Index › Finance › Treasury and cash › Cash flow forecasting › Small business · September 2026 Edition
Cash flow forecasting for small business buyers
Asked as “cash flow forecasting software”, and as “cash management tool”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
31%
Contested · Cash Flow Frog 15%
31Float15Cash Flow Frog15QuickBooks Cash Flow Planner40others
31% 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
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-eight head-to-head pages: the top eight products, each against each
Agicap vs CubeAgicap vs FloatAgicap vs AbacumAgicap vs Cash Flow FrogTesorio vs QuickBooks Cash Flow PlannerTesorio vs ChaserTesorio vs CubeTesorio vs FloatTesorio vs AbacumTesorio vs Cash Flow FrogQuickBooks Cash Flow Planner vs ChaserQuickBooks Cash Flow Planner vs CubeQuickBooks Cash Flow Planner vs FloatQuickBooks Cash Flow Planner vs AbacumQuickBooks Cash Flow Planner vs Cash Flow FrogChaser vs CubeChaser vs FloatChaser vs AbacumChaser vs Cash Flow FrogCube vs FloatCube vs AbacumCube vs Cash Flow FrogFloat vs AbacumFloat vs Cash Flow FrogAbacum vs Cash Flow Frog
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
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Float31%
Float31%02Cash Flow Frog15%
Cash Flow Frog15%03QuickBooks Cash Flow Planner15%
QuickBooks Cash Flow Planner15%04Pulse6%
Pulse6%05Xero Cash Flow Forecasting2%
Xero Cash Flow Forecasting2%06Agicap2%
Agicap2%07Futrli2%
Futrli2%08Fathom0%
Fathom0%09Dryrun0%
Dryrun0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
Float13%
7 of 53 labels negative · 6 of 12 models · 1 hard negative
“Avoid: Excel templates (manual, error-prone) or pricier tools like Float ($50+/mo)” Grok 4.20, budget prompt
Anaplan86%
6 of 7 labels negative · 5 of 12 models · 5 hard negative
“Anaplan, some ERPs, large FP&A platforms | Designed for large enterprises with dedicated finance teams” GLM 4.7 FlashX, negative prompt
Workday Adaptive Planning80%
4 of 5 labels negative · 3 of 12 models · 4 hard negative
“21-month average time to ROI; complex setup; designed for large finance teams, not solopreneurs or small teams” Kimi K2, negative prompt
GTreasury100%
3 of 3 labels negative · 3 of 12 models · 2 hard negative
“Enterprise-Level Treasury Software (e.g., Kyriba, GTreasury, or high-end tools like Agicap at scale)” 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
63 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. 907 links across 203 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Guideflow35 answers · 35 citations · 10 models
vendor site · Tesorio28 answers · 29 citations · 11 models
28 answers · 28 citations · 11 models
26 answers · 31 citations · 10 models
vendor site · Upflow26 answers · 27 citations · 10 models
vendor site · Cash Flow Frog23 answers · 30 citations · 9 models
vendor site · Cubesoftware23 answers · 27 citations · 10 models
19 answers · 19 citations · 8 models
vendor site · Xero17 answers · 21 citations · 8 models
vendor site · G216 answers · 17 citations · 9 models
16 answers · 16 citations · 6 models
vendor site · Worldmetrics15 answers · 29 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.
33 answers · 10 models
28 answers · 11 models
27 answers · 11 models
22 answers · 10 models
22 answers · 10 models
21 answers · 9 models
18 answers · 8 models
16 answers · 9 models
16 answers · 6 models
16 answers · 8 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 cash flow forecasting software”, “cash flow forecasting software”, “cash forecasting 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 |
|---|---|---|---|---|---|---|---|---|
| Float floatapp.com | 31% | 120 | 60,500 | 177,387 | 11,199 | 2 | 2 | |
| Cash Flow Frog cashflowfrog.com | 15% | 68 | 320 | 1 | 9,412 | 2 | 5 | |
| QuickBooks parent site QuickBooks Cash Flow Planner 15% | 15% | 41 | 1,000,000 | 54,681 | ||||
| Trezy trezy.io | 8% | 1 | 40 | 4 | 1,799 | 0 | ||
| Pulse pulseapp.com | 6% | 43 | 110,000 | 58,405 | 1,633 | |||
| Chaser chaserhq.com | 6% | 178 | 6,120,000 | 13,683 | 11,066 | 0 | ||
| Xero Cash Flow xero.com Xero Cash Flow Forecasting 2% | 2% | 23 | 20 | 1 | 1,200,289 | $500 | 119 | |
| Wave waveapps.com | 2% | 363 | 368,000 | 253,218 | 708,862 | 39 | ||
| G-CashFlow gcashflow.com | 2% | 6 | 10 | 0 | 0 | |||
| Agicap agicap.com | 2% | 123 | 590 | 5 | 31,998 | 22 |
Google's top ten for the three searches hold 15 sites; 3 of them are among the sites the models cited here (cashflowfrog.com, fathomhq.com, uschamber.com). The first result for “best cash flow forecasting software” is fathomhq.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 cash flow forecasting software for a small B2B company?”Paraphrase“Which cash management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top cash forecasting tools for a small team and how do they differ?”Budget-constrained“What is the best cash flow forecasting software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a cash flow forecasting software. What should we look at?”Negative“Which cash forecasting tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Cash Flow FrogInvoicedChangedFloatCash Flow Frogno first choiceagainst: Spreadsheets
