IT financial management for small business buyers
Asked as “IT financial management platform”, and as “technology business management software”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
14%
Contested · Zoho One 12%
14QuickBooks Online12Zoho One10Ramp63others
14% 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 fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the nine products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All twenty-one head-to-head pages: the top seven products, each against each
Nicus ITFM Platform vs CloudZeroNicus ITFM Platform vs IBM ApptioNicus ITFM Platform vs ServiceNow IT Financial ManagementIBM Apptio Cloudability vs MagicOrangeIBM Apptio Cloudability vs Flexera OneIBM Apptio Cloudability vs CloudZeroIBM Apptio Cloudability vs IBM ApptioIBM Apptio Cloudability vs ServiceNow IT Financial ManagementMagicOrange vs Flexera OneMagicOrange vs CloudZeroMagicOrange vs IBM ApptioMagicOrange vs ServiceNow IT Financial ManagementFlexera One vs CloudZeroFlexera One vs IBM ApptioFlexera One vs ServiceNow IT Financial ManagementCloudZero vs IBM ApptioCloudZero vs ServiceNow IT Financial ManagementIBM Apptio vs ServiceNow IT Financial Management
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 →
Q01
02
03
04Q05
Z06
X07
08
09F10
11
12
13
14N15
16I17
18Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01QuickBooks Online14%
02Ramp10%
Ramp10%03CloudZero8%
CloudZero8%04Vantage4%
Vantage4%05QuickBooks4%
06Zoho Books4%
07Xero2%
08Flexera One2%
Flexera One2%09Nicus ITFM Platform2%
Nicus ITFM Platform2%10FreshBooks0%
11Microsoft Cost Management0%
Microsoft Cost Management0%12AWS Cost Explorer0%
AWS Cost Explorer0%13Expensify0%
Expensify0%14VMware Tanzu CloudHealth0%
VMware Tanzu CloudHealth0%15NetSuite0%
16ServiceNow IT Financial Management0%
ServiceNow IT Financial Management0%17IBM Apptio0%
18IBM Apptio Cloudability0%
IBM Apptio Cloudability0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
IBM Apptio Cloudability81%
21 of 26 labels negative · 9 of 14 models · 6 hard negative
“most enterprise ITFM platforms (Apptio, CloudHealth, Flexera, ServiceNow ITFM) are designed for companies spending tens of millions on IT ... For a 30-person team, these are almost certainly overkill.” DeepSeek V4 Flash, scale prompt
IBM Apptio
89%
16 of 18 labels negative · 8 of 14 models · 6 hard negative
“high costs, complex setup (months-long), and features like advanced cost allocation/showback irrelevant for small IT budgets” Grok 4.1 Fast, negative prompt
ServiceNow IT Financial Management70%
14 of 20 labels negative · 7 of 14 models · 6 hard negative
“Powerful but complex; designed to integrate with enterprise ITSM stacks; significant implementation overhead” Kimi K2, negative prompt
Flexera One43%
9 of 21 labels negative · 7 of 14 models · 2 hard negative
“Avoid enterprise tools like Apptio Cloudability or Flexera” DeepSeek V4 Flash, budget 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. 1185 links across 328 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Qobra46 answers · 46 citations · 10 models
vendor site · Ramp38 answers · 46 citations · 12 models
vendor site · G225 answers · 43 citations · 9 models
24 answers · 26 citations · 9 models
vendor site · Rippling21 answers · 22 citations · 11 models
21 answers · 21 citations · 8 models
vendor site · Expensify20 answers · 20 citations · 9 models
vendor site · SourceForge17 answers · 28 citations · 8 models
17 answers · 18 citations · 7 models
15 answers · 18 citations · 8 models
15 answers · 17 citations · 10 models
vendor site · ZipDo.co14 answers · 16 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
44 answers · 10 models
36 answers · 12 models
21 answers · 8 models
20 answers · 9 models
19 answers · 10 models
17 answers · 7 models
17 answers · 9 models
15 answers · 10 models
14 answers · 10 models
13 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 it financial management platform”, “it financial management platform”, “it financial management platforms”. 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 |
|---|---|---|---|---|---|---|---|
