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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
50%
Clear leader
50IBM Apptio15IBM Apptio Cloudability08Nicus ITFM Platform27others
50% of first choices, clear leader.
Since October 2026▲+21Since October 2026: 29% → 50%, +21 points. Past the 11-point floor: movement.IBM Apptio held the lead, +21 points on 29%, 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.Standing →EnterpriseIBM Apptio50%Clear leader▲+21Since October 2026: 29% → 50%, +21 points. Past the 11-point floor: movement.This page
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 rateLabelsQuadrantSince October 2026
01IBM Apptio50%20%46endorsed leader▲+21Since October 2026: 29% → 50%, +21 points. Past the 11-point floor: movement.29% → 50%
02
IBM Apptio Cloudability15%18%38accepted challenger▼−5Since October 2026: 20% → 15%, −5 points. Inside the 11-point floor: within noise.20% → 15%
IBM Apptio Cloudability15%18%38accepted challenger▼−5Since October 2026: 20% → 15%, −5 points. Inside the 11-point floor: within noise.20% → 15%03
Nicus ITFM Platform8%8%38accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
Nicus ITFM Platform8%8%38accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%04
ServiceNow IT Financial Management6%23%48accepted challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%
ServiceNow IT Financial Management6%23%48accepted challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%05
SAP S/4HANA4%18%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
SAP S/4HANA4%18%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%06
Flexera One2%11%46accepted challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%
Flexera One2%11%46accepted challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%Show the three products at 0%, ordered by negative rate
09
VMware Tanzu CloudHealth0%38%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
VMware Tanzu CloudHealth0%38%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08Serviceware0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
07
MagicOrange0%9%23accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
MagicOrange0%9%23accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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
020304050607S08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01IBM Apptio50%
02IBM Apptio Cloudability15%
IBM Apptio Cloudability15%03Nicus ITFM Platform8%
Nicus ITFM Platform8%04ServiceNow IT Financial Management6%
ServiceNow IT Financial Management6%05SAP S/4HANA4%
SAP S/4HANA4%06Flexera One2%
Flexera One2%07MagicOrange0%
MagicOrange0%08Serviceware0%
09VMware 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, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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
20%
9 of 46 labels negative · 8 of 14 models · 3 hard negative
“Frequently labeled a "criticized challenger" in AI evaluations for large enterprises... Some AI models explicitly advise avoiding it on limited budgets” Grok 4.20, negative prompt
ServiceNow IT Financial Management23%
11 of 48 labels negative · 8 of 14 models · 1 hard negative
“Avoid ServiceNow ITFM as a standalone buy if you are not already committed to ServiceNow ITSM/CMDB.” GLM 4.7 FlashX, negative prompt
IBM Apptio Cloudability18%
7 of 38 labels negative · 6 of 14 models · 3 hard negative
“AI models and enterprise buyers frequently flag these as "avoid" if your IT spend is highly hybrid” Qwen 3.7 Flash, negative prompt
VMware Tanzu CloudHealth38%
8 of 21 labels negative · 6 of 14 models · 3 hard negative
“Vendors with post-acquisition price volatility and rigid commercial models, e.g., CloudHealth/Broadcom, where renewals have risen 30-50%” Muse Glimmer 30B, 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
76 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. 964 links across 264 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.
39 answers · 106 citations · 10 models
vendor site · G228 answers · 39 citations · 9 models
27 answers · 46 citations · 9 models
vendor site · CostAnalyst25 answers · 36 citations · 10 models
24 answers · 24 citations · 10 models
vendor site · InvGate20 answers · 20 citations · 9 models
vendor site · Rocketlane19 answers · 19 citations · 9 models
18 answers · 19 citations · 8 models
vendor site · Flexera16 answers · 22 citations · 9 models
vendor site · SourceForge15 answers · 19 citations · 7 models
13 answers · 13 citations · 9 models
publisher (Gane)12 answers · 17 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.
