IT financial management
Asked as “IT financial management platform”, and as “technology business management software”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
22%
Contested · Nicus ITFM Platform 8%
22IBM Apptio08Nicus ITFM Platform06Vantage64others
22% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: IBM Apptio (22%) replaces Nicus ITFM Platform (9% then, 8% now), 14 points clear, past the 11-point floor.IBM Apptio leads at 22%, replacing Nicus ITFM Platform, which led at 9% and stands at 8% now: 14 points clear, 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 businessQuickBooks Online13%Contested▼−1Since October 2026: 14% → 13%, −1 point. Inside the 11-point floor: within noise.Standing →Mid-marketIBM Apptio22%Contested↗new leaderNew leader since October 2026: IBM Apptio (22%) replaces Nicus ITFM Platform (9% then, 8% now), 14 points clear, past the 11-point floor.This pageEnterpriseIBM Apptio50%Clear leader▲+21Since October 2026: 29% → 50%, +21 points. Past the 11-point floor: movement.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 October 2026
01IBM Apptio22%44%43criticized challenger▲+20Since October 2026: 2% → 22%, +20 points. Past the 11-point floor: movement.2% → 22%
02
Nicus ITFM Platform8%23%30accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%
Nicus ITFM Platform8%23%30accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%03
CloudZero2%12%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
CloudZero2%12%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%04
MagicOrange2%11%19accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
MagicOrange2%11%19accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%05
ServiceNow IT Financial Management2%42%33criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
ServiceNow IT Financial Management2%42%33criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the four products at 0%, ordered by negative rate
09
IBM Apptio Cloudability0%42%26criticized challenger▼−9Since October 2026: 9% → 0%, −9 points. Inside the 11-point floor: within noise.9% → 0%
IBM Apptio Cloudability0%42%26criticized challenger▼−9Since October 2026: 9% → 0%, −9 points. Inside the 11-point floor: within noise.9% → 0%08
VMware Tanzu CloudHealth0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
VMware Tanzu CloudHealth0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Flexera One0%25%28criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Flexera One0%25%28criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%07Serviceware0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All ten head-to-head pages: the top five 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 →
I01
0203040506S07
0809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01IBM Apptio22%
02Nicus ITFM Platform8%
Nicus ITFM Platform8%03CloudZero2%
CloudZero2%04MagicOrange2%
MagicOrange2%05ServiceNow IT Financial Management2%
ServiceNow IT Financial Management2%06Flexera One0%
Flexera One0%07Serviceware0%
08VMware Tanzu CloudHealth0%
VMware Tanzu CloudHealth0%09IBM Apptio Cloudability0%
IBM Apptio Cloudability0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
IBM Apptio
44%
19 of 43 labels negative · 11 of 14 models · 4 hard negative
“it is advisable to steer clear of IBM Apptio, Nicus, Flexera One, ServiceNow ITFM, VMware Tanzu CloudHealth, and NetSuite” Mistral Small, negative prompt
ServiceNow IT Financial Management42%
14 of 33 labels negative · 10 of 14 models · 4 hard negative
“Verdict: Avoid if you don't already use those platforms as your primary ITSM (ticketing) system.” Qwen 3.7 Flash, negative prompt
Flexera One25%
7 of 28 labels negative · 7 of 14 models · 4 hard negative
“criticized for having a high negative rate and being labeled as a "criticized challenger"” Llama 4 Maverick, negative prompt
IBM Apptio Cloudability42%
11 of 26 labels negative · 7 of 14 models · 2 hard negative
“criticized for having a high negative share and being labeled as a "criticized challenger"” Llama 4 Maverick, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 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. 910 links across 237 sites, every framing counted. Ranked by the number of answers carrying the site or page. 39 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 · G233 answers · 52 citations · 11 models
vendor site · InvGate27 answers · 27 citations · 11 models
24 answers · 60 citations · 10 models
vendor site · SourceForge22 answers · 33 citations · 9 models
22 answers · 23 citations · 11 models
vendor site · Rocketlane20 answers · 21 citations · 10 models
19 answers · 36 citations · 9 models
vendor site · CostAnalyst19 answers · 25 citations · 8 models
14 answers · 16 citations · 8 models
11 answers · 19 citations · 8 models
11 answers · 14 citations · 5 models
11 answers · 11 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.
