Cash flow forecasting
Asked as “cash flow forecasting software”, and as “cash management tool”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
13%
Contested · Cash Flow Frog 8%
13Agicap08Cash Flow Frog08Chaser71others
13% of first choices, contested.
Since September 2026▼−2Since September 2026: 18% → 16%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Agicap held the lead, −2 points on 18%, inside the 10-point 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
Float35%Contested▲+3Since September 2026: 31% → 35%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Agicap13%Contested▼−2Since September 2026: 18% → 16%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageEnterprise
Kyriba24%Contested▼−13Since September 2026: 35% → 22%, −13 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →
Float35%Contested▲+3Since September 2026: 31% → 35%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketAgicap13%Contested▼−2Since September 2026: 18% → 16%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageEnterpriseKyriba24%Contested▼−13Since September 2026: 35% → 22%, −13 points. Past the 10-point floor: movement. 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Agicap13%4%25accepted challenger▼−2Since September 2026: 18% → 16%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.18% → 16%
Agicap13%4%25accepted challenger▼−2Since September 2026: 18% → 16%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.18% → 16%02Float8%22%36accepted challenger▲+5Since September 2026: 4% → 9%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 9%
Float8%22%36accepted challenger▲+5Since September 2026: 4% → 9%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 9%03
Cash Flow Frog8%10%21accepted challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 9%
Cash Flow Frog8%10%21accepted challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 9%04
Chaser8%0%14accepted challenger▲+1Since September 2026: 8% → 9%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 9%
Chaser8%0%14accepted challenger▲+1Since September 2026: 8% → 9%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 9%05
Tesorio6%0%20accepted challenger▼−6Since September 2026: 10% → 5%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 5%
Tesorio6%0%20accepted challenger▼−6Since September 2026: 10% → 5%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 5%06
Cube6%5%21accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%
Cube6%5%21accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%07
Trovata4%0%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
Trovata4%0%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%08Kyriba4%27%22criticized challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 5%
Kyriba4%27%22criticized challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 5%Show the seven products at 0%, ordered by negative rate
15
Anaplan0%47%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Anaplan0%47%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%13
Fathom0%21%14accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Fathom0%21%14accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%14
Planful0%20%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Planful0%20%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%11
Vena0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Vena0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%09
HighRadius0%0%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
HighRadius0%0%17accepted 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
Abacum0%0%11accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 0%
Abacum0%0%11accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 0%12
Jirav0%0%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Jirav0%0%11accepted 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Agicap vs TesorioAgicap vs CubeAgicap vs TrovataAgicap vs KyribaFloat vs Cash Flow FrogFloat vs ChaserFloat vs TesorioFloat vs CubeFloat vs TrovataFloat vs KyribaCash Flow Frog vs ChaserCash Flow Frog vs TesorioCash Flow Frog vs CubeCash Flow Frog vs TrovataCash Flow Frog vs KyribaChaser vs TesorioChaser vs CubeChaser vs TrovataChaser vs KyribaTesorio vs CubeTesorio vs TrovataTesorio vs KyribaCube vs TrovataCube vs KyribaTrovata vs Kyriba