22 answers · 10 models
20 answers · 9 models
19 answers · 9 models
16 answers · 9 models
15 answers · 8 models
13 answers · 6 models
13 answers · 7 models
13 answers · 9 models
12 answers · 6 models
11 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| IBM Apptio | 50% | 390 | 67 | ||||
| IBM parent site IBM Apptio Cloudability 15% | 15% | 204 | 201,000 | 34,098 | |||
| Nicus ITFM Platform nicus.com | 8% | 87 | 0 | 19,779 | 7 | 1 | |
| ServiceNow parent site ServiceNow IT Financial Management 6%, ServiceNow Strategic Portfolio Management 0% | 6% | 97 | 135,000 | 13,451 | |||
| SAP parent site SAP S/4HANA 4% | 4% | 11 | 135,000 | 74,309 | |||
| Microsoft parent site Microsoft Dynamics 365 2%, Microsoft Dynamics 365 Finance 2% | 4% | 5 | 2,240,000 | 403,136 | |||
| Flexera flexera.com Flexera One 2% | 2% | 176 | 210 | 0 | 48,107 company | 31 | |
| Planview Portfolios planview.com | 2% | 34 | 170 | 5 | 126,803 | 120 | |
| Altios altios.ai | 2% | 3 | |||||
| Acumatica | 2% | 12,100 | 242 |
Google's top ten for the three searches hold 24 sites; 1 of them are among the sites the models cited here (apptio.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 4.5Nicus ITFM PlatformSAP S/4HANAChangedSAP S/4HANAAcumaticano first choiceagainst: IBM OpenPages, Kubecost, MetricStream, OneTrust, SAP GRC
Five alternatives
ApptioOne, ClearCost IT Financial Management, Oracle Fusion Cloud Financials, SAP S/4HANA, ServiceNow IT Business ManagementFour alternatives
Microsoft Dynamics 365, Oracle NetSuite, Salesforce, Zoho OneSix alternatives
Flexera One, Microsoft Dynamics 365 Finance, NetSuite OpenAir, Oracle Fusion Cloud ERP, ServiceNow IT Financial Management, Workday Financial ManagementTwo alternatives
IBM Apptio, ServiceNow IT Financial ManagementGPT-5.4 miniIBM ApptioIBM Apptio CloudabilityChangedagainst: ExcelIBM ApptioIBM Apptiono first choicenothing named
Three alternatives
Brightfin, Flexera One, ServiceNow IT Financial ManagementOne alternative
Flexera OneSeven alternatives
Bee360, CostLens, EZTBM, Flexera One FinOps, IBM Apptio Cloudability, MagicOrange, ServiceNow IT Business ManagementOne alternative
FinoutGemini 3.5 FlashIBM ApptioIBM ApptioHeldIBM ApptioNicus ITFM Platformagainst: IBM Apptiono first choiceagainst: AWS Cost Explorer, Broadcom Clarity PPM, Google Cloud Cost Management, IBM Apptio, Microsoft Cost Management, Oracle Fusion Cloud ERP, SAP S/4HANA, VMware, Workday
Four alternatives
Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial ManagementFive alternatives
Anaplan for IT Financial Management, Flexera One, Magic Orange, Nicus ITFM Platform, ServiceNow IT Financial ManagementSeven alternatives
Brightfin, CostPerform, Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial Management, Serviceware FinancialTwo alternatives
MagicOrange, Serviceware FinancialPerplexity SonarIBM ApptioMicrosoft Dynamics 365Changedagainst: Oracle NetSuiteIBM ApptioNicus ITFM Platformno first choiceagainst: Anaplan, NetSuite, SAP, Workday
Four alternatives
Flexera One, Nicus ITFM Platform, ServiceNow IT Financial Management, VMware Tanzu CloudHealthTwo alternatives
Oracle Fusion Cloud ERP, SAP S/4HANASix alternatives
Bee360, Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial Management, ServicewareOne alternative
IBM ApptioGrok 4.20IBM Apptioagainst: Oracle Financials, SAP S/4HANAIBM Apptio CloudabilityChangedIBM ApptioIBM Apptioagainst: Flexera One, VMware Tanzu CloudHealthIBM Apptioagainst: Flexera One, Harness Cloud Cost Management, IBM Apptio Cloudability, VMware Tanzu CloudHealthagainst: Flexera One, IBM Apptio, ServiceNow IT Financial Management, Trintech, VMware Tanzu CloudHealth, Workday Financial Management
Two alternatives
IBM Apptio Cloudability, ServiceNow IT Financial ManagementFour alternatives
Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial ManagementFive alternatives
Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial Management, VMware Aria CostFour alternatives
Brightfin, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial ManagementTwo alternatives
Nicus ITFM Platform, ServiceNow IT Financial ManagementMistral SmallIBM ApptioIBM Apptio CloudabilityChangedIBM Apptio CloudabilityIBM ApptioIBM Apptio Cloudabilityagainst: Flexera One, IBM Apptio, IBM Apptio Cloudability, Nicus ITFM Platform, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Two alternatives
Flexera One, ServiceNow IT Financial ManagementTwo alternatives
Flexera One, ServiceNow IT Financial ManagementThree alternatives
Flexera One, ServiceNow IT Financial Management, VMware Tanzu CloudHealthTwo alternatives
CostAnalyst, FinoutFour alternatives
Flexera One, SolarWinds, VMware Tanzu CloudHealth, ZyloDeepSeek V4 FlashIBM ApptioIBM ApptioHeldIBM ApptioIBM Apptiono first choiceagainst: BMC Remedy, IBM Apptio Cloudability, MagicOrange, Nicus ITFM Platform, Oracle EPM for IT, SAP FI/CO-based IT costing, Serviceware, Upland ComSci, nOps
