each
Zoho Invoice vs InvoicedZoho Invoice vs NetSuite SuiteBillingZoho Invoice vs XeroBILL vs QuickBooksBILL vs WaveBILL vs InvoicedBILL vs NetSuite SuiteBillingBILL vs XeroQuickBooks vs WaveQuickBooks vs InvoicedQuickBooks vs NetSuite SuiteBillingQuickBooks vs XeroWave vs InvoicedWave vs NetSuite SuiteBillingWave vs XeroInvoiced vs NetSuite SuiteBillingInvoiced vs XeroNetSuite SuiteBilling vs Xero
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Zoho Invoice24%
Zoho Invoice24%02BILL16%
BILL16%03QuickBooks14%
QuickBooks14%04Wave14%
Wave14%05Invoiced10%
Invoiced10%06NetSuite SuiteBilling8%
NetSuite SuiteBilling8%07Xero2%
Xero2%08FreshBooks0%
FreshBooks0%09Square Invoices0%
Square Invoices0%10Invoice Ninja0%
Invoice Ninja0%11Stripe Invoicing0%
Stripe Invoicing0%12PayPal Invoicing0%
PayPal Invoicing0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Invoicely88%
7 of 8 labels negative · 7 of 14 models · 7 hard negative
“A publicly exposed database belonging to Invoicely was discovered in early October, exposing files ... of sensitive personal and financial information” Muse Glimmer 30B, negative prompt
Wave27%
10 of 37 labels negative · 7 of 14 models · 3 hard negative
“Use with Extreme Caution:** Wave (only for small, low-risk transactions; avoid for high-volume/high-value needs)” Qwen 3.7 Flash, negative prompt
QuickBooks20%
9 of 45 labels negative · 6 of 14 models · 2 hard negative
“The biggest institutional red flag is **QuickBooks** due to its overwhelming number of consumer complaints about support, billing, and payment holds.” DeepSeek V4 Flash, negative prompt
FreshBooks18%
6 of 34 labels negative · 5 of 14 models · 1 hard negative
“Billing/pricing issues \u2013 recurring complaints about unexpected charges and delayed refunds” Kimi K2, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 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. 993 links across 279 sites, every framing counted. Ranked by the number of answers carrying the site or page. 9 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.
44 answers · 67 citations · 10 models
vendor site · Xero37 answers · 43 citations · 10 models
vendor site · G223 answers · 31 citations · 11 models
21 answers · 21 citations · 9 models
20 answers · 21 citations · 11 models
vendor site · G219 answers · 29 citations · 10 models
19 answers · 22 citations · 10 models
vendor site · BILL15 answers · 18 citations · 8 models
13 answers · 15 citations · 7 models
vendor site · Zapier13 answers · 14 citations · 10 models
13 answers · 13 citations · 8 models
13 answers · 13 citations · 8 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.
40 answers · 10 models
36 answers · 9 models
21 answers · 9 models
17 answers · 11 models
15 answers · 8 models
13 answers · 8 models
12 answers · 7 models
11 answers · 6 models
10 answers · 6 models
9 answers · 5 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 24% | 24% | 169 | 18,100 | 238 | ||||
| BILL bill.com BILL 16%, BILL Accounts Receivable 2% | 18% | 444 | 2,740,000 | 1,063,001 | 1,783,039 | $199,231 | 119 | |
| QuickBooks quickbooks.ninja | 14% | 300 | 1,000,000 | 54,681 | 253 | |||
| Wave waveapps.com | 14% | 323 | 368,000 | 253,218 | 708,862 | 39 | 3 | |
| Invoiced invoiced.com | 10% | 75 | 110,000 | 36,685 | 46,626 | 54 | ||
| NetSuite parent site NetSuite SuiteBilling 8% | 8% | 52 | 135,000 | 4,476 | ||||
| Billtrust billtrust.com | 4% | 317 | 6,600 | 159 | 50,343 | $718 | 15 | |
| Xero xero.com | 2% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | 9 |
| Versapay versapay.com | 2% | 207 | 6,600 | 106 | 39,155 | $12,320 | 29 | |
| HighRadius highradius.com | 2% | 691 | 6,600 | 118 | 294,561 | $2,272 | 120 |
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, zapier.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 mid-market B2B company?”Paraphrase“Which online invoicing tool for a business would you recommend to a mid-sized B2B company?”Comparative“What are the top invoicing tools and how do they differ?”Budget-constrained“What is the best invoicing software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an invoicing software. What should we look at?”Negative“Which invoicing tools should I avoid or be cautious about?”
