Index › Finance › Accounting and close › Financial close manageme › Small business · November 2026 Edition
Financial close management for small business buyers
Asked as “financial close management software”, and as “month-end close software”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
28%
Contested · Numeric 19%
28FloQast19Numeric12QuickBooks Online40others
28% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: FloQast (28%) replaces Numeric (25% then, 19% now), 9 points clear, inside the 10-point floor.FloQast leads at 28%, replacing Numeric, which led at 25% and stands at 19% now: 9 points clear, inside the floor, so the swap reads as unsettled.
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
FloQast28%Contested↗new leaderNew leader since October 2026: FloQast (28%) replaces Numeric (25% then, 19% now), 9 points clear, inside the 10-point floor.This pageMid-marketFloQast53%Clear leader▼−2Since October 2026: 55% → 53%, −2 points. Inside the 10-point floor: within noise.Standing →Enterprise
BlackLine65%Clear leader▼−2Since October 2026: 67% → 65%, −2 points. Inside the 10-point floor: within noise.Standing →
FloQast28%Contested↗new leaderNew leader since October 2026: FloQast (28%) replaces Numeric (25% then, 19% now), 9 points clear, inside the 10-point floor.This pageMid-marketFloQast53%Clear leader▼−2Since October 2026: 55% → 53%, −2 points. Inside the 10-point floor: within noise.Standing →EnterpriseBlackLine65%Clear leader▼−2Since October 2026: 67% → 65%, −2 points. Inside the 10-point floor: within noise.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
01FloQast28%29%63criticized challenger▲+9Since October 2026: 19% → 28%, +9 points. Inside the 10-point floor: within noise.19% → 28%
FloQast28%29%63criticized challenger▲+9Since October 2026: 19% → 28%, +9 points. Inside the 10-point floor: within noise.19% → 28%02
Numeric19%2%47accepted challenger▼−6Since October 2026: 25% → 19%, −6 points. Inside the 10-point floor: within noise.25% → 19%
Numeric19%2%47accepted challenger▼−6Since October 2026: 25% → 19%, −6 points. Inside the 10-point floor: within noise.25% → 19%03
QuickBooks Online12%0%19accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 10-point floor: within noise.6% → 12%
QuickBooks Online12%0%19accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 10-point floor: within noise.6% → 12%04
Datarails9%0%33accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 10-point floor: within noise.5% → 9%
Datarails9%0%33accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 10-point floor: within noise.5% → 9%05
Xero7%11%18accepted challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise.5% → 7%
Xero7%11%18accepted challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise.5% → 7%06
DOKKA Close5%10%31accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%
DOKKA Close5%10%31accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%Show the six products at 0%, ordered by negative rate
12BlackLine0%78%36criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
BlackLine0%78%36criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Workiva0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Workiva0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Prophix0%15%13accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise.3% → 0%
Prophix0%15%13accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise.3% → 0%08
Vena0%11%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Vena0%11%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Lucanet0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Lucanet0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%07
Sage Intacct0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Sage Intacct0%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-one head-to-head pages: the top seven products, each against each
FloQast vs PlanfulFloQast vs DatarailsFloQast vs BlackLineNumeric vs ProphixNumeric vs DOKKA CloseNumeric vs PlanfulNumeric vs DatarailsNumeric vs BlackLineProphix vs DOKKA CloseProphix vs PlanfulProphix vs DatarailsProphix vs BlackLineDOKKA Close vs PlanfulDOKKA Close vs DatarailsDOKKA Close vs BlackLinePlanful vs DatarailsPlanful vs BlackLineDatarails vs BlackLine