Five alternatives
Flexera One, IBM Apptio Cloudability, Nicus ITFM Platform, ServiceNow IT Financial Management, VMware Tanzu CloudHealthOne alternative
ServiceNow IT Financial ManagementSix alternatives
CloudZero, Finout, Flexera One, Planview Portfolios, ServiceNow IT Financial Management, VMware Tanzu CloudHealthTwo alternatives
CloudZero, ServiceNow Cloud Cost ManagementLlama 4 MaverickNicus ITFM PlatformIBM Apptio CloudabilityChangedno first choiceno first choiceno first choiceagainst: IBM Apptio, IBM Apptio Cloudability, Nicus ITFM Platform, VMware Tanzu CloudHealth, Workday
Five alternatives
Flexera One, IBM Apptio, ServiceNow IT Financial Management, Serviceware, VMware Tanzu CloudHealthOne alternative
Salesforce CRMQwen 3.7 FlashServiceNow IT Financial ManagementMicrosoft Dynamics 365 FinanceChangedIBM Apptio Cloudabilityagainst: BMC, IBM, ManageEngine IT Asset Manager / Invoice ExpertServiceNow IT Financial Managementno first choiceagainst: IBM Apptio, IBM Apptio Cloudability, NetSuite OpenAir, Scoro, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Three alternatives
Anaplan, Flexera One, Snow SoftwareThree alternatives
Oracle ERP Cloud, SAP S/4HANA, WorkdayThree alternatives
Densify, Flexera One, ServiceNow FinancialsThree alternatives
BMC Helix CMDB, IBM Apptio Cloudability, Snow SoftwareKimi K2IBM ApptioIBM ApptioHeldagainst: ServiceNow IT Financial ManagementIBM ApptioIBM ApptioIBM Apptioagainst: MagicOrangeagainst: Flexera One, IBM Apptio, ServiceNow IT Financial Management
Two alternatives
Flexera One IT Visibility, ServiceNow IT Financial ManagementFour alternatives
Flexera One, MagicOrange, Nicus ITFM Platform, ServicewareFive alternatives
Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow Strategic Portfolio Management, Serviceware FinancialFour alternatives
Altios, Brightfin, Nicus ITFM Platform, ServiceNow ITFM with Nicus or BrightfinThree alternatives
Flexera One, Nicus ITFM Platform, ServiceNow IT Financial ManagementGLM 4.7 FlashXIBM ApptioIBM Apptio CloudabilityChangedIBM ApptioIBM Apptio CloudabilityFlexera One, IBM Apptio, Planview Portfolios, ServiceNow IT Financial Managementagainst: Certinia, CloudZero, IBM Apptio, Kantata, NetSuite OpenAir, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Three alternatives
Altios AI, Bee360, IBM Apptio CloudabilityTwo alternatives
SAP, ServiceNow IT Financial ManagementSeven alternatives
CloudZero, Finout, Flexera One, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial Management, VMware Tanzu CloudHealthTwo alternatives
Altios, ServiceNow IT Financial ManagementMiniMax M2.5IBM ApptioSAP S/4HANAChangedIBM Apptioagainst: Workday Financial Managementno first choiceno first choiceagainst: IBM Apptio, ServiceNow IT Financial Management
Three alternatives
Flexera One, SAP Analytics Cloud, ServiceNow Strategic Portfolio Management (SPM) – ITFMThree alternatives
Oracle Fusion Cloud ERP, Salesforce, WorkdayFour alternatives
CloudZero, Flexera One, SAP S/4HANA, ServiceNow Strategic Portfolio ManagementGPT-6 LunaIBM ApptioIBM Apptio's TBM platformChangedIBM Apptio, MagicOrange, Nicus ITFM Platform, Serviceware Financialagainst: ServiceNow IT Financial ManagementIBM Apptio Costing + Planningagainst: ServiceNow IT Financial Managementno first choiceagainst: AWS, Azure, Broadcom CloudHealth, Google Cloud cost tools, IBM Apptio Cloudability, ServiceNow IT Financial Management
Four alternatives
Flexera One, IBM Apptio Cloudability, Nicus ITFM Platform, ServiceNow IT Financial ManagementThree alternatives
Flexera One, IBM Apptio Cloudability, ServiceNow IT Financial ManagementTwo alternatives
CostPerform, Upland ComSciTwo alternatives
Flexera One, Nicus ITFM PlatformMuse Glimmer 30BIBM ApptioIBM ApptioHeldIBM Apptio CloudabilityAltios, IBM Apptiono first choiceagainst: AWS Cost Explorer, IBM Apptio / IBM Apptio Cloudability, ServiceNow IT Financial Management, VMware Tanzu CloudHealth
Three alternatives
Flexera One, Nicus ITFM Platform, ServiceNow IT Financial ManagementTwo alternatives
Nicus ITFM Platform, ServicewareFour alternatives
MagicOrange, SAP, ServiceNow IT Financial Management, ServicewareFive alternatives