Three alternatives
Drivetrain, Fathom, FloatThree alternatives
QuickBooks Cash Flow Planner, Upflow, Xero Cash Flow ForecastingTwo alternatives
Cash Flow Frog, DryrunFour alternatives
Brixx, Float, Futrli, G-CashFlowGPT-5.4 miniFloat, Pulseagainst: MosaicQuickBooks Cash Flow PlannerChangedFloatagainst: AgicapQuickBooks Cash Flow Planneragainst: Float, Futrlino first choicenothing named
One alternative
JiravTwo alternatives
Float, Xero Cash Flow ForecastingFour alternatives
Cash Flow Frog, Dryrun, Fathom, JiravOne alternative
PulseGemini 3.5 FlashCash Flow FrogCash Flow FrogHeldFloatTrezyClockwork, Floatagainst: Anaplan, Workday Adaptive Planningagainst: Anaplan, Board, GTreasury, Kyriba, Planful, Trovata, Workday Adaptive Planning
Five alternatives
Chaser, Dryrun, Float, Helm, UpflowFour alternatives
BILL, Brex, Float, MercurySix alternatives
Cash Flow Frog, G-CashFlow, Helm, LivePlan, Pulse, TrezyFour alternatives
Helm, Pulse, Tiller, Xero Cash Flow Projector / QuickBooks Cash Flow PlannerFour alternatives
Brixx, Cash Flow Frog, Coefficient, LiveFlowPerplexity SonarFloatagainst: AbacumBilltrustChangedFloatCash Flow Frogagainst: Floatno first choiceagainst: Plain Excel / Google Sheets
Two alternatives
Cash Flow Frog, ChaserThree alternatives
Float, Qonto, RhoFive alternatives
Cash Flow Frog, Dryrun, Fathom, G-CashFlow, PulseFour alternatives
Pulse, Quicken Business & Personal, Wave, Zoho BooksGrok 4.20Cash Flow Frogagainst: TesorioQuickBooks Cash Flow PlannerChangedCash Flow Frog, FloatTrezyagainst: Cash Flow Frog, Floatno first choiceagainst: Oracleagainst: Agicap, Float, Fluidly, Futrli, GTreasury, Kyriba, Microsoft Excel, Xero Cash Flow Forecasting
Three alternatives
Dryrun, Float, PulseOne alternative
WaveTwo alternatives
Dryrun, FathomThree alternatives
QuickBooks Cash Flow Planner, Wave, Xero Cash Flow ForecastingMistral SmallFloatQuickBooks Cash Flow PlannerChangedno first choiceQuickBooks Cash Flow Plannerno first choiceagainst: CashAnalytics, Fluidly, GTreasury
Two alternatives
Cash Flow Frog, FutrliThree alternatives
BILL, Melio, NovoThree alternatives
Cash Flow Frog, Float, FluidlyDeepSeek V4 FlashFloatagainst: QuickBooks Cash Flow PlannerFloatHeldFloatQuickBooks Cash Flow Planner, Xero Cash Flow Forecastingagainst: Cash Flow FrogFloatagainst: Anaplan, Float, OneStream, Spreadsheets, Workday Adaptive Planning
Four alternatives
Agicap, Cash Flow Frog, Dryrun, FathomFour alternatives
BILL, Melio, QuickBooks Cash Flow Planner, Xero Cash Flow ForecastingThree alternatives
Cash Flow Frog, Pulse, QuickBooks Cash Flow PlannerOne alternative
FluidlyThree alternatives
Cash Flow Frog, Fathom, PulseLlama 4 MaverickFloatWaveChangedFloatG-CashFlowno first choicenothing named
Two alternatives
Chaser, TesorioFour alternatives
Float, NetCash, Qonto, RhoSix alternatives
Agicap, Fathom, Finmark, Jirav, KashFlow, PulseTwo alternatives
Cash Flow Frog, FloatQwen 3.7 FlashFloatFloatHeldFloatQuickBooks Cash Flow PlannerFloat, Futrli, Pulseagainst: Anaplan, IBM Planning Analytics, SAP BPC, Venaagainst: Google Sheets, Microsoft Excel, Oracle NetSuite, SAP Treasury and Risk Management
Three alternatives
Calai, Dryrun, PulseFour alternatives
BILL, QuickBooks Cash Flow Planner, Ramp, Xero Cash Flow ForecastingFour alternatives
Agicap, Cube, Futrli, TesorioThree alternatives
Cash Flow Frog, Fluidly, G-CashFlowOne alternative
BigTimeKimi K2FloatAgicap, ChaserChangedFloatPulse, TrezyFloatagainst: Agicap, Anaplan, Cube, Excel/Google Sheets, Float, Pulse, Tesorio, Workday Adaptive Planning
Four alternatives
Agicap, Cash Flow Frog, Dryrun, PulseTwo alternatives
Float, QontoFour alternatives
Dryrun, Fathom, LiveFlow, PulseThree alternatives
Cash Flow Frog, QuickBooks Cash Flow Planner, Xero AnalyticsThree alternatives
Agicap, QuickBooks Cash Flow Planner, Xero Cash Flow ForecastingGLM 4.7 FlashXFloatagainst: FathomChaserChangedFloatFluidlyagainst: Excel/Google Sheetsno first choiceagainst: Anaplan, Excel/Google Sheets
Three alternatives
Cash Flow Frog, Pulse, TesorioFour alternatives
Qonto, QuickBooks Cash Flow Planner, Wave, Zoho BooksFive alternatives
Brixx, Fathom, LiveFlow, LivePlan, PlanGuruThree alternatives
Coefficient, QuickBooks Cash Flow Planner, U.S. Bank Cash Flow ManagementMiniMax M2.5FloatChaserChangedFloatTrezyCash Flow Frogagainst: Excel/Google Sheets, Float, Fluidly, QuickBooks Cash Flow Planner
Three alternatives
Cash Flow Frog, Pulse, UpflowThree alternatives
Agicap, Qonto, UpflowFive alternatives
Agicap, Brixx, Cash Flow Frog, Fathom, PulseFour alternatives
Cash Flow Frog, Fluidly, Pulse, QuickBooks Cash Flow PlannerTwo alternatives