27 answers · 11 models
22 answers · 9 models
20 answers · 10 models
18 answers · 10 models
15 answers · 9 models
12 answers · 7 models
11 answers · 5 models
11 answers · 8 models
10 answers · 4 models
10 answers · 6 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| IBM Apptio | 22% | 390 | 67 | |||||
| Nicus ITFM Platform nicus.com | 8% | 87 | 0 | 19,779 | 7 | 1 | ||
| Vantage vantage.sh | 6% | 190 | 49,500 | 10,715 | 37,252 | 4 | ||
| Oracle parent site Oracle NetSuite 4% | 4% | 12 | 450,000 | 66,611 | ||||
| EZTBM | 4% | |||||||
| Sage Intacct | 4% | 22,200 | 373 | |||||
| BILL Spend & Expense bill.com | 4% | 3 | 50 | 1,783,039 | $199,231 | 119 | ||
| CostAnalyst costanalyst.ai | 4% | 10 | ||||||
| CloudZero cloudzero.com | 2% | 168 | 2,400 | 32 | 99,194 | $25,945 | 5 | |
| MagicOrange magicorange.com | 2% | 51 | 260 | 1 | 48 | 2 |
Google's top ten for the three searches hold 24 sites; 2 of them are among the sites the models cited here (apptio.com, gartner.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 mid-market B2B company?”Paraphrase“Which technology business management software would you recommend to a mid-sized B2B company?”Comparative“What are the top IT financial management platforms and how do they differ?”Budget-constrained“What is the best IT financial management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an IT financial management platform. What should we look at?”Negative“Which IT financial management platforms should I avoid or be cautious about?”
Claude Haiku 4.5NetSuite, Sage Intacctno first choiceChangedApptioOneBILL Spend & Expense, Zoho Expenseno first choicenothing named
Two alternatives
DualEntry, TesorioSix alternatives
Flexera One, Google Cloud Cost Management, Microsoft Cost Management, NetSuite OpenAir, ServiceNow IT Financial Management, nOpsTwo alternatives
Microsoft Power BI, PleoGPT-5.4 miniIBM ApptioIBM ApptioHeldIBM Apptioagainst: ServiceNow IT Asset ManagementNicus ITFM Platformagainst: IBM Apptiono first choiceagainst: IBM Apptio
Two alternatives
Nicus ITFM Platform, Upland ComSciTwo alternatives
Flexera One, ServiceNow Strategic Portfolio ManagementTwo alternatives
Flexera One FinOps, IBM Apptio CloudabilityThree alternatives
ComSci, EZTBM, Serviceware FinancialGemini 3.5 FlashMagicOrangeagainst: IBM ApptioNicus ITFM PlatformChangedagainst: IBM Apptio CloudabilityIBM ApptioSnipe-ITagainst: Flexera One, IBM Apptio, Servicewareno first choiceagainst: CloudZero, Harness Cloud Cost Management, IBM Apptio Cloudability, Nicus ITFM Platform, ServiceNow IT Financial Management
Six alternatives
Bee360, CloudZero, EZTBM, Finout, Nicus ITFM Platform, Proven OpticsThree alternatives
Flexera One, Proven Optics, ServiceNow SPM / ITBMFive alternatives
Bee360, Nicus ITFM Platform, Proven Optics, ServiceNow IT Financial Management, ServicewareSeven alternatives
EZTBM, MagicOrange, ManageEngine AssetExplorer, Microsoft Power BI, OpenCost, ServiceDesk Plus, VantageTen alternatives
Anodot, CloudZero, Finout, Flexera One, IBM Apptio Cloudability, LeanIX, ProvenOpt, ServiceNow SPM/ITFM, Tropic, ZyloPerplexity SonarSage IntacctMicrosoft Dynamics 365 Business CentralChangedIBM Apptioagainst: Bee360, BigTime, Certinia, Kantata, NetSuite, OpenAir, Oracle Fusion Cloud Financials, VMware Tanzu CloudHealthCostAnalystagainst: Brightfin, IBM Apptio, MagicOrange, Nicus ITFM Platform, Servicewareno first choiceagainst: Brightfin, CostLens AI, Flexera One, IBM Apptio, Kantata, Nicus ITFM Platform, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Two alternatives
Dynamics 365 Finance, Oracle NetSuiteFive alternatives
HubSpot CRM, NetSuite, Odoo, Salesforce, Zoho OneEight alternatives
Brightfin, CostPerform, Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial Management, Serviceware, Upland ComSciTwo alternatives
QuickBooks Online, Zoho BooksGrok 4.20IBM Apptioagainst: Bee360 or CostPerform, NetSuite, QuickBooks, SAPIBM ApptioHeldIBM Apptioagainst: AWS Cost Explorer, Google Cloud Billing, Microsoft Cost ManagementXeroagainst: IBM Apptio, Nicus ITFM Platform, ServiceNow IT Financial Managementno first choiceagainst: IBM Apptio Cloudabilityagainst: BMC Remedy, IBM Apptio, SAP Concur, ServiceNow IT Financial Management, USU
Three alternatives
CloudZero, MagicOrange, ServiceNow IT Financial ManagementFour alternatives