| QuickBooks Online | 14% | 1,000,000 | 11,417 | ||||
| Zoho One zoho.com | 12% | 8 | 18,100 | 178 | 1,216,894 | $51,031 | 119 |
| Ramp ramp.com | 10% | 35 | 246,000 | 49,733 | 770,056 | $13,511 | 120 |
| CloudZero cloudzero.com | 8% | 155 | 2,400 | 32 | 99,194 | $25,945 | 5 |
| Genuity gogenuity.com | 6% | 9 | 4,400 | 189 | 1,691 | 0 | |
| Vantage vantage.sh | 4% | 151 | 49,500 | 10,715 | 37,252 | 4 | |
| QuickBooks | 4% | 1,000,000 | 54,681 | ||||
| Zoho Books | 4% | 27,100 | 268 | ||||
| HubSpot hubspot.com HubSpot CRM 4% | 4% | 10 | 368,000 | 9,776 | 2,276,428 company | $83,922 | 76 |
| Microsoft parent site Microsoft Dynamics 365 Business Central 4% | 4% | 6 | 2,240,000 | 403,136 |
Google's top ten for the three searches hold 24 sites; 2 of them are among the sites the models cited here (gartner.com, use.expensify.com). The first result for “best it financial management platform” is nicus.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 IT financial management platform for a small B2B company?”Paraphrase“Which technology business management software would you recommend to a small business that sells to other businesses?”Comparative“What are the top IT financial management platforms for a small team and how do they differ?”Budget-constrained“What is the best IT financial management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an IT financial management platform. What should we look at?”Negative“Which IT financial management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceMicrosoft Dynamics 365 Business Central, Zoho OneChangedagainst: NetSuiteHarvestagainst: QuickBooksRampno first choiceagainst: Brex, CloudZero, Expensify, Flexera One, IBM Apptio Cloudability, Modeliks, Oracle NetSuite
Three alternatives
BigCommerce, Salesforce, ShopifyThree alternatives
Productive.io, Scoro, XeroThree alternatives
Modeliks, QuickBooks Online, XeroGPT-5.4 miniCledaraMicrosoft Dynamics 365 Business CentralChangedVMware Tanzu CloudHealthCloudZeroagainst: IBM Apptiono first choiceagainst: Clover, DoiT Cloud Intelligence, Flexera One FinOps, Harvest, IBM Apptio, Nicus ITFM Platform
Two alternatives
IBM Apptio, Nicus on ServiceNowOne alternative
NetSuiteFour alternatives
Apptio Targetprocess / Apptio portfolio, Flexera One, IBM Apptio Cloudability, Serviceware FinancialTwo alternatives
ComSci, CostLensGemini 3.5 FlashGenuityagainst: CostPerform, IBM Apptio, Nicus ITFM PlatformGenuityHeldagainst: IBM ApptioBlueTally, Cledara, Vantageagainst: CostPerform, IBM Apptio, Nicus ITFM PlatformSetylagainst: IBM Apptio, Nicus ITFM Platform, ServiceNow IT Financial ManagementBrex, Ramp, Spendeskagainst: IBM Apptio Cloudability, ServiceNow IT Financial Management, Servicewareagainst: Flexera One, IBM Apptio, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial Management, Serviceware Financial, USU ITFM, VMware Aria Cost, VMware Tanzu CloudHealth
Three alternatives
Cledara, Ramp, VantageSeven alternatives
Cledara, Odoo, SuperOps, Syncro, TekStack, Torii, Zoho OneFive alternatives
Asset Panda, Economize, Rippling IT, Torii, ZluriSix alternatives
AWS Budgets, Cost Explorer, Microsoft Cost Management, Ramp, Snipe-IT, VantageSix alternatives
AWS Budgets, Cledara, NachoNacho, Nudge Security, Primo, VantagePerplexity SonarQuickBooks OnlineZoho OneChangedG2 ITFMRamp, Waveno first choiceagainst: Apptio-style heavyweight ITFM suites, Microsoft Business Central, Oracle NetSuite, QuickBooks, Sage Intacct
Three alternatives
Ramp, Sage Intacct, SpendeskThree alternatives
HubSpot CRM, Pipedrive, SAP Business OneFour alternatives
Expensify, QuickBooks, Ramp, XeroTwo alternatives
QuickBooks, Zoho BooksGrok 4.1 FastCloudZeroagainst: IBM Apptio Cloudability, ServiceNow IT Financial ManagementZoho OneChangedagainst: IBM Apptio Cloudability, Nicus ITFM Platform, ServiceNow ITBMFinout, Harness Cloud Cost Managementagainst: IBM Apptio Cloudability, ServiceNow ITFM add-onsCloudZeroagainst: IBM Apptio Cloudability, Nicus ITFM Platform, ServiceNow IT Financial Managementno first choiceagainst: ServiceNow IT Financial Managementagainst: IBM Apptio, NetSuite, Nicus ITFM Platform, Sage Intacct, ServiceNow IT Financial Management, TallyPrime