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
01FloQast28%
FloQast28%02Numeric19%
Numeric19%03QuickBooks Online12%
QuickBooks Online12%04Datarails9%
Datarails9%05Xero7%
Xero7%06DOKKA Close5%
DOKKA Close5%07Sage Intacct0%
Sage Intacct0%08Vena0%
Vena0%09Prophix0%
Prophix0%10Lucanet0%
Lucanet0%11Workiva0%
Workiva0%12BlackLine0%
BlackLine0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
BlackLine78%
28 of 36 labels negative · 12 of 14 models · 15 hard negative
“Why avoid: High annual contracts (frequently $20,000–$50,000+ per year), steep learning curves... vastly over-engineered for small accounting teams.” Gemini 3.5 Flash, negative prompt
FloQast29%
18 of 63 labels negative · 11 of 14 models · 1 hard negative
“BlackLine and FloQast are the most prominent examples of tools designed primarily for enterprise-level organizations” MiniMax M2.5, negative prompt
Trintech56%
5 of 9 labels negative · 5 of 14 models · 3 hard negative
“Avoid: Enterprise solutions like BlackLine or Trintech ... they're overkill and overpriced” Kimi K2, direct prompt
OneStream86%
6 of 7 labels negative · 4 of 14 models · 5 hard negative
“Avoid enterprise EPM/Close suites like BlackLine, Workiva, OneStream, or Trintech Cadency.” Gemini 3.5 Flash, direct 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
77 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. 843 links across 217 sites, every framing counted. Ranked by the number of answers carrying the site or page. 16 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 · DOKKA44 answers · 62 citations · 11 models
vendor site · Capterra33 answers · 47 citations · 10 models
vendor site · Prophix27 answers · 31 citations · 10 models
vendor site · G226 answers · 37 citations · 11 models
vendor site · Netgain26 answers · 26 citations · 10 models
25 answers · 26 citations · 9 models
vendor site · Numeric17 answers · 24 citations · 8 models
16 answers · 16 citations · 8 models
14 answers · 14 citations · 10 models
vendor site · GetApp13 answers · 17 citations · 7 models
vendor site · Sourceforge12 answers · 13 citations · 6 models
vendor site · PivotXL11 answers · 14 citations · 6 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.
41 answers · 11 models
24 answers · 9 models
24 answers · 10 models
20 answers · 8 models
19 answers · 10 models
16 answers · 8 models
14 answers · 10 models
13 answers · 9 models
11 answers · 6 models
9 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 financial close management software”, “close management tools”, “financial close management software”. 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 |
|---|---|---|---|---|---|---|---|---|
| FloQast floqast.com | 28% | 389 | 9,900 | 194 | 41,324 | $5,039 | 76 | |
| Numeric numeric.io | 19% | 201 | 12,100 | 38,006 | 94,254 | $426 | 9 | 3 |
| QuickBooks quickbooks.ninja QuickBooks Online 12% | 12% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Datarails datarails.com | 9% | 374 | 6,600 | 134 | 18,964 | $16,697 | 107 | |
| Xero xero.com | 7% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| DOKKA dokka.com DOKKA Close 5% | 5% | 46 | 9,606 company | 17 | ||||
| ScaleXP scalexp.com | 4% | 32 | ||||||
| PivotXL pivotxl.com | 4% | 28 | 70 | 0 | 9,114 | 0 | ||
| CloseCore closecore.com CloseCore 2%, CloseCore Close Management 2% | 4% | 7 | ||||||
| Double doublehq.com | 2% | 15 | 135,000 | 350,313 | 5,860 | 11 |
Google's top ten for the three searches hold 15 sites; 2 of them are among the sites the models cited here (g2.com, numeric.io). The first result for “best financial close management software” is bcsprosoft.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 close management software for a small B2B company?”Paraphrase“Which month-end close software would you recommend to a small business that sells to other businesses?”Comparative“What are the top close management tools for a small team and how do they differ?”Budget-constrained“What is the best financial close management software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a financial close management software. What should we look at?”Negative“Which close management tools should a small business avoid or be cautious about?”
