Index › Finance › Planning and analysis › Financial reporting › Small business · September 2026 Edition
Financial reporting and dashboards for small business buyers
Asked as “financial reporting software”, and as “finance dashboard tool”, on behalf of a small B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
38%
Contested · Zoho Books 20%
38QuickBooks Online20Zoho Books15Fathom28others
38% 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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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.
Looker Studio is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models zero times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
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
Sage Intacct vs DatarailsSage Intacct vs CubeSage Intacct vs Oracle NetSuiteSage Intacct vs QuickBooks OnlineFathom vs VenaFathom vs Microsoft Power BIFathom vs DatarailsFathom vs CubeFathom vs Oracle NetSuiteFathom vs QuickBooks OnlineVena vs Microsoft Power BIVena vs DatarailsVena vs CubeVena vs Oracle NetSuiteVena vs QuickBooks OnlineMicrosoft Power BI vs DatarailsMicrosoft Power BI vs CubeMicrosoft Power BI vs Oracle NetSuiteMicrosoft Power BI vs QuickBooks OnlineDatarails vs CubeDatarails vs Oracle NetSuiteDatarails vs QuickBooks OnlineCube vs Oracle NetSuiteCube vs QuickBooks OnlineOracle NetSuite vs QuickBooks Online
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
09M10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01QuickBooks Online38%
QuickBooks Online38%02Zoho Books20%
Zoho Books20%03Fathom15%
Fathom15%04Wave15%
Wave15%05Xero Analytics2%
Xero Analytics2%06Databox2%
Databox2%07Looker Studio0%
Looker Studio0%08Klipfolio0%
Klipfolio0%09Zoho Analytics0%
Zoho Analytics0%10Microsoft Power BI0%
11Tableau0%
Tableau0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash and Kimi K2 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.
Tableau62%
8 of 13 labels negative · 8 of 12 models · 5 hard negative
“Enterprise BI tools that are usually overkill ... Tableau, Power BI, Looker, and similar platforms ... they're overkill for most small businesses” DeepSeek V4 Flash, negative prompt
Microsoft Power BI
27%
6 of 22 labels negative · 6 of 12 models · 3 hard negative
“Examples: Tableau Server, PowerBI Premium-only setups, full-service Qlik environments” Qwen 3.7 Flash, negative prompt
Improvado100%
5 of 5 labels negative · 5 of 12 models · 4 hard negative
“Tools Requiring SQL or Data Engineering Skills Examples: Advanced ETL platforms (Improvado, Adverity, Matillion)” Qwen 3.7 Flash, negative prompt
Microsoft Excel83%
5 of 6 labels negative · 5 of 12 models · 3 hard negative
“Why avoid? Fine for ad-hoc analysis, but dangerous as primary tools due to errors” Grok 4.20, 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
62 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. 814 links across 268 sites, every framing counted. Ranked by the number of answers carrying the site or page.
19 answers · 20 citations · 10 models
vendor site · Cubesoftware19 answers · 19 citations · 9 models
vendor site · Capterra18 answers · 19 citations · 12 models
vendor site · US Tech Automations18 answers · 19 citations · 10 models
vendor site · Worldmetrics17 answers · 25 citations · 8 models
15 answers · 20 citations · 10 models
vendor site · Ramp15 answers · 17 citations · 10 models
15 answers · 16 citations · 8 models
vendor site · Improvado12 answers · 12 citations · 9 models
11 answers · 13 citations · 7 models
vendor site · Maxio11 answers · 12 citations · 9 models
vendor site · Productive9 answers · 10 citations · 7 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.
18 answers · 9 models
16 answers · 10 models
15 answers · 10 models
14 answers · 10 models
11 answers · 9 models
11 answers · 9 models
10 answers · 6 models
10 answers · 8 models
9 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 financial reporting software”, “financial reporting software”, “reporting 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 |
|---|---|---|---|---|---|---|---|---|
| QuickBooks quickbooks.ninja QuickBooks Online 38% | 38% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Zoho zoho.com Zoho Books 20% | 20% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Fathom fathomhq.com | 15% | 190 | 90,500 | 6,657 | 74,881 | 38 | ||
| Wave waveapps.com | 15% | 363 | 368,000 | 253,218 | 708,862 | 39 | ||
| Xero xero.com Xero Analytics 2% | 2% | 55 | 90,500 | 4,610 | 1,200,289 company | $500 | 119 | 2 |
| Databox databox.com | 2% | 110 | 3,600 | 68 | 60,861 | 4 | ||
| Maxio maxio.com | 2% | 151 | 2,400 | 49 | 32,891 | $518 | 59 | |
| Clockwork clockwork.ai | 2% | 24 | 27,100 | 7,178 | 463 | 4 | ||
| Xanaro | 2% | |||||||
| Looker Studio lookerstudio.google.com | 0% | 72 | 40,500 | 452 | 5,456 |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (productive.io, ramp.com, thecfoclub.com). The first result for “best financial reporting software” is thecfoclub.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 financial reporting software for a small B2B company?”Paraphrase“Which finance dashboard tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top reporting tools for a small team and how do they differ?”Budget-constrained“What is the best financial reporting software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a financial reporting software. What should we look at?”Negative“Which reporting tools should a small business avoid or be cautious about?”
