Index › Finance › Receivables and billing › Invoicing software › Enterprise · September 2026 Edition
Invoicing software for enterprise buyers
Asked as “invoicing software”, and as “online invoicing tool for a business”, on behalf of an enterprise B2B company. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
20%
Contested · Tipalti 15%
20NetSuite SuiteBilling15Tipalti12HighRadius54others
20% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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 enterprise.
All fifteen head-to-head pages: the top six products, each against each
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01NetSuite SuiteBilling20%
NetSuite SuiteBilling20%02Tipalti15%
Tipalti15%03HighRadius12%
HighRadius12%04Zuora Billing10%
Zuora Billing10%05Chargebee7%
Chargebee7%06SAP S/4HANA7%
SAP S/4HANA7%07SAP Ariba7%
SAP Ariba7%08BILL5%
BILL5%09SAP Concur2%
SAP Concur2%10Coupa2%
Coupa2%11Sage Intacct0%
Sage Intacct0%12QuickBooks0%
QuickBooks0%13FreshBooks0%
FreshBooks0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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.
FreshBooks100%
13 of 13 labels negative · 9 of 12 models · 10 hard negative
“Examples to avoid: Basic versions of tools like FreshBooks, Zoho Invoice, QuickBooks Online (without enterprise add-ons), and Wave” MiniMax M2.5, negative prompt
QuickBooks79%
15 of 19 labels negative · 8 of 12 models · 7 hard negative
“Becomes prohibitively expensive at scale ($275/month for Advanced); not designed for complex multi-entity structures” Kimi K2, negative prompt
BILL47%
9 of 19 labels negative · 7 of 12 models · 5 hard negative
“I would not pick a tool like BILL if your main requirement is predictable cost across thousands of users” GPT-5.4 mini, budget prompt
Wave100%
6 of 6 labels negative · 5 of 12 models · 6 hard negative
“Free tier designed for solo businesses; lacks multi-entity support, advanced reporting, and enterprise integrations” Kimi K2, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1155 links across 354 sites, every framing counted. Ranked by the number of answers carrying the site or page.
46 answers · 58 citations · 11 models
vendor site · Worldmetrics33 answers · 48 citations · 9 models
31 answers · 38 citations · 10 models
vendor site · BILL25 answers · 29 citations · 10 models
23 answers · 28 citations · 10 models
20 answers · 29 citations · 9 models
vendor site · G215 answers · 33 citations · 9 models
vendor site · NetSuite15 answers · 26 citations · 8 models
15 answers · 15 citations · 8 models
vendor site · HighRadius14 answers · 20 citations · 8 models
14 answers · 16 citations · 10 models
14 answers · 14 citations · 10 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
26 answers · 9 models
22 answers · 9 models
22 answers · 10 models
19 answers · 10 models
17 answers · 9 models
14 answers · 10 models
13 answers · 8 models
12 answers · 10 models
11 answers · 7 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 |
|---|---|---|---|---|---|---|---|
| NetSuite parent site NetSuite SuiteBilling 20% | 20% | 47 | 135,000 | 4,476 | |||
| SAP sap.com SAP S/4HANA 7%, SAP Ariba 7%, SAP Concur 2%, SAP 2% | 20% | 553 | 135,000 | 74,309 | 2,214,514 | $1,251 | 23 |
| Tipalti tipalti.com | 15% | 490 | 18,100 | 381 | 213,652 | $83,363 | 120 |
| HighRadius highradius.com | 12% | 604 | 6,600 | 118 | 294,561 | $2,272 | 120 |
| Zuora Billing zuora.com | 10% | 17 | 24,950 | 6 | |||
| Chargebee chargebee.com | 7% | 47 | 5,400 | 140 | 69,891 | $1,889 | 82 |
| BILL bill.com | 5% | 374 | 2,740,000 | 1,063,001 | 1,783,039 | $199,231 | 119 |
| Coupa coupa.com | 2% | 637 | 60,500 | 1,210 | 41,319 | $339 | 91 |
| Salesforce salesforce.com Salesforce Revenue Cloud 2% | 2% | 44 | 550,000 | 60,632 | 7,941,323 company | $8,259 | 115 |
| ZoneBilling zoneandco.com | 2% |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (forbes.com, techrepublic.com, thecfoclub.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 an enterprise B2B company?”Paraphrase“Which online invoicing tool for a business would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade invoicing tools and how do they differ?”Budget-constrained“What is the best invoicing software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an invoicing software. What should we look at?”Negative“Which invoicing tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Salesforce Revenue CloudSAP AribaChangedno first choiceagainst: Dynamics 365 Business CentralNetSuite SuiteBillingagainst: Invoice Ninja, Zuora Billingno first choiceagainst: Coupa, GEP SMART, Ivalua, SAP Ariba
Three alternatives
DealHub AI, NetSuite SuiteBilling, YouniumFour alternatives
Coupa, Infor CloudSuite, NetSuite SuiteBilling, Sage IntacctTwo alternatives
Coupa, Salesforce Revenue CloudGPT-5.4 miniSAP Aribaagainst: Intuit Enterprise SuiteBILLChangedno first choiceSAP S/4HANAagainst: BILL, Oracle Fusion Cloud ERPno first choicenothing named
One alternative
Oracle Fusion Cloud ERPTwo alternatives
NetSuite SuiteBilling, SAP ConcurFour alternatives