Four alternatives
AWS Cost Explorer, FMIS Asset Management, Freshservice, Microsoft Cost ManagementFour alternatives
Bitrix24, HoneyBook, Nutshell, SuiteDashFour alternatives
Cube, Fathom, Flexera One, VMware Tanzu CloudHealthFour alternatives
Ramp, Setyl, Wave Accounting, Zoho BooksFive alternatives
Flexera One, IBM Apptio Cloudability, Nicus ITFM Platform, Serviceware, VMware Tanzu CloudHealthMistral SmallQuickBooks OnlineEZTBMChangedCloudZero, QuickBooksQuickBooksno first choiceagainst: BILL Spend & Expense, NetSuite, QuickBooks, Wave Accounting
Two alternatives
Rippling, SpendeskThree alternatives
IBM Apptio Cloudability, ServiceNow IT Financial Management, VMware Tanzu CloudHealthThree alternatives
FMIS Asset Management, Flexera One, TangoTwo alternatives
Wave, Zoho BooksDeepSeek V4 FlashQuickBooks Onlineagainst: IBM Apptio CloudabilityZoho OneChangedagainst: IBM Apptio Cloudability, Salesforce Small BusinessVantageagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealthVantageagainst: Flexera One, IBM Apptio Cloudabilityno first choiceagainst: Flexera One, IBM Apptio Cloudability, ServiceNow IT Financial Management, VMware Tanzu CloudHealthagainst: IBM Apptio, NetSuite, QuickBooks Online, SAP, ServiceNow IT Financial Management, Zoho Books
Four alternatives
CloudZero, Harness Cloud Cost Management, Sage Intacct, XeroFive alternatives
FreshBooks, HubSpot CRM, QuickBooks, Scoro, Zoho CRMTwo alternatives
CloudCheckr, FinoutSix alternatives
AWS Cost Explorer, FreshBooks, Google Cloud Cost Management, Microsoft Cost Management, QuickBooks Online, XeroSeven alternatives
CloudZero, Cloudeagle, Rippling Spend, Setyi, Torii, Vendr, ZyloLlama 4 MaverickQuickBooks Onlineno first choiceChangedQuickBooksQuickBooks, Zoho Booksno first choicenothing named
Three alternatives
Expensify, Rippling, SpendeskQwen 3.7 FlashRampZoho OneChangedagainst: IBM ApptioQuickBooks OnlineGenuity, Snipe-IT, Toriiagainst: IBM Apptio Cloudability, ServiceNow IT Financial Managementno first choiceagainst: MagicOrange, Nicus ITFM Platformagainst: BMC CloudManagement, DoiT International, Dynatrace Cloud Management, Oracle E-Business Suite, Oracle NetSuite, PlanGuru, SAP S/4HANA
Four alternatives
Expensify, Maxio, QuickBooks Online, SpendeskFour alternatives
HubSpot CRM, Microsoft Dynamics 365 Business Central, Oracle NetSuite, monday serviceThree alternatives
BILL, Ramp, SpendHoundTwo alternatives
QuickBooks, XeroFour alternatives
Aro flo, Brex, Ramp, XeroKimi K2CloudZero, Vantageagainst: IBM ApptioHubSpot CRMChangedVantageagainst: IBM Apptio Cloudability, Nicus ITFM Platform, ServiceNow IT Financial ManagementGenuity IT Admin Suiteagainst: Flexera One, IBM Apptio Cloudability, Nicus ITFM PlatformQuickBooks Online, Xeroagainst: IBM Apptio Cloudability, Nicus ITFM Platform, ServiceNow ITBMagainst: Flexera One IT Visibility, IBM Apptio, MagicOrange, NetSuite, Nicus ITFM Platform, SAP Concur, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Four alternatives
AWS Cost Explorer, Microsoft Cost Management, QuickBooks Online, XeroTwo alternatives
Scoro, Zoho OneSix alternatives
AWS Cost Explorer, CloudZero, Flexera One, Google Cloud Cost Management, Harness Cloud Cost Management, Microsoft Cost ManagementTwo alternatives
Harvest, Spiceworks InventoryFour alternatives
AWS Cost Explorer, Flexera One, Ramp, VMware Tanzu CloudHealthGLM 4.7 FlashXFlexera Oneagainst: IBM Apptio CloudabilityHubSpot CRM, PipedriveChangedCostLensagainst: IBM ApptioQuickBooks OnlineNicus ITFM Platformagainst: IBM Apptio Cloudabilityagainst: Acumatica, Divvy, Financial Cents, FloQast, IBM Apptio, Nicus Software, QuickBooks Online, Sage Intacct, ServiceNow IT Operations Management, Wave, Xero
Six alternatives
Expensify, Planview Portfolios, QuickBooks Online, ServiceNow ITAM with Financial Modules, Torii, VMware Tanzu CloudHealthTwo alternatives
Insightly, Zoho OneFour alternatives
CloudZero, Genuity, Rippling, SpendbaseFive alternatives
Expensify, Kissflow Finance Software, Ramp, Zoho Books, Zoho ExpenseThree alternatives