Bee360, CostPerform, MagicOrange, ServiceNow ITBMThree alternatives
Flexera One, ServiceNow IT Financial Management, VMware Aria CostSeven alternatives
AWS Cost Explorer, Google Cloud Billing, IBM Apptio Cloudability, Microsoft Cost Management, QuickBooks Online, Wave, Zoho BooksFour alternatives
CloudZero, IBM Apptio Cloudability, ServiceNow IT Financial Management, VMware Tanzu CloudHealthMistral SmallOracle NetSuiteIBM ApptioChangedagainst: NetSuite ERP, Zoho One, monday serviceIBM Apptio CloudabilityCloudZero, Zoho Projectsno first choiceagainst: Anaplan, Flexera One, IBM Apptio, Jirav, NetSuite, Nicus ITFM Platform, Oracle Hyperion, SAP BPC, ServiceNow IT Financial Management, VMware Tanzu CloudHealth, Workday Adaptive Planning
Three alternatives
Prophix One, Rocketlane, Sage IntacctThree alternatives
CloudZero, Flexera One, ServiceNow IT Financial ManagementTwo alternatives
MagicOrange, ScoroDeepSeek V4 FlashTekLedger, Vantageagainst: IBM Apptio / IBM Cloudability, KantataServiceNow IT Financial ManagementChangedagainst: IBM ApptioIBM Apptioagainst: VMware Tanzu CloudHealthVantageagainst: Flexera One, IBM Apptiono first choiceagainst: IBM Apptio Cloudabilityagainst: Expensify, IBM Apptio / Apptio Cloudability, Intuit QuickBooks / Quicken, Kashoo, Oracle Textura Payment Management, SAP Concur, ServiceNow IT Financial Management, Zluri
Two alternatives
CloudZero, RocketlaneFour alternatives
Flexera One, Nicus ITFM Platform, Upland ComSci, ZyloSix alternatives
CloudZero, Finout, Flexera One, IBM Apptio Cloudability, ServiceNow IT Financial Management, VantageFour alternatives
CloudZero, Kubecost, Wave, Zoho BooksLlama 4 MaverickIBM ApptioSage Intacct with BAASSChangedno first choiceno first choiceno first choiceagainst: Flexera One, IBM Apptio, IBM Apptio Cloudability, Nicus ITFM Platform, ServiceNow IT Financial Management
Four alternatives
Nicus ITFM Platform, Oracle NetSuite, Prophix One, RocketlaneThree alternatives
Microsoft Dynamics 365, Oracle NetSuite, SAP Business OneQwen 3.7 FlashSnow Softwareagainst: IBM Apptio CloudabilityAcumatica Cloud ERPChangedagainst: SalesforceIBM ApptioManageEngine ServiceDesk Plus, Zoho Booksagainst: Flexera One, IBM Apptio Cloudability, ServiceNow IT Financial Managementno first choiceagainst: IBM Apptio Cloudability, SAP S/4HANA modules, ServiceNow IT Financial Managementagainst: BMC Helix, Freshdesk, IBM QRadar, Jira Service Management, Micro Focus, ServiceNow IT Financial Management, VMware Aria Suite, Zendesk
Two alternatives
VMware Tanzu CloudHealth, ZyloFive alternatives
Gainsight NX, HubSpot CRM, Kantata, NetSuite, SAP Business OneFour alternatives
Flexera One, Nicus ITFM Platform, Planview Portfolios, ServiceNow IT Business ManagementOne alternative
Wave AccountingKimi K2Nicus ITFM PlatformEZTBM, IBM Apptio, Nicus ITFM PlatformChangedIBM ApptioOpenOpsagainst: IBM Apptiono first choiceagainst: IBM Apptioagainst: IBM Apptio, ServiceNow IT Financial Management, Upland ComSci
Four alternatives
Flexera One, IBM Apptio, ServiceNow IT Financial Management, VMware Tanzu CloudHealthTwo alternatives
MagicOrange, YarkenFive alternatives
CloudZero, Flexera One, IBM Apptio Cloudability, ServiceNow Strategic Portfolio Management, VMware Tanzu CloudHealthThree alternatives
FinOpsly, Setyl, Zoho BooksThree alternatives
Brightfin, Nicus ITFM Platform, ServicewareGLM 4.7 FlashXHighRadius Mid-Market Hub, IBM ApptioIBM ApptioChangedIBM ApptioCIO COCKPITagainst: CloudZero, ServiceNow IT Asset Managementno first choiceagainst: IBM Apptio, Infor Financials & Supply Management, MYOB, QuickBooks
One alternative
Oracle NetSuiteNine alternatives
Bee360, ClearCost, CostPerform, MagicOrange, Nicus ITFM Platform, Proven O, Serviceware Financial, Upland ComSci, YarkenEight alternatives
CloudZero, Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial Management, Serviceware, Setyl, VMware Tanzu CloudHealthFour alternatives
CostPerform, GnuCash, Microsoft Power BI, PleoMiniMax M2.5IBM ApptioOracle NetSuiteChangedIBM Apptioagainst: Oracle Cloud EPM, SAP S/4HANABILL Spend & Expense, Rampno first choiceagainst: IBM Apptio Cloudabilitynothing named
Three alternatives
HighRadius, Rocketlane, TekLedgerTwo alternatives
Acumatica, Microsoft Dynamics 365 Business CentralThree alternatives
CloudZero, Flexera One, ServiceNow IT Financial ManagementOne alternative
CostLens AISix alternatives