Claude Haiku 4.5FloQastEasy Month EndChangedFloQastNumericno first choiceagainst: BlackLine, Redwood
Three alternatives
Cube, DOKKA Close, DatarailsThree alternatives
FloQast, Numeric, ScaleXPFour alternatives
DOKKA Close, Datarails, Double, NumericFive alternatives
Datarails, Double, Novacly, Planful, QuickBooks OnlineGPT-5.4 miniFloQastFloQastHeldno first choiceJoiinagainst: FloQastno first choicenothing named
Three alternatives
Datarails, Joiin, LiveFlowFour alternatives
BlackLine, QuickBooks Online, Xero, Zoho BooksOne alternative
CloseCoreGemini 3.5 FlashFloQast, Numericagainst: BlackLine, OneStream, Trintech Cadency, WorkivaNumericChangedagainst: BlackLine, WorkivaNumericagainst: BlackLine, Trintech CadencyScaleXPagainst: BlackLine, FloQastno first choiceagainst: BlackLine, Workivaagainst: Anaplan, Asana, BlackLine, ClickUp, FloQast, Monday.com, OneStream, Oracle Cloud FCCS, Planful, SAP Financial Close, Trello, Trintech, Vena, Workiva
Three alternatives
Cube, Datarails, KeeperThree alternatives
FloQast, Keeper, ScaleXPFour alternatives
FloQast, Keeper, Netgain, ScaleXPFive alternatives
Coefficient, Double, LiveFlow, Numeric, XenettTwo alternatives
FloQast, NumericPerplexity SonarNumericagainst: BlackLine, OneStream, PlanfulQuickBooks Online, XeroChangedagainst: FloQastClose, Pipedriveagainst: Asana, TrelloNumericagainst: BlackLine, FloQast, Lucanet, OneStream, Planfulno first choiceagainst: BlackLine, Excel, FloQast, Numeric, Trintech Cadency
One alternative
FloQastFour alternatives
Double, Financial Cents, Numeric, ScaleXPTwo alternatives
HubSpot, SalesflareThree alternatives
DOKKA Close, Datarails, Excel or Google SheetsGrok 4.20Datarails, FloQastagainst: Trintech, WorkivaDatarailsChangedFloQast, Numericagainst: BlackLine, Trintech Cadency, WorkivaQuickBooks Onlineagainst: BlackLine, FloQast, Workivano first choiceagainst: Oracle, SAPagainst: BlackLine, Close, Excel/Google Sheets, FloQast, Oracle Close Management, Salesforce, Workiva, Zoho CRM
Three alternatives
QuickBooks Online, Sage Intacct, XeroFour alternatives
DOKKA Close, FloQast, Numeric, PivotXLThree alternatives
DOKKA Close, Datarails, VenaTwo alternatives
Sage Intacct, XeroMistral SmallFloQastDOKKA Close, FloQastChangedDOKKA CloseDOKKA Close, FloQastno first choiceagainst: BlackLine, Close.com, Workiva
One alternative
DigitsTwo alternatives
Numeric, QuickBooks OnlineFive alternatives
Datarails, FloQast, Numeric, Prophix, VenaThree alternatives
Datarails, Numeric, VenaDeepSeek V4 FlashDatarailsagainst: BlackLine, CCH Tagetik, Planful, TrintechQuickBooks OnlineChangedagainst: DOKKA Close, FloQastDOKKA Close, FloQastPivotXLagainst: BlackLine, CCH Tagetik, FloQast, OneStreamFloQastagainst: BlackLine, CCH Tagetikagainst: HubSpot, Microsoft Dynamics 365 CRM, Oracle NetSuite CRM, Salesforce, SugarCRM
Four alternatives
DOKKA Close, FloQast, Numeric, Sage IntacctTwo alternatives
Xero, Zoho BooksThree alternatives
Datarails, Sage Intacct, VenaOne alternative
DoubleThree alternatives
Datarails, Numeric, Sage IntacctLlama 4 Maverickno first choiceNumericChangedagainst: XeroFloQastFloQastno first choiceagainst: Close
Two alternatives
BlackLine, QuickBooks OnlineOne alternative
TrintechTwo alternatives
Planful, ProphixQwen 3.7 FlashFloQastQuickBooks OnlineChangedagainst: Xerono first choiceCloseCore, Numericagainst: BlackLine, FloQastFloQastagainst: BlackLine, Trintechagainst: Jira, Microsoft Project, Oracle NetSuite, SAP, Shopify, Slack
Five alternatives
Corrode, Oracle NetSuite, Planful, Sage Intacct, XeroThree alternatives
DOKKA Close, FloQast, LiveFlowFive alternatives
Asana, Monday.com, Oracle NetSuite, PivotXL, Sage IntacctThree alternatives
Approach, ClosePeriod, VenaKimi K2FloQast, Numericagainst: BlackLine, TrintechQuickBooks Online, XeroChangedFloQast, Numericagainst: BlackLineQuickBooks Online, Xeroagainst: FloQastFloQastagainst: BlackLine, FloQast, Oracle Financial Consolidation and Close, Oracle NetSuite, Prophix, SAP BPC, Vena
Two alternatives
Datarails, DoubleFour alternatives
DOKKA Close, FloQast, Numeric, Zoho BooksTwo alternatives
DOKKA Close, Digits CoreThree alternatives
DOKKA Close, Double, NumericOne alternative
BlackLineGLM 4.7 FlashXFloQastagainst: DOKKA CloseScaleXPChangedagainst: FloQastno first choiceDigits, Financial Cents Month-End Closeagainst: Novaclyno first choiceagainst: BlackLine, CCH Tagetik, OneStream, Oracle ERP Cloud, Oracle NetSuite, Prophix, SAP
Three alternatives
DataSnipper, QuickBooks Online, XeroTwo alternatives
Finlens, NumericTwo alternatives
FloQast, NumericMiniMax M2.5FloQastDOKKA CloseChangedDOKKA Close, FloQast, NumericDatarails, PivotXLDatarailsagainst: BlackLine, FloQast
Four alternatives
DOKKA Close, DataSnipper, Numeric, Sage IntacctThree alternatives
Datarails, Digits Core, NumericTwo alternatives
Datarails, DigitsTwo alternatives
DOKKA Close, DataSnipperThree alternatives
NetClose, Planful, Sage IntacctGPT-6 LunaNumericNumericHeldNumericagainst: BlackLineCloseCore Close Managementno first choiceagainst: BlackLineagainst: BlackLine, FloQast, Trintech Cadency
Two alternatives
CloseCore, FloQastThree alternatives
FloQast, NetClose, Trintech AdraOne alternative
DigitsThree alternatives
FloQast, Netgain NetClose, NumericMuse Glimmer 30Bno first choiceNumeric, QuickBooks Online, XeroChangedno first choiceagainst: BlackLine, FloQastDoubleagainst: DOKKA Close, FloQast, Waveno first choiceagainst: Close, HubSpot, Microsoft Dynamics 365, Salesforce, Zoho
Seven alternatives
DOKKA Close, Datarails, FloQast, Numeric, PivotXL, Prophix, VenaTwo alternatives
Datarails, FloQastThree alternatives
Finlens, Prophix, VenaTwo alternatives