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Agicap13%
Agicap13%02Float8%
Float8%03Cash Flow Frog8%
Cash Flow Frog8%04Chaser8%
Chaser8%05Tesorio6%
Tesorio6%06Cube6%
Cube6%07Trovata4%
Trovata4%08Kyriba4%
Kyriba4%09HighRadius0%
HighRadius0%10Abacum0%
Abacum0%11Vena0%
Vena0%12Jirav0%
Jirav0%13Fathom0%
Fathom0%14Planful0%
Planful0%15Anaplan0%
Anaplan0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Anaplan47%
7 of 15 labels negative · 5 of 14 models
“Be cautious of: Broad enterprise platforms like Anaplan, Workday Adaptive Planning, Prophix... if you're a mid-market company or smaller” DeepSeek V4 Flash, negative prompt
Float22%
8 of 36 labels negative · 5 of 14 models
“products such as Float, Helm, Dryrun, and Cash Flow Frog are described as good within a narrow scope, but they do not produce a full P&L or balance-sheet forecast” Perplexity Sonar, negative prompt
Kyriba27%
6 of 22 labels negative · 5 of 14 models
“want to avoid the multi-million dollar price tags and year-long implementations of enterprise Treasury Management Systems (TMS) like Kyriba or SAP” Gemini 3.5 Flash, direct prompt
Microsoft Excel71%
5 of 7 labels negative · 4 of 14 models · 3 hard negative
“Spreadsheets like Excel or Google Sheets: they are widely used, but they are prone to manual data-entry errors, formula mistakes, and stale data, which makes them risky” Perplexity Sonar, 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
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. 1019 links across 183 sites, every framing counted. Ranked by the number of answers carrying the site or page. 7 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 · Guideflow36 answers · 39 citations · 12 models
vendor site · Tesorio35 answers · 44 citations · 12 models
32 answers · 39 citations · 11 models
vendor site · Upflow31 answers · 35 citations · 12 models
vendor site · Cubesoftware30 answers · 37 citations · 13 models
vendor site · Drivetrain29 answers · 29 citations · 9 models
24 answers · 36 citations · 11 models
vendor site · Quicken22 answers · 29 citations · 10 models
vendor site · HighRadius17 answers · 26 citations · 9 models
vendor site · Trovata17 answers · 20 citations · 12 models
vendor site · Datarails17 answers · 18 citations · 11 models
15 answers · 15 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.
32 answers · 12 models
31 answers · 12 models
29 answers · 9 models
22 answers · 11 models
22 answers · 11 models
18 answers · 11 models
18 answers · 10 models
16 answers · 9 models
15 answers · 8 models
14 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Agicap agicap.com | 13% | 111 | 590 | 5 | 31,998 | 22 | |
| Float floatapp.com | 8% | 139 | 60,500 | 177,387 | 11,199 | 2 | 2 |
| Cash Flow Frog cashflowfrog.com | 8% | 57 | 320 | 1 | 9,412 | 2 | 5 |
| Chaser chaserhq.com | 8% | 218 | 6,120,000 | 13,683 | 11,066 | 0 | |
| Tesorio tesorio.com | 6% | 153 | 880 | 8 | 1,079 | 13 | |
| Cube cubesoftware.com | 6% | 349 | 90,500 | 152,613 | 168,764 | 13 | |
| Upflow upflow.io | 6% | 170 | 880 | 102 | 25,361 | ||
| Pulse pulseapp.com | 6% | 33 | 110,000 | 58,405 | 1,633 | ||
| Trovata trovata.io | 4% | 118 | 2,900 | 89 | 1,685 | 6 | |
| Kyriba kyriba.com | 4% | 244 | 4,400 | 155 | 38,514 | 45 | 5 |
Google's top ten for the three searches hold 15 sites; 3 of them are among the sites the models cited here (drivetrain.ai, floatapp.com, highradius.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 mid-market B2B company?”Paraphrase“Which cash management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top cash forecasting tools and how do they differ?”Budget-constrained“What is the best cash flow forecasting software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a cash flow forecasting software. What should we look at?”Negative“Which cash forecasting tools should I avoid or be cautious about?”
