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. 64 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · FloQast 19%
25Numeric19FloQast06Double50others
25% of first choices, contested.
Since September 2026▼−13Since September 2026: 36% → 23%, −13 points. Past the 10-point floor: movement. Read over the models both editions asked.Numeric held the lead, −13 points on 36%, 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
Numeric25%Contested▼−13Since September 2026: 36% → 23%, −13 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageMid-market
FloQast55%Clear leader▼−6Since September 2026: 60% → 53%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
BlackLine67%Clear leader=heldSince September 2026: 64% → 64%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
Numeric25%Contested▼−13Since September 2026: 36% → 23%, −13 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageMid-marketFloQast55%Clear leader▼−6Since September 2026: 60% → 53%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseBlackLine67%Clear leader=heldSince September 2026: 64% → 64%, ±0 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Numeric25%2%41accepted challenger▼−13Since September 2026: 36% → 23%, −13 points. Past the 10-point floor: movement. Read over the models both editions asked.36% → 23%
Numeric25%2%41accepted challenger▼−13Since September 2026: 36% → 23%, −13 points. Past the 10-point floor: movement. Read over the models both editions asked.36% → 23%02FloQast19%35%51criticized challenger▲+3Since September 2026: 18% → 21%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.18% → 21%
FloQast19%35%51criticized challenger▲+3Since September 2026: 18% → 21%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.18% → 21%03
Double6%0%15accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 5%
Double6%0%15accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 5%04
QuickBooks Online6%8%12accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%
QuickBooks Online6%8%12accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%05
Datarails5%5%19accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 5%
Datarails5%5%19accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 5%06
Xero5%14%14accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 5%
Xero5%14%14accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 5%07
Prophix3%21%14accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 4%
Prophix3%21%14accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 4%Show the four products at 0%, ordered by negative rate
09
Workiva0%94%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Workiva0%94%16criticized 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
OneStream0%89%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
OneStream0%89%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%11BlackLine0%87%46criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
BlackLine0%87%46criticized 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
Trintech0%86%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Trintech0%86%14criticized 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.
For buyers
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Numeric25%
Numeric25%02FloQast19%
FloQast19%03Double6%
Double6%04QuickBooks Online6%
QuickBooks Online6%05Datarails5%
Datarails5%06Xero5%
Xero5%07Prophix3%
Prophix3%08Trintech0%
Trintech0%09Workiva0%
Workiva0%10OneStream0%
OneStream0%11BlackLine0%
BlackLine0%What they warned about
One 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 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.
BlackLine87%
40 of 46 labels negative · 13 of 14 models · 23 hard negative
“small businesses should avoid: - **BlackLine**: The market leader for enterprise close... The complexity-to-value ratio does not pencil out for a 2 to 10 person team.” Claude Haiku 4.5, negative prompt
OneStream89%
16 of 18 labels negative · 10 of 14 models · 15 hard negative
“massive platforms intended for consolidating data across hundreds of subsidiaries... difficult to manage” Qwen 3.7 Flash, negative prompt
Workiva94%
15 of 16 labels negative · 10 of 14 models · 11 hard negative
“that means avoiding tools like **BlackLine** and **Workiva** unless the business has enough accounting complexity and budget to justify them” Perplexity Sonar, negative prompt
Trintech86%
12 of 14 labels negative · 9 of 14 models · 10 hard negative
“OneStream & Trintech (formerly HFM): These are massive platforms... difficult to manage without a team of full-time consultants.” Qwen 3.7 Flash, 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
78 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. 1078 links across 254 sites, every framing counted. Ranked by the number of answers carrying the site or page. 25 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 · Numeric46 answers · 78 citations · 13 models
vendor site · G242 answers · 70 citations · 13 models
vendor site · G238 answers · 42 citations · 13 models
vendor site · DOKKA27 answers · 29 citations · 12 models
vendor site · Guideflow23 answers · 25 citations · 10 models
20 answers · 28 citations · 10 models
vendor site · Prophix20 answers · 20 citations · 10 models
vendor site · Datarails18 answers · 23 citations · 11 models
vendor site · HubiFi17 answers · 22 citations · 7 models
17 answers · 17 citations · 8 models
vendor site · HighRadius16 answers · 19 citations · 10 models
15 answers · 19 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.