Claude Haiku 4.5BILLno first choiceChangedno first choiceZoho Invoiceno first choiceagainst: FreshBooks, Invoice Simple, Invoice2go, Invoicera, QuickBooks, Square Invoices, Stripe Invoicing, Wave
Three alternatives
QuickBooks, Rillion, Sage IntacctFive alternatives
FreshBooks, QuickBooks, Stripe Invoicing, Xero, Zoho InvoiceFour alternatives
Harvest, Invoice Ninja, Square Invoices, WaveGPT-5.4 miniBILL, BilltrustQuickBooksChangedQuickBooksZoho Invoiceno first choicenothing named
One alternative
NetSuite SuiteBillingTwo alternatives
FreshBooks, Zoho Invoice / Zoho BooksSix alternatives
FreshBooks, PayPal Invoicing, Square Invoices, Wave, Xero, Zoho InvoiceTwo alternatives
FreshBooks, QuickBooksGemini 3.5 FlashVersapayBILLChangedagainst: PayPal Invoicing, WaveFreshBooks, Zoho InvoiceZoho Invoiceno first choiceagainst: QuickBooks, Waveagainst: FreshBooks, Invoice Simple, Invoicely, PayPal Invoicing, QuickBooks, Wave
Five alternatives
Billtrust, Chargebee, Quadient AR, Stripe Billing, UpflowFive alternatives
Chargebee, Chaser, SparkLayer, Stripe Billing, UpflowFour alternatives
QuickBooks, Square Invoices, Wave, XeroThree alternatives
Invoice Ninja, Square Invoices, WavePerplexity SonarNetSuite SuiteBillingInvoicedChangedZoho InvoiceZoho Invoiceagainst: Square Invoicesno first choiceagainst: Square Invoices, Stripe Invoicing, Wave, Xero, Zoho
Two alternatives
Billtrust, InvoicedThree alternatives
BILL, BigTime, XeroFive alternatives
FreshBooks, Square Invoices, Stripe Invoicing, Wave, XeroOne alternative
WaveGrok 4.1 FastNetSuite SuiteBillingQuickBooksChangedagainst: FreshBooksno first choiceWave, Zoho Invoiceagainst: QuickBooksno first choiceagainst: Square Invoices, Waveagainst: Invoice2go, Invoicely
Four alternatives
BILL, Billtrust, QuickBooks, XeroFour alternatives
BILL, NetSuite SuiteBilling, Xero, Zoho InvoiceTwo alternatives
Invoice Ninja, Square InvoicesSix alternatives
BILL, NetSuite SuiteBilling, QuickBooks, Sage, Stampli, XeroMistral SmallBILL, InvoicedQuickBooks, Zoho InvoiceChangedno first choiceWave, Zoho Invoiceagainst: QuickBooksno first choiceagainst: Invoicera, Zoho Invoice
Two alternatives
QuickBooks, Zoho InvoiceTwo alternatives
BILL, PayPal InvoicingDeepSeek V4 FlashNetSuite SuiteBillingQuickBooksChangedno first choiceagainst: SageZoho Invoiceagainst: QuickBooksno first choiceagainst: Invoiced, Invoicely, QuickBooks
Four alternatives
BILL, Sage Intacct, Versapay, XeroTwo alternatives
BILL, Zoho InvoiceNine alternatives
Bonsai, FreshBooks, Harvest, HoneyBook, QuickBooks, Stripe Invoicing, Wave, Xero, Zoho InvoiceThree alternatives
FreshBooks, Invoice Ninja, WaveLlama 4 MaverickNetSuite SuiteBillingno first choiceChangedno first choiceno first choiceno first choiceagainst: Invoice Ninja, PayPal Invoicing, Square Invoices, Stripe Invoicing, Zoho Invoice
Two alternatives
Billtrust, InvoicedFour alternatives
BigTime, Invoiced, NetSuite SuiteBilling, XeroQwen 3.7 FlashBilltrust, Invoicedagainst: QuickBooks, XeroQuickBooksChangedQuickBooks, Xeroagainst: BILLWaveno first choiceagainst: FreshBooks, Invoicely, QuickBooks, Wave, Zoho Invoice
Three alternatives
Avalara, ChargeOver, NetSuite SuiteBillingFour alternatives
BILL, Chargebee, FreshBooks, Invoice NinjaThree alternatives
PayPal Invoicing, Square Invoices, Zoho InvoiceFour alternatives
FreshBooks, PayPal Invoicing, Square Invoices, Zoho InvoiceKimi K2BILLQuickBooksChangedagainst: FreshBooks, Wave, Zoho Invoiceno first choiceWave, Zoho Invoiceno first choiceagainst: FreshBooks, PayPal Invoicing, Wave
Four alternatives
Chargebee, Invoiced, NetSuite SuiteBilling, Sage IntacctThree alternatives
BILL, NetSuite SuiteBilling, XeroEight alternatives
FreshBooks, Invoice Ninja, QuickBooks, Square Invoices, Stripe Invoicing, Wave, Xero, Zoho InvoiceOne alternative
HubSpot InvoicingGLM 4.7 FlashXInvoicedQuickBooks, XeroChangedFreshBooks, QuickBooksZoho Invoiceno first choiceagainst: Billings Pro, BoxBilling, Crater, Intuit, Invoice Ninja, Invoice Simple, Invoiced, Invoicely, Invoncify, Square Invoices, Wave
Four alternatives
BILL, FreshBooks, QuickBooks, XeroFour alternatives
FreshBooks, Melio, Zoho Books, Zoho InvoiceEight alternatives
Invoice Ninja, Invoicely, Invoicera, Scoro, Square Invoices, Wave, Xero, Zoho InvoiceThree alternatives
Novo Invoices, QuickBooks, WaveMiniMax M2.5BILL, HighRadiusBILLChangedno first choiceWave, Zoho Invoiceno first choiceagainst: InvoiceCloud, Invoicely, PayPal Invoicing
Two alternatives
Billtrust, InvoicedThree alternatives
NetSuite SuiteBilling, Xero, Zoho InvoiceSix alternatives
FreshBooks, QuickBooks, Square Invoices, Wave, Xero, Zoho InvoiceOne alternative
Stripe InvoicingGPT-6 LunaOrdwayBILL Accounts ReceivableChangedWave, Zoho InvoiceWaveno first choiceagainst: Sprout Invoices
Three alternatives
BILL, Centime, Stripe BillingFive alternatives
FreshBooks, QuickBooks, Square Invoices, Stripe Invoicing, XeroTwo alternatives
Square Invoices, Zoho InvoiceMuse Glimmer 30BInvoicedBILLChangedZoho InvoiceWave, Zoho Invoiceno first choiceagainst: Invoicely, TeamSystem Contabilità in Cloud
Four alternatives
BILL, NetSuite SuiteBilling, SAP, VersapayTwo alternatives
Invoiced, NetSuite SuiteBillingFive alternatives
FreshBooks, QuickBooks, Square Invoices, Wave, XeroOne alternative