Claude Haiku 4.5Upflowno first choiceChangedno first choiceCash Flow Frog, Floatagainst: Xero Cash Flow Forecastingno first choiceagainst: Agicap, Dryrun, Futrli, Manual Spreadsheets, Pulse
Four alternatives
Abacum, Chaser, Cube, TesorioTwo alternatives
Float, TesorioTwo alternatives
Cash Flow Planner is included with QuickBooks Online, PulseGPT-5.4 miniAgicapKyribaChangedHighRadiusPulseno first choicenothing named
Three alternatives
Datarails, Kyriba, VenaTwo alternatives
Agicap, AtlarTwo alternatives
Anaplan, Tipalti Treasury/StatementTwo alternatives
Cash Flow Frog, PlanGuruGemini 3.5 FlashTesorioagainst: Kyriba, QuickBooks Cash Flow Planner, SAP Treasury and Risk Management, Xero Cash Flow ForecastingCentimeChangedno first choiceQuickBooks Cash Flow Planner, Xero Short-Term Cash Flowno first choiceagainst: Kyribaagainst: Board, Google Sheets, Microsoft Excel, QuickBooks Cash Flow Planner, Workday Adaptive Planning, Xero Cash Flow Forecasting
Five alternatives
Agicap, Centime, Cube, Nilus, TrovataFour alternatives
Cube, Kyriba, Tesorio, TrovataEleven alternatives
Abacum, Agicap, Centime, Cube, Float, HighRadius, Jirav, Kyriba, Pigment, Tesorio, TrovataEight alternatives
Cash Flow Frog, Float, Google Sheets, LivePlan, Microsoft Excel, Pulse, Quicken Business & Personal, Zoho BooksPerplexity SonarAgicapagainst: Workday Adaptive PlanningAgicapHeldno first choiceQuicken Business & Personal, Xero Cash Flow Forecastingno first choiceagainst: Cash Flow Frog, Dryrun, Float, Google Sheets, Helm, Microsoft Excel
Three alternatives
Chaser, Cube, UpflowThree alternatives
Centime, HighRadius, TesorioOne alternative
FloatGrok 4.1 FastChaserBILLChangedagainst: Kyribano first choiceCash Flow Frogagainst: Fathom, FutrliDrivetrainagainst: Cash Flow Frog, Floatagainst: Anaplan, Cube, Datarails, Excel/Google Sheets, Fathom, Float, LiveFlow, Reach Reporting, Spotlight Reporting, Vena
Three alternatives
Drivetrain, Float, JiravThree alternatives
Cash Flow Frog, Chaser, TrovataFour alternatives
Excel or Google Sheets Templates, Float, QuickBooks Cash Flow Planner, Xero Cash Flow ForecastingFour alternatives
Abacum, Jirav, Prophix One, VenaMistral SmallChaser, CubeChaserChangedno first choiceagainst: Excel-based modelsFloatno first choiceagainst: Fathom, LiveFlow, Reach Reporting, Spotlight Reporting
Two alternatives
Prophix One, TesorioTwo alternatives
Agicap, DatarailsDeepSeek V4 FlashTesorioagainst: AnaplanAgicapChangedagainst: KyribaHighRadius, KyribaPulseagainst: Floatno first choiceagainst: Anaplanagainst: Anaplan, Float, Prophix One, Workday Adaptive Planning
Four alternatives
Agicap, Chaser, Float, VenaTwo alternatives
Tesorio, TrovataSix alternatives
Agicap, Cube, Drivetrain, Jirav, Planful, TrovataThree alternatives
Cash Flow Frog, QuickBooks Cash Flow Planner, Xero Cash Flow ForecastingEight alternatives
Abacum, Cube, Drivetrain, Float, HighRadius, Prophix One, Tesorio, VenaLlama 4 MaverickCubeAgicapChangedno first choiceno first choiceno first choicenothing named
Four alternatives
Chaser, Cube, Datarails, UpflowQwen 3.7 FlashAgicapAgicapHeldKardasFloatagainst: Microsoft Excel, Xero Cash Flow ForecastingFloatagainst: Anaplan, BlackLine, Oracle Financials Cloud, Planful, SAP Treasury and Risk Managementagainst: Microsoft Dynamics 365 Finance, Microsoft Excel, Oracle NetSuite, SAP Treasury and Risk Management, Salesforce, Zoho
Three alternatives
Chaser, Cube, TesorioOne alternative
ChaserSix alternatives
Anaplan, BlackLine, Causal, Datarails, Futrli, VenaFour alternatives
Cash Flow Frog, FreshBooks, G-Accon, QuickBooks Cash Flow PlannerOne alternative
VenaKimi K2ChaserTrovataChangedagainst: GTreasury, Kyribano first choiceCash Flow Frog, Pulseagainst: Floatno first choiceagainst: Anaplan, Excel/Google Sheets, FISPAN, G-CashFlow, Planful
Four alternatives
Abacum, Cube, Fathom, UpflowOne alternative
CentimeSix alternatives
Fathom, Float, Futrli, HighRadius, Kyriba, TrovataTwo alternatives
Excel/Google Sheets, WaveGLM 4.7 FlashXCubeagainst: AnaplanKyribaChangedFloatCash Flow Frog, Lunos, Microsoft Excel, Waveno first choiceagainst: Excel/Google Sheets
Two alternatives
Abacum, HighRadiusThree alternatives
CashAnalytics, Quadient AR, SAP Cash ManagementFive alternatives
Abacum, Agicap, Fathom, Futrli, KyribaFive alternatives
BigTime, Fathom, Float, LivePlan, PocketSmithMiniMax M2.5Upflowno first choiceChangedCash Flow FrogPocketSmith, Waveno first choiceagainst: Microsoft Excel
Three alternatives
Chaser, Drivetrain, VenaFive alternatives
Agicap, Dryrun, Fathom, Float, VenaTwo alternatives
Cash Flow Frog, FloatFour alternatives
Abacum, Drivetrain, Prophix One, VenaGPT-6 LunaCentimeKyriba Essentials for Mid-MarketChangedno first choiceQuickBooks Cash Flow Plannerno first choiceagainst: QuickBooks Cash Flow Planner
Four alternatives
Cube, Jirav, Planful, TesorioOne alternative
TrovataOne alternative
PulseMuse Glimmer 30BTesorio, UpflowTrovataChangedagainst: Kyriba, SAP Treasury and Risk ManagementFloatDibein, Spotlight Forecastingagainst: Floatno first choiceagainst: Dryrun, Float
Three alternatives
Abacum, Float, PlanfulThree alternatives
Agicap, Tesorio, UpflowFour alternatives
Dryrun, Fathom, Serrala, TrovataThree alternatives
