IT financial management for enterprise buyers
Asked as “IT financial management platform”, and as “technology business management software”, on behalf of an enterprise B2B company. 55 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
29%
Contested · IBM Apptio Cloudability 20%
29IBM Apptio20IBM Apptio Cloudability13ServiceNow IT Financial Management38others
29% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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 →
I01
02
03
04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01IBM Apptio29%
02IBM Apptio Cloudability20%
IBM Apptio Cloudability20%03ServiceNow IT Financial Management13%
ServiceNow IT Financial Management13%04Flexera One7%
Flexera One7%05MagicOrange4%
MagicOrange4%06Nicus ITFM Platform0%
Nicus ITFM Platform0%07Nicus Software0%
Nicus Software0%08VMware Tanzu CloudHealth0%
VMware Tanzu CloudHealth0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
IBM Apptio Cloudability32%
10 of 31 labels negative · 8 of 14 models · 1 hard negative
“**Avoid Cloudability/CloudHealth** if your IT spend is hybrid (on-prem + cloud) and you need full-TBM allocation” DeepSeek V4 Flash, negative prompt
IBM Apptio
20%
7 of 35 labels negative · 7 of 14 models · 1 hard negative
“**Avoid Apptio** if you lack dedicated TBM/FinOps expertise and can't stomach months-long, services-heavy implementation and steep ongoing costs.” DeepSeek V4 Flash, negative prompt
ServiceNow IT Financial Management18%
8 of 44 labels negative · 6 of 14 models
“when ServiceNow isn’t already a strong enterprise platform ... test whether the required data, licensing, configuration, and implementation effort actually make it simpler” GPT-6 Luna, negative prompt
VMware Tanzu CloudHealth50%
8 of 16 labels negative · 6 of 14 models
“**Cloudability / CloudHealth-style tools** if the requirement goes beyond public-cloud spend, because they are positioned as cloud FinOps tools rather than full IT cost transparency platforms.” 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
80 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. 1181 links across 297 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.
34 answers · 57 citations · 14 models
31 answers · 45 citations · 10 models
30 answers · 33 citations · 12 models
vendor site · Qobra29 answers · 29 citations · 11 models
vendor site · G225 answers · 37 citations · 11 models
24 answers · 60 citations · 10 models
24 answers · 24 citations · 10 models
23 answers · 39 citations · 11 models
vendor site · Rocketlane23 answers · 24 citations · 10 models
vendor site · Nicus22 answers · 38 citations · 10 models
vendor site · CostAnalyst20 answers · 26 citations · 9 models
19 answers · 19 citations · 9 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.
29 answers · 11 models
27 answers · 13 models
24 answers · 10 models
24 answers · 11 models
23 answers · 10 models
23 answers · 11 models
19 answers · 9 models
17 answers · 7 models
16 answers · 8 models
16 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| IBM Apptio | 29% | 390 | 67 | |||||
| IBM parent site IBM Apptio Cloudability 20% | 20% | 207 | 201,000 | 34,098 | ||||
| ServiceNow parent site ServiceNow IT Financial Management 13%, ServiceNow IT Asset Management 2%, ServiceNow IT Business Management 2% | 16% | 139 | 135,000 | 13,451 | ||||
| Flexera flexera.com Flexera One 7% | 7% | 201 | 210 | 0 | 48,107 company | 31 | ||
| MagicOrange magicorange.com | 4% | 37 | 260 | 1 | 48 | 2 | ||
| Microsoft parent site Microsoft Dynamics 365 4% | 4% | 9 | 2,240,000 | 403,136 | ||||
| Prophix One prophix.com | 4% | 4 | 70 | 0 | 14,138 | $109 | 103 | |
| Planview Portfolios planview.com | 2% | 32 | 170 | 5 | 126,803 | 120 | ||
| Finout finout.io | 2% | 82 | 880 | 10 | 40,296 | 30 | 1 | |
| Oracle parent site Oracle NetSuite 2% | 2% | 13 | 450,000 | 66,611 |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (apptio.com, gartner.com, nicus.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 an enterprise B2B company?”Paraphrase“Which technology business management software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade IT financial management platforms and how do they differ?”Budget-constrained“What is the best IT financial management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an IT financial management platform. What should we look at?”Negative“Which IT financial management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Flexera Oneno first choiceChangedNicus SoftwareIBM Apptio Cloudabilityno first choiceagainst: Fusion Risk Management, IBM Apptio, OneTrust, ServiceNow IT Financial Management
Three alternatives
Finout, IBM Apptio Cloudability, IBM TurbonomicTwo alternatives
Bee360, IBM ApptioTwo alternatives