38 answers · 13 models
35 answers · 12 models
28 answers · 10 models
24 answers · 11 models
23 answers · 10 models
20 answers · 10 models
19 answers · 10 models
17 answers · 8 models
14 answers · 7 models
14 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Numeric numeric.io | 25% | 218 | 12,100 | 38,006 | 94,254 | $426 | 9 | 3 |
| FloQast floqast.com | 19% | 377 | 9,900 | 194 | 41,324 | $5,039 | 76 | |
| Double doublehq.com | 6% | 24 | 135,000 | 350,313 | 5,860 | 11 | ||
| QuickBooks quickbooks.ninja QuickBooks Online 6% | 6% | 621 | 1,000,000 | 54,681 | 253 company | |||
| Datarails datarails.com | 5% | 303 | 6,600 | 134 | 18,964 | $16,697 | 107 | |
| LiveFlow liveflow.com | 5% | 95 | 1,300 | 19 | 94,846 | 4 | ||
| Xero xero.com | 5% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| Easy Month End easymonthend.com | 5% | 15 | 10 | 0 | 776 | |||
| Planful planful.com | 5% | 341 | 3,600 | 685,726 | 58,997 | $137 | 120 | |
| Financial Cents financial-cents.com | 3% | 16 | 5,400 | 54 | 17,974 | 19 |
Google's top ten for the three searches hold 15 sites; 4 of them are among the sites the models cited here (g2.com, highradius.com, hubifi.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 4.5FloQastFloQast, XeroChangedFloQastWave, Zoho Booksno first choiceagainst: BlackLine, FloQast, OneStream, Oracle Financial Consolidation and Close Cloud, Redwood, SAP Group Reporting
Three alternatives
Cube, Datarails, Zoho BooksOne alternative
HubiFiThree alternatives
Datarails, LiveFlow, NumericTwo alternatives
Datarails, XeroGPT-5.4 miniFloQastQuickBooks Online, XeroChangedagainst: BlackLineHubSpot, Pipedriveagainst: SalesforceFloQast, LiveFlowagainst: BlackLineno first choicenothing named
Three alternatives
BlackLine, ComplyBar, LiveFlowTwo alternatives
Financial Cents, NumericTwo alternatives
Freshsales, Zoho CRMGemini 3.5 FlashNumericagainst: BlackLine, OneStream, Oracle Financial Consolidation and CloseFinlens, KeeperChangedagainst: BlackLine, WorkivaDoubleagainst: BlackLine, Oracle Financial Consolidation and CloseEasy Month Endagainst: BlackLine, FloQastKeeper, Numericagainst: BlackLine, FloQast, OneStream, Oracle Fusion Cloud EPMagainst: Abacum, BlackLine, Cube, Datarails, FloQast, OneStream, Oracle NetSuite, SAP, Sage Intacct, Trintech, Workiva
Three alternatives
Double, FloQast, LiveFlowTwo alternatives
Ledge, NumericThree alternatives
FloQast, Numeric, Trintech AdraThree alternatives
Keeper, Numeric, SkyStem ARTOne alternative
NominalPerplexity SonarFloQastNumericChangedno first choiceEasy Month End, Planfulno first choiceagainst: BlackLine, Workiva
Two alternatives
Cube, NumericTwo alternatives
Easy Month End, FloQastOne alternative
NumericGrok 4.1 FastDatarails, Doubleagainst: BlackLineNumericChangedagainst: BlackLine, FloQastno first choiceFinancial Centsagainst: BlackLine, FloQastno first choiceagainst: BlackLine, DOKKA Close, FloQast, OneStream, Trintech, Vena, Workiva
Two alternatives
Planful, ProphixTwo alternatives
Datarails, Easy Month EndTwo alternatives
Easy Month End, FinlensMistral SmallFloQast, NumericDatarails, ProphixChangedagainst: BlackLineno first choicePlanfulno first choiceagainst: BlackLine, OneStream, Trintech, Workiva
Two alternatives
Bluecopa, XeroOne alternative
Trintech AdraTwo alternatives
DOKKA Close, DoubleDeepSeek V4 FlashFloQastagainst: BlackLine, Numeric, OneStream, TrintechQuickBooks Online, XeroChangedagainst: Sage IntacctFloQast, Numericagainst: BlackLine, HighRadiusNumericagainst: BlackLine, DOKKA Close, FloQast, WorkivaFloQast, Numericagainst: BlackLine, OneStream, Workivaagainst: Affinity, BlackLine, Close, DealCloud, JD Edwards, Oracle, SAP, Trintech, Workiva
Two alternatives
QuickBooks Online, Sage IntacctTwo alternatives
Easy Month End, FloQastOne alternative
CubeTwo alternatives
Excel, PivotXLTwo alternatives
Asana, Monday.comLlama 4 MaverickDoubleProphixChangedno first choicePlanfulno first choicenothing named
One alternative
RedwoodTwo alternatives
Client Hub, DatarailsOne alternative
DoubleQwen 3.7 FlashFloQastagainst: BlackLineDatarailsChangedTrelloExcel, Google Sheets, Numericagainst: BlackLine, FloQastFloQastagainst: BlackLine, OneStreamagainst: BlackLine, Excel, OneStream, Trintech, Workiva
Two alternatives
LiveFlow, Sage IntacctThree alternatives
Numeric, QuickBooks Online, XeroFour alternatives
Asana, ClickUp, Monday.com, NotionOne alternative
CredsetKimi K2Numericagainst: BlackLineFinlens, QuickBooks OnlineChangedagainst: BlackLine, FloQastFloQast, Numericagainst: BlackLine, Cube, Trintech, WorkivaNumericagainst: BlackLine, FloQast, OneStream, Prophix, TrintechNumericagainst: BlackLine, OneStream, Oracle Financial Consolidation and Close, SAP FCCSagainst: BlackLine, FloQast, OneStream, Prophix, Trintech, Vena, Workiva
Two alternatives
FloQast, Sage IntacctTwo alternatives
Numeric.io, XeroTwo alternatives
Digits Core, VenaThree alternatives
Financial Cents, Finlens, XenettTwo alternatives
FloQast, Trintech AdraGLM 4.7 FlashXFloQast, LiveFlowagainst: WorkivaFinancial CentsChangedCloseDoubleagainst: Planful, Prophixno first choiceagainst: BlackLine, ClickUp, Jira, OneStream, Trintech, Workiva
One alternative
DatarailsFour alternatives
Bench, Pilot, QuickBooks Online, XeroSix alternatives
Capsule CRM, HubSpot, Less Annoying CRM, Pipedrive, Zoho CRM, monday CRMThree alternatives
Financial Cents, Joiin, XeroMiniMax M2.5Numericagainst: BlackLineQuickBooks OnlineChangedagainst: XeroDouble, Numericagainst: BlackLineNumericFloQastagainst: BlackLine, CCH Tagetik, FreshBooks, OneStream, QuickBooks Online, SAP Cloud ERP, Trintech, Workiva, Xero
Three alternatives
Double, LiveFlow, PuzzleOne alternative
DatarailsOne alternative
FloQastThree alternatives
Easy Month End, Financial Cents, TallyPrimeOne alternative
BlackLineGPT-6 LunaNumericagainst: FloQastNumericHeldFloQast, Numericagainst: BlackLineNumericno first choiceagainst: BlackLine, FloQast
One alternative
CloseCoreTwo alternatives
Netgain NetClose, Trintech AdraOne alternative
Ledgerly StarterMuse Glimmer 30BDouble, LiveFlowagainst: BlackLine, FloQastEasy Month EndChangedagainst: FloQastPivotXLagainst: FloQastPivotXLagainst: BlackLine, FloQastno first choiceagainst: BlackLine, OneStream, Salesforce, Trintech, Trintech Adra, Trintech Cadency, Workiva