Microsoft Dynamics 365 Finance, NetSuite SuiteBilling, SAP Concur Invoice, Sage IntacctOne alternative
Microsoft Dynamics 365 FinanceGemini 3.5 FlashZoneBillingHighRadiusChangedagainst: FreshBooks, QuickBooks, Waveno first choiceAcumaticaagainst: QuickBooks, Sage, Salesforce Revenue Cloudno first choiceagainst: Bonsai, FreshBooks, HoneyBook, QuickBooks, Square Invoices, Wave, Xero
Six alternatives
Chargebee, Metronome, Orb, Sage Intacct, Tabs, Zuora BillingFour alternatives
Basware, BillingPlatform, Billtrust, Zuora BillingFive alternatives
BillingPlatform, CollaborateMD, Invoice Ninja, TimelyBill, XeroPerplexity SonarNetSuite SuiteBillingSAPChangedagainst: FreshBooks, Square Invoicesno first choiceTipaltino first choicenothing named
Three alternatives
Chargebee, Maxio, TipaltiOne alternative
NetSuite SuiteBillingFive alternatives
BILL, Basware, Coupa, HighRadius, SAPGrok 4.20Chargebee, Zuora Billingagainst: QuickBooks, XeroNetSuite SuiteBillingChangedagainst: Intuit Enterprise Suite, QuickBooks, SAP S/4HANANetSuite SuiteBillingTipaltiagainst: BILL, FreshBooks, QuickBooks, Sage Intacctno first choiceagainst: BILL, FreshBooks, QuickBooks, Wave, Zoho Invoice
Four alternatives
NetSuite SuiteBilling, SAP Ariba, SAP Concur Invoice, TipaltiOne alternative
Sage IntacctSeven alternatives
AvidXchange, BILL, Basware, Billtrust, SAP, Sage Intacct, TipaltiThree alternatives
Coupa, NetSuite SuiteBilling, SAP AribaMistral SmallChargebeeHighRadiusChangedSAP Concuragainst: FreshBooks, QuickBooksHighRadius, Tipaltiagainst: BILLno first choicenothing named
Four alternatives
Comarch, NetSuite SuiteBilling, SAP Concur, Zoho InvoiceTwo alternatives
Comarch, PayhawkThree alternatives
BILL, NetSuite SuiteBilling, Zoho InvoiceDeepSeek V4 FlashChargebee, Tipalti, Zuora BillingHighRadiusChangedagainst: Billtrustno first choiceagainst: Stripe BillingTipaltiagainst: BILL, Invoice Ninja, Stripe Billingno first choiceagainst: FreshBooks, Intuit Enterprise Suite, NetSuite SuiteBilling, QuickBooks, Wave
Four alternatives
BILL, HighRadius, Paddle, Stripe BillingFour alternatives
Basware, Coupa, SAP, VersapayFour alternatives
Coupa, Oracle, SAP, XeroLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choiceagainst: BILL, PayPal Invoicing, Stampli, Zoho Invoice
Five alternatives
Certinia, Invoiced, Orb, Sage Intacct, Vic.aiQwen 3.7 FlashHighRadius, Zuora BillingNetSuite SuiteBillingChangedagainst: FreshBooks, QuickBooks, SAP S/4HANAno first choiceNetSuite SuiteBilling, SAP S/4HANAagainst: Xerono first choiceagainst: Canva, FreshBooks, Google Docs templates, PayPal Invoicing, QuickBooks, Sage 50, Square Invoices, Venmo for Business, Wave Payments, Xero, Zoho Books
Three alternatives
Chargebee, NetSuite SuiteBilling, SAP S/4HANAFour alternatives
Billtrust, Chargebee, HighRadius, Salesforce Revenue CloudFour alternatives
Chargebee, Microsoft Dynamics 365, Tipalti, Zuora RevOpsKimi K2Zuora BillingSAP S/4HANAChangedno first choiceagainst: Coupa, SAP AribaCoupa, SAP Aribaagainst: BILL, Rampno first choiceagainst: Airbase, BILL, FreshBooks, QuickBooks, SAP Concur, Stampli, Wave, Zoho Invoice
Two alternatives
BillingPlatform, ChargebeeOne alternative
NetSuite SuiteBillingFive alternatives
Chargebee, NetSuite SuiteBilling, Stripe Billing, Tipalti, Zuora BillingTwo alternatives
Stampli, TipaltiGLM 4.7 FlashXNetSuite SuiteBilling, SAP ConcurBILLChangedno first choiceagainst: SAP ConcurTipaltiagainst: BILL, FreshBooks, Invoice Ninja, Xerono first choiceagainst: BillQuick, FreshBooks, Invoicely, QuickBooks, Readsoft Invoice Processing, Salesforce
Three alternatives
Chargebee, QuickBooks, XeroThree alternatives
NetSuite SuiteBilling, Rillion, SAP Concur InvoiceTwo alternatives
Odoo, Zoho OneMiniMax M2.5NetSuite SuiteBillingagainst: ExpensifyNetSuite SuiteBillingHeldno first choiceServiceFusionagainst: Invoice Tracker, Tipaltino first choiceagainst: FreshBooks, Invoiced, QuickBooks, Simpro, Wave, Zoho Invoice
Two alternatives
Chargebee, SAP ConcurOne alternative
Sage IntacctSeven alternatives
BILL, NetSuite SuiteBilling, SAP Concur, Sage Intacct, Stampli, Tipalti, VertexSix alternatives
Factura.ai, Microsoft Dynamics 365 Finance, NetSuite SuiteBilling, SAP S/4HANA, Skynova, UniBeeBold 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.
Seventy-two 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 | 2026-09-17 21:02 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:21 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:00 | yes | 12 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:05 | yes | 20 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:54 | yes | 31 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:48 | yes | 21 | 13 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:02 | yes | 20 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:26 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:47 | yes | 10 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:34 | yes | 23 | 53 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:11 | yes | 28 | 50 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:54 | yes | 10 