Flexera One, ServiceNow IT Financial ManagementGPT-5.4 miniServiceNow IT Financial ManagementIBM ApptioChangedIBM ApptioIBM Apptiono first choicenothing named
One alternative
FinoutOne alternative
ServiceNow Strategic Portfolio ManagementTwo alternatives
Flexera One, ServiceNow IT Financial ManagementTwo alternatives
Flexera One, Nicus on ServiceNowGemini 3.5 FlashIBM ApptioIBM ApptioHeldIBM ApptioServiceware ITFMagainst: IBM ApptioMagicOrangeagainst: IBM Apptio Cloudabilityagainst: Adaptive Planning, Anaplan, CloudZero, IBM Apptio Cloudability, Oracle, SAP, ServiceNow IT Financial Management, VMware Tanzu CloudHealth, Workday
Four alternatives
Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial ManagementThree alternatives
MagicOrange, Nicus Software, Serviceware FinancialFour alternatives
MagicOrange, Nicus Software, ServiceNow IT Financial Management, Serviceware FinancialThree alternatives
Altios, Nicus Software, Proven OpticsFour alternatives
Nicus Software, ServiceNow IT Financial Management, Serviceware, USUPerplexity SonarFlexera OnePlanview PortfoliosChangedMagicOrangeagainst: OneStream, Oracle NetSuite, SAP, WorkdaySAP S/4HANA Finance / SAP Cloud ERPno first choiceagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealth
Two alternatives
MagicOrange, Oracle Cloud ERPTwo alternatives
Microsoft Dynamics 365, Oracle NetSuiteTwo alternatives
IBM Apptio Cloudability, KantataOne alternative
AnaplanGrok 4.1 FastIBM Apptio Cloudabilityagainst: CostLens AIIBM Apptio CloudabilityHeldIBM ApptioIBM Apptio Cloudabilityagainst: CloudZero, SAP S/4HANA, Spot, VMware Tanzu CloudHealthno first choiceagainst: IBM Apptio Cloudabilityagainst: IBM Apptio, MagicOrange, NetSuite, QuickBooks, Sage Intacct, VMware Tanzu CloudHealth, Workday, Xero
Two alternatives
Nicus Software, ServiceNow IT Financial ManagementFour alternatives
Bee360, Broadcom Clarity PPM, Nicus Software, ServiceNow IT Financial ManagementFour alternatives
Flexera One IT Visibility, Nicus ITFM Platform, ServiceNow IT Financial Management, ServicewareThree alternatives
Finout, Planview Portfolios, ServiceNow IT Financial ManagementMistral SmallMagicOrange, Prophix OneIBM Apptio CloudabilityChangedIBM Apptioagainst: Workday Financial ManagementIBM Apptio Cloudabilityno first choiceagainst: Docusign for ITFM, IBM Apptio Cloudability, Zylonothing named
Four alternatives
Broadcom Clarity PPM, Nicus Software, Planview Portfolios, ServiceNow ITBMTwo alternatives
Flexera One, ServiceNow IT Financial ManagementTwo alternatives
Oracle Fusion Cloud ERP, Upland ComSciDeepSeek V4 FlashCloudZero, IBM Apptioagainst: VMware Tanzu CloudHealthIBM ApptioChangedIBM ApptioIBM Apptio, ServiceNow IT Financial ManagementFlexera One, IBM Apptio Cloudabilityagainst: Flexera One, IBM Apptio, IBM Apptio Cloudability, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Two alternatives
Flexera One, Upland ComSciThree alternatives
Flexera One, Nicus Software, ServiceNow IT Financial ManagementFive alternatives
Flexera One, Nicus Software, ServiceNow IT Financial Management, Serviceware Financial, VMware Tanzu CloudHealthOne alternative
Flexera OneTwo alternatives
ServiceNow IT Financial Management, ZyloLlama 4 MaverickProphix OneMicrosoft Dynamics 365Changedno first choiceno first choiceVantagenothing named
Three alternatives
Anaplan, Expensify, RampTwo alternatives
NetSuite, OdooThree alternatives
Rocketlane, Setyl, SmartSuiteQwen 3.7 FlashClariden Finance, Flexera One, ServiceNow IT Financial ManagementIBM ApptioChangedServiceNow IT Financial Management, Upland ComSciServiceNow IT Asset Managementno first choiceagainst: Certinia, FreshBooks, Kantata, NetSuite OpenAir, QuickBooks, Xero, Zoho Books
One alternative
AnaplanFour alternatives
Calero, KPMG Clarity, ServiceNow IT Financial Management, ZyloFour alternatives
BMC Helix ITFM, ClearCost, Oracle Cloud Infrastructure Cost Management & Analytics / Oracle Fusion ITFM, SAP Integrated Business Planning (IBP) for Spend Management / SAP FinOpsThree alternatives
Flexera One, Planview Portfolios, Snow SoftwareKimi K2IBM Apptio, ServiceNow IT Financial ManagementIBM Apptio CloudabilityChangedIBM ApptioIBM ApptioIBM Apptioagainst: Flexera One, IBM Apptio, IBM Apptio Cloudability, MagicOrange, Nicus Software, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Three alternatives
Flexera One, Oracle, SAPFour alternatives
Broadcom Clarity PPM, Flexera One, Nicus ITFM Platform, ServiceNow ITBMFour alternatives
Flexera One FinOps, Nicus ITFM Platform, ServiceNow IT Financial Management, VMware Tanzu CloudHealthFour alternatives
MagicOrange, Nicus Software, ServiceNow IT Financial Management, Upland ComSciThree alternatives