Datarails, PivotXLBold 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 10:43 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:54 | yes | 1 | 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 10:44 | yes | 8 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 21 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:55 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:20 | yes | 25 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:01 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:41 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:39 | yes | 11 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:43 | yes | 18 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:41 | yes | 11 | 85 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:36 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:59 | yes | 11 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:26 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:23 | yes | 2 | 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 11:35 | yes | 6 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:07 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:35 | yes | 23 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:14 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:00 | yes | 15 | 62 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:53 | yes | 10 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:43 | yes | 18 | 56 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:06 | yes | 5 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:27 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:50 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:31 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:24 | yes | 0 | 5 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 11:37 | yes | 9 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:27 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 10 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:20 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:56 | yes | 25 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:55 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:13 | yes | 5 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:39 | yes | 14 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:19 | yes | 9 | 57 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:37 | yes | 22 | 58 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:40 | yes | 5 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:52 | yes | 15 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:34 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:59 | yes | 3 | 4 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 11:17 | yes | 13 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:05 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 5 | 31 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:08 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:18 | yes | 24 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:16 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:19 | yes | 10 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:41 | yes | 17 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:53 | yes | 21 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:34 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:45 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:11 | yes | 19 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:20 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:50 | no | 0 | 6 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 12:22 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:27 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 5 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:47 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:42 | yes | 17 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:18 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:14 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:24 | yes | 14 | 55 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:53 | yes | 14 | 119 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:46 | yes | 10 | 39 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:17 | yes | 4 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:43 | yes | 10 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:25 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:01 | 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 09:20 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:32 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 18 | 36 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:31 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:00 | yes | 23 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:13 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:47 | yes | 10 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:57 | yes | 24 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:59 | yes | 19 | 55 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:01 | yes | 24 | 58 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:43 | yes | 2 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:44 | yes | 24 | 31 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
Adra by Trintech read as Trintech Adra
DOKKA read as DOKKA Close
HubSpot CRM read as HubSpot
Microsoft Dynamics read as Microsoft Dynamics 365
NetSuite read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
Prophix One read as Prophix
QuickBooks read as QuickBooks Online
Salesforce Sales Cloud read as Salesforce
Vena Solutions read as Vena
Unresolved, counted raw
Approach
Avalara Rev Rec
ClosePeriod
Corrode
Financial Cents Month-End Close
Less Annoying CRM
Microsoft Dynamics 365 CRM
Netgain NetClose
Oracle Close Management
Oracle Cloud FCCS
Oracle NetSuite CRM
SugarCRM
Discontinued, still offered
No shut-down product was recommended here.