Claude Haiku 4.5QuickBooks OnlineDataboxChangedZoho AnalyticsQuickBooks Online, Zoho Booksno first choicenothing named
Three alternatives
FreshBooks, Maxio, Xero AnalyticsOne alternative
DomoSix alternatives
Looker Studio, Monday.com, QuickBooks Online, Smartsheet, Wrike, Zoho ProjectsThree alternatives
Quicken Business & Personal, Wave, Xero AnalyticsGPT-5.4 miniQuickBooks Onlineagainst: Oracle NetSuiteXero AnalyticsChangedLooker StudioWaveno first choicenothing named
One alternative
Xero AnalyticsOne alternative
FreshBooksThree alternatives
Metabase, Microsoft Power BI, TableauTwo alternatives
QuickBooks Online, Xero AnalyticsGemini 3.5 FlashClockworkFathomChangedLooker Studioagainst: Geckoboard, Microsoft Power BIWave, Zoho Booksno first choiceagainst: Anaplan, Workday Adaptive Planningagainst: Looker, Metabase, Microsoft Excel, Oracle Analytics, Qlik Sense, SAP Analytics Cloud, Salesforce CRM Analytics, Sisense, Tableau
Six alternatives
ChartMogul, Fathom, LiveFlow, QuickBooks Online, Syft Analytics, Xero AnalyticsFour alternatives
Baremetrics, ChartMogul, Jirav, Syft AnalyticsTwo alternatives
Databox, MetabaseFour alternatives
Fathom, Quicken Business & Personal, Syft Analytics, Xero AnalyticsSeven alternatives
Cube, Fathom, Jirav, Mosaic, Pry, Runway, Syft AnalyticsPerplexity SonarQuickBooks OnlineFathomChangedDatabox, Looker Studioagainst: TableauZoho Booksagainst: QuickBooks Onlineno first choiceagainst: Cube, Databox, Improvado, Looker Studio, Mosaic, SAP Crystal Reports
Three alternatives
Fathom, FreshBooks, Xero AnalyticsThree alternatives
Databox, LivePlan, Microsoft Power BITwo alternatives
Microsoft Power BI, Zoho AnalyticsTwo alternatives
Wave, Xero AnalyticsGrok 4.20QuickBooks Onlineagainst: WaveQuickBooks OnlineHeldLooker StudioWaveno first choiceagainst: Oracle, Workdayagainst: Adverity, Domo, Funnel, Google Sheets, Improvado, Looker, Microsoft Excel, Slack, Tableau, ThoughtSpot
Two alternatives
FreshBooks, Xero AnalyticsTwo alternatives
Xero Analytics, Zoho BooksFour alternatives
Databox, Klipfolio, Microsoft Power BI, Zoho AnalyticsFour alternatives
Odoo, QuickBooks Online, Xero Analytics, Zoho BooksSeven alternatives
Causal, Cube, Datarails, Fathom, Spotlight Reporting, Syft Analytics, VenaMistral SmallQuickBooks OnlineFathomChangedDatabox, Looker Studioagainst: DomoQuickBooks Onlineno first choiceagainst: Google Sheets, Microsoft Excel, Slack
Two alternatives
Maxio, Xero AnalyticsThree alternatives
Geckoboard, Klipfolio, Zoho AnalyticsFour alternatives
Microsoft Power BI, Monday.com, Tableau, Zoho AnalyticsOne alternative
Zoho BooksDeepSeek V4 FlashQuickBooks Onlineagainst: Sage IntacctFathomChangedMicrosoft Power BI, Zoho AnalyticsWaveagainst: GnuCash, QuickBooks Online, Xero Analyticsno first choiceagainst: full Workday/Oracleagainst: Adverity, Funnel, Google Sheets, Improvado, Looker, Microsoft Excel, Microsoft Power BI, Slack, Tableau
Two alternatives
Xero Analytics, Zoho BooksFour alternatives
Fairview, Finmark, Spotlight Reporting, Syft AnalyticsFive alternatives
Databox, Google Analytics, LivePlan, Looker Studio, TableauThree alternatives
Akaunting, Patriot Software, Zoho BooksLlama 4 MaverickMaxioFathomChangedDataboxZoho Booksno first choiceagainst: Spreadsheets
Six alternatives
FineBI, Geckoboard, Klipfolio, Looker Studio, Plecto, Zoho AnalyticsTwo alternatives
Domo, Looker StudioTwo alternatives
QuickBooks Online, Xero AnalyticsQwen 3.7 FlashQuickBooks OnlineXanaroChangedLooker StudioWave, Zoho Booksno first choiceagainst: Planful, Venaagainst: Adverity, Excel/Google Sheets, Improvado, Matillion, Microsoft Power BI, Qlik Sense, Tableau
Four alternatives
FreshBooks, Oracle NetSuite, Sage Intacct, Xero AnalyticsFour alternatives
BILL, LiveFlow, Microsoft Power BI, QuickBooks OnlineFive alternatives
Airtable, Databox, Geckoboard, Microsoft Power BI, NotionTwo alternatives
QuickBooks Online, Xero AnalyticsKimi K2QuickBooks Onlineagainst: Sage Intacct, WaveFathomChangedDataboxZoho Booksno first choiceagainst: Excel/Google Sheets, Looker, Microsoft Power BI, Oracle Fusion Cloud ERP, QuickBooks Online, SAP S/4HANA, Tableau, UKG / SAP SuccessFactors, Workday
Two alternatives
FreshBooks, Xero AnalyticsTwo alternatives
Clockwork, LivePlanFive alternatives
Klipfolio, Looker Studio, Metabase, Microsoft Power BI, Zoho AnalyticsTwo alternatives
Wave, Xero AnalyticsSix alternatives
Cube, Datarails, QuickBooks Online, Sage Intacct, Vena, Xero AnalyticsGLM 4.7 FlashXQuickBooks OnlineQuickBooks OnlineHeldGeckoboardZoho Booksno first choiceagainst: Oracle NetSuite, Sage Intacctagainst: Domo, Google Sheets, Microsoft Excel, Microsoft Power BI, Tableau
Five alternatives
Chargebee, Fathom, Maxio, Syft Analytics, Xero AnalyticsFour alternatives
Fathom, Plecto, Spotlight Reporting, Xero AnalyticsFive alternatives
ClickUp, Databox, Klipfolio, Smartsheet, Zoho AnalyticsSeven alternatives
Akaunting, FreshBooks, GnuCash, Patriot Software, QuickBooks Online, Wave, Xero AnalyticsMiniMax M2.5QuickBooks Onlineagainst: WaveQuickBooks OnlineHeldDatabox, Looker Studioagainst: DomoWave, Zoho Booksno first choiceagainst: Domo, Improvado, Microsoft Power BI, SAP Crystal Reports, Tableau
Three alternatives
Fathom, Maxio, Xero AnalyticsTwo alternatives
Xero Analytics, Zoho BooksTwo alternatives
LivePlan, Microsoft Power BIOne alternative