Square InvoicesBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 08:32 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:58 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:17 | yes | 18 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:00 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:20 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:37 | yes | 8 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:05 | yes | 24 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:32 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:41 | yes | 9 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:19 | yes | 15 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:17 | yes | 23 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:00 | yes | 17 | 45 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:48 | yes | 5 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:26 | yes | 15 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:48 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:02 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:59 | yes | 19 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:50 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:02 | yes | 22 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:57 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:40 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:11 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:14 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:59 | yes | 19 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:45 | yes | 22 | 78 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:16 | yes | 14 | 49 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:18 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:48 | yes | 23 | 38 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:13 | yes | 9 | 18 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:13 | no | 0 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:45 | yes | 10 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:58 | yes | 21 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:26 | yes | 20 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:52 | yes | 14 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:51 | yes | 21 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:51 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:39 | yes | 15 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:51 | yes | 21 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:03 | yes | 9 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:46 | yes | 7 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:55 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:47 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:08 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:10 | yes | 17 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:14 | yes | 21 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:52 | yes | 11 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:31 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:47 | yes | 24 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:01 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:25 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:46 | yes | 5 | 13 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:47 | yes | 9 | 131 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:26 | yes | 5 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:14 | yes | 3 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:46 | yes | 11 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:59 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:52 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:53 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:17 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:43 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:25 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:27 | yes | 20 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:37 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:50 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:53 | yes | 14 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:37 | yes | 15 | 67 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:19 | yes | 10 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:48 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:17 | yes | 14 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:57 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:20 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:48 | yes | 12 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:00 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:38 | yes | 23 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:20 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:19 | yes | 23 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:50 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:43 | yes | 10 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:31 | yes | 25 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:58 | yes | 24 | 296 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:37 | yes | 18 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:35 | yes | 2 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:41 | yes | 25 | 42 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BILL AP/AR read as BILL
Bill.com read as BILL
Bill.com (BILL) read as BILL
NetSuite read as NetSuite SuiteBilling
NetSuite ERP read as NetSuite SuiteBilling
Oracle NetSuite read as NetSuite SuiteBilling
PayPal read as PayPal Invoicing
QuickBooks Online read as QuickBooks
QuickBooks Online (Intuit) read as QuickBooks
QuickBooks Online (Plus or Advanced tier) read as QuickBooks
QuickBooks Online (QBO) read as QuickBooks
QuickBooks Online Advanced read as QuickBooks
Square read as Square Invoices
Stripe read as Stripe Invoicing
Unresolved, counted raw
Billings Pro
BoxBilling
FOSSBilling
Google Docs template + PayPal link
HubSpot Invoicing
Intuit (QuickBooks)
InvoiceCloud
Invoncify
Rho Invoicing
SparkLayer
Sprout Invoices
Discontinued, still offered
No shut-down product was recommended here.
Follow Invoicing software
An email the morning each edition publishes: where this category moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
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