Anaplan, BMC Helix, Cognitivescale, Flexera One, ServiceNow IT Financial Management, ZyloGPT-6 LunaEZTBMagainst: IBM ApptioIBM Apptio Costing EssentialsChangedIBM ApptioVantageagainst: IBM Apptio Cloudability, ServiceNow IT Financial Managementno first choiceagainst: Flexera One, IBM Apptio Cloudability, ServiceNow IT Financial Management
Two alternatives
CostLens, KP-OneOne alternative
Nicus ITFM PlatformFive alternatives
MagicOrange, Nicus ITFM Platform, ServiceNow Cost Management / Financial Management, Serviceware Financial, USU IT Financial ManagementOne alternative
ITM PlatformMuse Glimmer 30BIBM ApptioIBM Apptio TBM SuiteChangedIBM Apptio / IBM Cloudability, ServiceNow IT Financial ManagementAWS Cost Explorer, CostAnalystagainst: Bee360, CIO COCKPIT, ComSci, CostLens AI, CostPerform, EZTBM, IBM Apptio, MagicOrange, Nicus ITFM Platform, Serviceware Financialno first choiceagainst: Certinia, IBM Apptio, Kantata, ServiceNow IT Financial Management
Four alternatives
Snow Software, TekLedger, Vantage, Zoho CorporationThree alternatives
IBM Apptio Cloudability, ServiceNow IT Financial Management, ServiceNow Strategic Portfolio ManagementOne alternative
Flexera OneThree alternatives
Azure Pricing Calculator, Cycloid, SedaiBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:15 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:02 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:09 | yes | 17 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:53 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:49 | yes | 13 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:04 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:54 | yes | 22 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:32 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:21 | no | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:38 | yes | 14 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:39 | yes | 24 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:36 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:24 | yes | 3 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:13 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:35 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:17 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:46 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:34 | yes | 10 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:45 | yes | 9 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:42 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:46 | yes | 18 | 44 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:37 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:30 | yes | 5 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:34 | yes | 19 | 52 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:34 | yes | 10 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:59 | yes | 5 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:19 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:36 | yes | 24 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:16 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:08 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:05 | yes | 10 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:11 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:18 | yes | 15 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:58 | yes | 20 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:45 | yes | 23 | 46 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:04 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:51 | yes | 10 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:33 | yes | 23 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:21 | yes | 22 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:13 | yes | 24 | 62 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:00 | yes | 10 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:53 | yes | 24 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:42 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:30 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:28 | yes | 4 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:08 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:58 | yes | 19 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:41 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:04 | yes | 25 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:54 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:16 | yes | 25 | 74 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:22 | yes | 15 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:05 | yes | 23 | 27 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:56 | yes | 5 | 53 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:45 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:26 | yes | 14 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:26 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:17 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:59 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:30 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:57 | yes | 14 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:24 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:43 | yes | 24 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:02 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:04 | yes | 5 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:13 | yes | 17 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:01 | yes | 15 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:54 | no | 0 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:58 | yes | 3 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:07 | yes | 15 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:53 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:58 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:00 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:04 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:21 | yes | 13 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:45 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:04 | yes | 25 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:34 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:21 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:53 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:05 | yes | 24 | 93 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:02 | no | 0 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:09 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:47 | yes | 21 | 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
Harness read as Harness Cloud Cost Management
HubSpot read as HubSpot CRM
NicUS read as Nicus ITFM Platform
Nicus read as Nicus ITFM Platform
Nicus Software read as Nicus ITFM Platform
Oracle NetSuite Financials read as Oracle NetSuite
Planview read as Planview Portfolios
ServiceNow read as ServiceNow IT Financial Management
ServiceNow (IT Financial Management / Strategic Portfolio Management) read as ServiceNow IT Financial Management
ServiceNow (ITFM) read as ServiceNow IT Financial Management
ServiceNow Financial Management read as ServiceNow IT Financial Management
ServiceNow ITFM read as ServiceNow IT Financial Management
ServiceNow ITFM (Strategic Portfolio Management) read as ServiceNow IT Financial Management
ServiceNow Strategic Portfolio Management (SPM) — IT Financial Management read as ServiceNow IT Financial Management
Unresolved, counted raw
Acumatica Cloud ERP
Adaptive Insights
Azure Pricing Calculator
BMC Helix Cost Control
Bee360 or CostPerform
Clari
Cognitivescale (Cognitivescale for IT)
Contractbook
DualEntry
Gainsight NX (with Gainsight PSA)
HighRadius
HighRadius Mid-Market Hub
IBM Apptio
IBM Apptio (ApptioOne & Cloudability)
IBM Apptio (ApptioOne + Cloudability)
IBM Apptio (ApptioOne)
IBM Apptio (formerly Apptio)
IBM Apptio (including ApptioOne and Cloudability)
IBM Apptio (including Cloudability)
IBM Apptio (with Cloudability)
IBM Apptio / Apptio Cloudability
IBM Apptio Costing Essentials
IBM Apptio TBM Suite
ITM Platform
Infor Financials & Supply Management
Intuit QuickBooks / Quicken
Kashoo
MYOB
MagicDraw/Flexera
Nicus or Brightfin (Proven Optics)
Nutanix Beam
OpenOps
Oracle Cloud EPM
Oracle Hyperion
Oracle Textura Payment Management
ProProfs Project
Proven O
ProvenOpt
SAP BPC
SAP S/4HANA modules
Sage Intacct with BAASS
Savision
ServiceMax
ServiceNow Cost Management / Financial Management
ServiceNow SPM / ITBM
ServiceNow SPM/ITFM
Tesorio
USU Software
Upland Software
VMware Aria Suite (formerly vRealize Operations)
Zoho Corporation
Zuora
Discontinued, still offered
No shut-down product was recommended here.