Flexera One, ServiceNow IT Financial Management, VMware Tanzu CloudHealthMiniMax M2.5no first choiceagainst: Flexera One, NetSuite, Oracle SAP Concur, QuickBooks Online, Sage Intacct, ServiceNow IT Business Management, Snow Software, Xero, Zoho Booksno first choiceHeldQuickBooks Onlineagainst: NetSuiteQuickBooks Online, Zoho Booksno first choiceagainst: NetSuite, QuickBooks Online, SAP
Four alternatives
Expensify, FreshBooks, Rippling, XeroThree alternatives
FreshBooks, Freshservice, XeroFour alternatives
Cube, IBM Apptio, Prophix One, QuickBooksGPT-6 LunaRampagainst: IBM Apptiono first choiceChangedVantageagainst: CloudZero, Flexera One, IBM Apptiono first choiceno first choiceagainst: Flexera One, IBM Apptio Cloudability, IBM Apptio Costing / Apptio Standard, ServiceNow IT Financial Management
Two alternatives
Cledara, CloudZeroFour alternatives
AWS Cost Explorer, Google Cloud cost reports, Microsoft Cost Management, ToriiThree alternatives
AWS Cost Explorer, Google Cloud, Microsoft Cost ManagementMuse Glimmer 30BSHG ITFMagainst: Nicus ITFM PlatformZoho OneChangedagainst: IBM Apptio Cloudability, IBM TBMVantage.shagainst: IBM Apptio Cloudabilityno first choiceno first choiceagainst: Flexera One, IBM Apptio / Apptio Cost, Cloudability, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Three alternatives
Pipedrive, Wave, monday serviceFour alternatives
CloudZero, Finout, Usage.ai, nOpsFour alternatives
AWS Cost Explorer, CloudZero, Finout, Microsoft Cost ManagementBold 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 | 2026-10-05 00:13 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:57 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:33 | yes | 23 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:50 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:27 | yes | 21 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:10 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:39 | yes | 25 | 51 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:47 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:03 | yes | 5 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:45 | yes | 18 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:06 | yes | 22 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:30 | no | 0 | 42 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:52 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:17 | yes | 20 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:34 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:25 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:38 | yes | 15 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:16 | yes | 22 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:57 | yes | 25 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:26 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:19 | yes | 22 | 50 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:47 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:01 | yes | 10 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:54 | yes | 19 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:51 | yes | 19 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:19 | yes | 10 | 54 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:24 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:55 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:23 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:33 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:03 | yes | 19 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:33 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:38 | yes | 24 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:21 | yes | 8 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:20 | yes | 24 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:40 | yes | 10 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:39 | yes | 19 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:30 | yes | 23 | 113 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:13 | yes | 11 | 15 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:31 | yes | 7 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:08 