Abacum, DrivetrainBold 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 17:36 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:45 | no | 0 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:32 | yes | 12 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:28 | yes | 20 | 8 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 17:35 | yes | 30 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:37 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:34 | yes | 9 | 12 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:39 | no | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:26 | yes | 10 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:31 | yes | 11 | 61 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:35 | yes | 12 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:29 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:29 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:48 | yes | 12 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:42 | yes | 20 | 4 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 17:46 | yes | 28 | 13 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:37 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:27 | yes | 28 | 54 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:30 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:30 | no | 0 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:32 | yes | 9 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:30 | yes | 8 | 36 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:27 | yes | 10 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:46 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:36 | yes | 3 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:38 | yes | 18 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 17:38 | 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 17:27 | yes | 37 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:34 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:30 | yes | 27 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:27 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:39 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:45 | yes | 14 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:50 | yes | 30 | 79 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:54 | yes | 15 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:39 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:33 | yes | 5 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:31 | yes | 20 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 17:34 | yes | 20 | 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 17:39 | yes | 32 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:42 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:48 | yes | 6 | 9 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:33 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:49 | yes | 14 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:51 | yes | 20 | 122 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:45 | yes | 9 | 64 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:37 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:28 | no | 0 | 16 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:34 | yes | 11 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 17:30 | yes | 20 | 9 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 17:48 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:28 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:47 | yes | 14 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:41 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:31 | yes | 10 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:39 | yes | 10 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:41 | yes | 13 | 42 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:29 | yes | 9 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:42 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:41 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:27 | yes | 24 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:42 | 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 17:28 | yes | 34 | 22 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:34 | yes | 9 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:38 | yes | 26 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:39 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:29 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:27 | yes | 29 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:34 | yes | 27 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:32 | yes | 15 | 41 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
Centage read as Centage Planning Maestro
Clockwork.ai read as Clockwork
Excel read as Microsoft Excel
QuickBooks read as QuickBooks Cash Flow Planner
QuickBooks Cash Flow read as QuickBooks Cash Flow Planner
QuickBooks Online read as QuickBooks Cash Flow Planner
QuickBooks Online (QBO) read as QuickBooks Cash Flow Planner
QuickBooks Online Plus read as QuickBooks Cash Flow Planner
SAP read as SAP Treasury and Risk Management
Xero read as Xero Cash Flow Forecasting
Unresolved, counted raw
Calai
Castaway
Foreseenly
Plain Excel / Google Sheets
U.S. Bank Cash Flow Management
Xero Cash Flow Projector / QuickBooks Cash Flow Planner
Discontinued, still offered
No shut-down product was recommended here.