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:52 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:03 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:02 | yes | 18 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:13 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:23 | yes | 33 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:39 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:56 | yes | 15 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:09 | yes | 7 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:02 | yes | 15 | 59 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:15 | yes | 10 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:45 | yes | 31 | 107 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:28 | yes | 9 | 54 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:03 | yes | 27 | 16 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:03 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:17 | yes | 14 | 60 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:48 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:49 | yes | 36 | 21 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:27 | yes | 25 | 17 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:40 | yes | 29 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:32 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:04 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:30 | yes | 15 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:03 | yes | 33 | 189 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:00 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:41 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:14 | yes | 4 | 10 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:56 | yes | 18 | 54 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:41 | yes | 20 | 9 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:41 | yes | 44 | 25 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:13 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:57 | yes | 28 | 38 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:07 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:02 | yes | 13 | 69 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:40 | yes | 25 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:16 | yes | 29 | 182 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:55 | yes | 22 | 106 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:20 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:27 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:54 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:12 | yes | 20 | 12 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:06 | yes | 20 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:40 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:03 | yes | 24 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:57 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:02 | yes | 9 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:05 | yes | 15 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:36 | yes | 14 | 179 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:36 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:13 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:34 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:49 | yes | 22 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 21:08 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:19 | yes | 43 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:04 | yes | 5 | 37 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:55 | yes | 30 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:00 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:59 | yes | 10 | 59 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:04 | yes | 25 | 42 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:03 | yes | 24 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:05 | yes | 25 | 55 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
Bill.com (BILL) read as BILL
Intacct (part of Sage) read as Sage Intacct
NetSuite read as NetSuite SuiteBilling
NetSuite (Oracle) read as NetSuite SuiteBilling
NetSuite (by Oracle) read as NetSuite SuiteBilling
NetSuite ERP (by Oracle) read as NetSuite SuiteBilling
Oracle ERP read as Oracle Fusion Cloud ERP
Oracle NetSuite read as NetSuite SuiteBilling
Oracle NetSuite (SuiteBilling) read as NetSuite SuiteBilling
QuickBooks Desktop read as QuickBooks
QuickBooks Online read as QuickBooks
QuickBooks Online (Core) read as QuickBooks
QuickBooks Online (QBO) read as QuickBooks
QuickBooks Online (Standard Plans) read as QuickBooks
SAP Cloud ERP read as SAP S/4HANA
Salesforce Billing read as Salesforce Revenue Cloud
Wave Accounting read as Wave
Zuora read as Zuora Billing
Unresolved, counted raw
BillQuick (BQE Software)
CollaborateMD
Everhour
Google Docs templates
Invoice Tracker (eBllity)
Oracle Billing and Revenue Management
Readsoft Invoice Processing
ServiceFusion
TimelyBill
UniBee (cloud or self‑hosted)
Zuora RevOps
Discontinued, still offered
No shut-down product was recommended here.