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:49 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:58 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:27 | yes | 20 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:18 | yes | 31 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:55 | yes | 21 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:51 | yes | 11 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:38 | yes | 23 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:24 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:44 | yes | 17 | 55 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:05 | yes | 20 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:47 | yes | 22 | 129 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:19 | yes | 19 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:55 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:24 | yes | 25 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:29 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:09 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:28 | yes | 10 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:37 | yes | 17 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:50 | yes | 17 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:28 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:13 | yes | 20 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:37 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:16 | yes | 22 | 108 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:00 | yes | 20 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:52 | yes | 23 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:40 | yes | 12 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:57 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:41 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:39 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:32 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:14 | yes | 16 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:43 | yes | 21 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:34 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:19 | yes | 14 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:59 | yes | 25 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:51 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:42 | yes | 20 | 70 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:11 | yes | 23 | 42 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:03 | yes | 25 | 86 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:56 | yes | 24 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:20 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:14 | yes | 22 | 27 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
Flexera read as Flexera One
Flexera (Flexera One) read as Flexera One
HubSpot read as HubSpot CRM
HubSpot (CRM) read as HubSpot CRM
HubSpot (Operations/Service Hub) read as HubSpot CRM
Nicus read as Nicus ITFM Platform
Planview read as Planview Portfolios
ServiceNow read as ServiceNow IT Financial Management
ServiceNow (ITFM module) read as ServiceNow IT Financial Management
ServiceNow ITFM read as ServiceNow IT Financial Management
Unresolved, counted raw
Acumatica Cloud ERP
Amazon Web Services Budgets
Apptio Targetprocess / Apptio portfolio
Apptio-style heavyweight ITFM suites
Aro flo
BMC CloudManagement (CloudHealth)
CloudCost
Clover
Datarails
Digits
Divvy (Spend & Expense Management)
Dynatrace Cloud Management (formerly Cloudability)
Financial Cents
FloQast
Float
G2 ITFM
Genuity IT Admin Suite
Google Cloud cost reports
HoneyBook
IBM Apptio
IBM Apptio / Apptio Cost, Cloudability
IBM Apptio Costing / Apptio Standard
IBM TBM
Insightly
Kissflow Finance Software
LivePlan
Microsoft Business Central
Microsoft Dynamics 365 BC
Nutshell
Oracle E-Business Suite
Oracle SAP Concur
PlanGuru
Productive.io
Rho
SAP Concur
SHG ITFM
Salesforce Small Business
ServiceNow ITAM with Financial Modules
ServiceNow ITFM add-ons
Setyi
SuiteDash
TallyPrime
TekStack
USU ITFM
Vantage.sh
netinsight
Discontinued, still offered
No shut-down product was recommended here.