QuickBooks OnlineBold 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 19:08 | yes | 18 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:52 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:56 | yes | 13 | 49 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 21:04 | yes | 19 | 5 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 19:18 | yes | 15 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:14 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:33 | yes | 19 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:56 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:02 | yes | 10 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:53 | yes | 15 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:13 | yes | 25 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:49 | yes | 12 | 36 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:56 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:36 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:19 | yes | 20 | 56 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:34 | 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 18:24 | yes | 40 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:04 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:58 | yes | 24 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:16 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:45 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:44 | yes | 15 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:05 | yes | 30 | 83 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:39 | no | 0 | 7 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:08 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:06 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:02 | yes | 6 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:53 | yes | 20 | 8 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 19:37 | yes | 26 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:57 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:11 | yes | 9 | 15 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:14 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:03 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:59 | yes | 14 | 48 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:14 | yes | 24 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:07 | yes | 8 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:13 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:52 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:12 | yes | 17 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:31 | yes | 19 | 5 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 19:05 | yes | 15 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:40 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:14 | yes | 10 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:39 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:55 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:51 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:06 | yes | 9 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:10 | yes | 10 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:56 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:48 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:41 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:26 | yes | 20 | 8 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 19:26 | yes | 13 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:41 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:00 | no | 0 | 13 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:29 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:05 | no | 0 | 54 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:48 | yes | 13 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:01 | yes | 17 | 68 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:29 | yes | 5 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:47 | yes | 16 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:50 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:33 | yes | 6 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:16 | yes | 20 | 6 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 19:13 | yes | 34 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:48 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:20 | yes | 19 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:06 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:54 | yes | 10 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:18 | yes | 15 | 47 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:18 | yes | 26 | 113 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:53 | yes | 7 | 21 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
Excel read as Microsoft Excel
Google Looker Studio read as Looker Studio
NetSuite read as Oracle NetSuite
Oracle ERP read as Oracle Fusion Cloud ERP
PowerBI read as Microsoft Power BI
PowerBI Premium read as Microsoft Power BI
Qlik read as Qlik Sense
QuickBooks read as QuickBooks Online
QuickBooks Online Simple Start read as QuickBooks Online
QuickBooks Solopreneur read as QuickBooks Online
Syft read as Syft Analytics
Vena Solutions read as Vena
Wave Accounting read as Wave
Xero read as Xero Analytics
Xero (Early Starter) read as Xero Analytics
Xero Starter read as Xero Analytics
Unresolved, counted raw
Anomaly AI
DashboardFox
Glew
Grow.com
Layer
Polar Analytics
Signara
Twilio Segment
UKG / SAP SuccessFactors
Vivify
Xanaro
full Workday/Oracle
Discontinued, still offered
No shut-down product was recommended here.