Cash Flow Frog, LivePlan, Spreadsheet / Excel / Google SheetsBold 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 10:15 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:16 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:03 | yes | 26 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:51 | yes | 17 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:12 | yes | 20 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:19 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:50 | yes | 21 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:02 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:53 | yes | 10 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:45 | yes | 9 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:28 | yes | 21 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:11 | yes | 9 | 13 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:46 | yes | 2 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:55 | yes | 21 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:46 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:48 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:27 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:39 | yes | 15 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:49 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:46 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:42 | yes | 24 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:46 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:02 | yes | 5 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:25 | yes | 19 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:51 | yes | 25 | 147 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:07 | yes | 5 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:05 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:30 | yes | 14 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:17 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:14 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:00 | yes | 18 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:42 | yes | 24 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 19 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:43 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:39 | yes | 23 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:40 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:07 | yes | 13 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:57 | yes | 23 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:53 | yes | 23 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:07 | yes | 13 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:13 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:19 | yes | 15 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:07 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:59 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:08 | yes | 16 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:36 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:56 | yes | 23 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:43 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:52 | yes | 25 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:54 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:11 | yes | 5 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:49 | yes | 14 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:10 | yes | 14 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:52 | yes | 10 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:26 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:00 | yes | 24 | 37 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:15 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:42 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:58 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:03 | yes | 19 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:43 | yes | 12 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:11 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:48 | yes | 16 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:13 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:51 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:45 | yes | 18 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:19 | yes | 13 | 55 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:53 | yes | 5 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:13 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:42 | yes | 11 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:07 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:00 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:33 | yes | 17 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:30 | yes | 21 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:17 | yes | 25 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:30 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:31 | yes | 22 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:50 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:38 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:59 | yes | 22 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:30 | yes | 21 | 145 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:44 | yes | 16 | 59 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:50 | yes | 3 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:49 | yes | 23 | 30 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
Bill.com read as BILL
Excel read as Microsoft Excel
Microsoft Dynamics read as Microsoft Dynamics 365 Finance
Prophix read as Prophix One
QuickBooks read as QuickBooks Cash Flow Planner
QuickBooks Online read as QuickBooks Cash Flow Planner
QuickBooks Online (Advanced) read as QuickBooks Cash Flow Planner
SAP read as SAP Treasury and Risk Management
Vena Solutions read as Vena
Xero read as Xero Cash Flow Forecasting
Unresolved, counted raw
Cash Analytics
Cash Flow Planner is included with QuickBooks Online
Cornerstone
Excel or Google Sheets Templates
Excel-based models
FISPAN
Kardas
Kordis
Kyriba Essentials for Mid-Market
NetSuite built-in tools
Pinecone
Spreadsheet / Excel / Google Sheets
Tipalti Treasury/Statement
Discontinued, still offered
No shut-down product was recommended here.