One alternative
ProphixThree alternatives
QuickBooks Online, Trimly, XeroOne alternative
CubeThree alternatives
Financial Cents, Joiin, NumericBold 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 10:35 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:15 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:21 | yes | 13 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:42 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:07 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:33 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:39 | yes | 22 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:40 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:07 | yes | 8 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:13 | yes | 6 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:04 | yes | 19 | 75 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:45 | yes | 12 | 61 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:22 | yes | 3 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:28 | yes | 19 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:55 | yes | 15 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:45 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:07 | yes | 22 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:54 | yes | 19 | 6 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:55 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:28 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:06 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:35 | yes | 5 | 8 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:09 | yes | 8 | 57 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:20 | yes | 15 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:13 | yes | 24 | 41 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:06 | yes | 17 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:02 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:27 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:42 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:02 | no | 0 | 4 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:08 | yes | 25 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:56 | yes | 24 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:42 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:38 | yes | 20 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:32 | yes | 23 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:01 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:09 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:41 | yes | 19 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:09 | yes | 18 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:28 | yes | 14 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:44 | yes | 5 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:29 | yes | 23 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:59 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:33 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:08 | yes | 14 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:19 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:30 | yes | 21 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:12 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:09 | yes | 21 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:51 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:29 | yes | 21 | 79 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:20 | yes | 15 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:48 | yes | 23 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:57 | yes | 9 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:51 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:56 | yes | 21 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:40 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:44 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:10 | yes | 17 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:10 | yes | 16 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:00 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:22 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:44 | yes | 21 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:58 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:38 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:25 | yes | 23 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:46 | yes | 13 | 16 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:57 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:01 | yes | 1 | 11 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:03 | yes | 10 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:49 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:06 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:55 | yes | 9 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:02 | yes | 21 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:40 | yes | 23 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:19 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:14 | yes | 22 | 49 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:07 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:18 | yes | 5 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:07 | yes | 23 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:24 | yes | 23 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:30 | yes | 16 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:43 | yes | 2 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:11 | yes | 19 | 26 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
Dokka read as DOKKA Close
Finance Automation by Redwood read as Redwood
HubSpot CRM read as HubSpot
NetSuite read as Oracle NetSuite
Oracle FCCS read as Oracle Financial Consolidation and Close
Prophix One read as Prophix
Vena Solutions read as Vena
Unresolved, counted raw
Affinity
BigContacts
ComplyBar
Credset
Digits Core
Insightly
Ledgerly Starter
Less Annoying CRM
Netgain NetClose
Numeric.io
Oracle Financial Consolidation and Close Cloud
SAP FCCS
Trimly
Xero Advisor / Intuit
Discontinued, still offered
No shut-down product was recommended here.