Flexera One, IBM Apptio Cloudability, ServiceNow IT Financial ManagementGLM 4.7 FlashXIBM ApptioIBM ApptioHeldIBM ApptioFinout, IBM Apptio Cloudabilityno first choiceagainst: FinancialForce Professional‑Services Automation (PSA) – Financial Management Cloud, Microsoft Dynamics 365 Finance, Oracle NetSuite Financials, SAP S/4HANA Finance, Workday Financial Management
Three alternatives
Flexera One, Planview Portfolios, ServiceNow IT Financial ManagementThree alternatives
BMC TrueSight, Flexera One, ServiceNow IT Financial ManagementFive alternatives
Flexera One, Nicus ITFM Platform, ServiceNow IT Financial Management, VMware Tanzu CloudHealth, VantageThree alternatives
CloudBolt, CloudZero, Nicus ITFM PlatformMiniMax M2.5ServiceNow IT Business ManagementMicrosoft Dynamics 365, Oracle NetSuiteChangedIBM ApptioServiceNow IT Financial Managementno first choiceagainst: Flexera One, IBM Apptio Cloudability, ServiceNow IT Financial Management
Two alternatives
IBM Apptio Cloudability, VMware Tanzu CloudHealthTwo alternatives
Salesforce, WorkdayFive alternatives
Flexera One, Nicus Software, ServiceNow IT Financial Management, Serviceware Financial, VMware Tanzu CloudHealthTwo alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuiteGPT-6 LunaIBM ApptioIBM ApptioHeldagainst: ServiceNow IT Financial ManagementIBM Apptio, Nicus ITFM Platformagainst: ServiceNow IT Financial ManagementIBM Apptio Costing + Apptio PlanningIBM Apptio Cloudabilityagainst: IBM Apptio, IBM Apptio Cloudability, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Two alternatives
Flexera One FinOps, ServiceNow Financial/Cost ManagementOne alternative
Nicus ITFM PlatformFour alternatives
Flexera One, MagicOrange, Serviceware Financial, USU IT Financial ManagementTwo alternatives
Flexera One, ServiceNow IT Financial ManagementThree alternatives
Flexera One, Nicus ITFM Platform, ServiceNow IT Financial ManagementMuse Glimmer 30BIBM Apptio Cloudability, ServiceNow IT Financial ManagementIBM ApptioChangedIBM ApptioServiceNow IT Financial Managementagainst: IBM Apptiono first choiceagainst: Certinia, IBM Apptio / IBM Apptio IT Financial Management, Kantata, NetSuite OpenAir, Scoro
Two alternatives
Flexera One, Planview PortfoliosTwo alternatives
IBM Apptio Cloudability, ServiceNow IT Financial ManagementFour alternatives
Flexera One, Nicus Software, ServiceNow IT Financial Management, ServicewareTwo alternatives
Altios, SmartSuiteBold 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 00:53 | yes | 18 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:47 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:52 | yes | 16 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:40 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:54 | yes | 22 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:17 | yes | 8 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:44 | yes | 21 | 45 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:21 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:59 | no | 0 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:56 | yes | 18 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:59 | yes | 21 | 60 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:18 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:52 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:25 | yes | 15 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:24 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:21 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:01 | yes | 14 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:23 | yes | 16 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:35 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:54 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:46 | yes | 24 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:59 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:47 | yes | 15 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:13 | yes | 18 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:18 | yes | 23 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:24 | yes | 17 | 94 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:54 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:42 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:52 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:18 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:52 | yes | 15 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:47 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:14 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:49 | yes | 12 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:21 | yes | 19 | 79 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:48 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:18 | yes | 9 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:20 | yes | 24 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:52 | yes | 24 | 174 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:22 | yes | 24 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:00 | yes | 8 | 33 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:20 | yes | 22 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:00 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:21 | yes | 3 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:43 | yes | 22 | 32 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:02 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:50 | yes | 25 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:55 | yes | 10 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:37 | yes | 22 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:15 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:20 | yes | 10 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:08 | yes | 23 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:58 | yes | 14 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:15 | yes | 22 | 49 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:07 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:11 | yes | 23 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:10 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:04 | yes | 3 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:36 | yes | 13 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:59 | yes | 19 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:41 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:10 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:34 | yes | 25 | 59 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:36 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:34 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:16 | yes | 23 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 24 | 42 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:14 | yes | 5 | 32 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:33 | yes | 6 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:01 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:57 | yes | 28 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:51 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:32 | yes | 22 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:49 | yes | 16 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:36 | yes | 21 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:15 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:05 | yes | 23 | 96 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:14 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:04 | yes | 8 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:45 | yes | 23 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:15 | yes | 22 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:27 | yes | 20 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:19 | yes | 4 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:16 | yes | 16 | 24 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
Broadcom read as Broadcom Clarity PPM
Broadcom (Clarity PPM) read as Broadcom Clarity PPM
Broadcom Clarity read as Broadcom Clarity PPM
Flexera read as Flexera One
Nicus read as Nicus ITFM Platform
Nicus (on ServiceNow) read as Nicus ITFM Platform
Planview read as Planview Portfolios
Planview (Clarity PPM) read as Planview Portfolios
Planview (Portfolios + PPM) read as Planview Portfolios
ServiceNow read as ServiceNow IT Financial Management
ServiceNow (ITBM / Strategic Portfolio Management) read as ServiceNow IT Financial Management
ServiceNow (ITFM + ITSM) read as ServiceNow IT Financial Management
ServiceNow (ITFM / Strategic Portfolio Management) read as ServiceNow IT Financial Management
ServiceNow Financial Management read as ServiceNow IT Financial Management
ServiceNow ITFM read as ServiceNow IT Financial Management
Unresolved, counted raw
Adaptive Planning
Alpine Metrics
Arianate
BMC TrueSight
CIO COCKPIT
Clariden Finance (formerly Apptio)
Docusign for ITFM
FinancialForce Professional‑Services Automation (PSA) – Financial Management Cloud
IBM Apptio
IBM Apptio (Cloudability + ITFM Suite)
IBM Apptio (formerly TBM Suite)
IBM Apptio (including ApptioOne, Cloudability, and Costing)
IBM Apptio / IBM Apptio IT Financial Management
IBM Apptio Costing + Apptio Planning
KPMG Clarity
Oracle Cloud ERP
Oracle Cloud IT Management
Oracle Cloud Infrastructure Cost Management & Analytics / Oracle Fusion ITFM
Oracle Fusion Cloud EPM
Oracle Fusion Cloud Financials
Oracle NetSuite Financials
SAP IT Management
SAP Integrated Business Planning (IBP) for Spend Management / SAP FinOps
SAP S/4HANA Finance
SAP S/4HANA Finance / SAP Cloud ERP
SAP SAC
Savings Plans/Reservations
ServiceNow Financial/Cost Management
Serviceware ITFM
Tangoe
USU Software Asset Management
Upland
Discontinued, still offered
No shut-down product was recommended here.