Brightfin, MagicOrange, Nicus ITFM Platform, ServiceNow IT Financial Management, ServicewareBold 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 18:31 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:32 | yes | 4 | 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 17:12 | yes | 7 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 19:00 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:39 | yes | 10 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:14 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:19 | yes | 22 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:16 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:28 | yes | 19 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:03 | yes | 24 | 74 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:31 | yes | 10 | 105 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:33 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:56 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:36 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:57 | yes | 3 | 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 13:32 | yes | 7 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 18:55 | yes | 10 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:22 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:51 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:44 | yes | 25 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:30 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:55 | yes | 5 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:08 | yes | 20 | 40 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:53 | yes | 14 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:52 | no | 0 | 11 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:00 | yes | 4 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:36 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:17 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:28 | yes | 5 | 8 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 09:01 | yes | 14 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:05 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:09 | yes | 10 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:27 | yes | 20 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:26 | yes | 24 | 58 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:18 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:39 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:27 | yes | 25 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:31 | yes | 25 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:48 | yes | 20 | 37 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:04 | yes | 8 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:25 | yes | 25 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:01 | yes | 19 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:44 | yes | 3 | 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 11:40 | yes | 6 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 18:31 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:56 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:09 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:40 | yes | 25 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:50 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:25 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:40 | yes | 20 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:57 | yes | 25 | 73 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:27 | yes | 24 | 69 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:54 | yes | 4 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:07 | yes | 12 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:50 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:47 | yes | 4 | 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 14:28 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:54 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:59 | yes | 15 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:20 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:09 | yes | 23 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:57 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:30 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:52 | yes | 24 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:53 | yes | 25 | 132 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:36 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:53 | yes | 6 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:38 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:46 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:07 | yes | 4 | 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 14:21 | yes | 9 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 19:28 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:28 | yes | 15 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:17 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:09 | yes | 25 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:22 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:32 | yes | 5 | 17 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:09 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:29 | yes | 22 | 83 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:43 | yes | 15 | 30 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:08 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:52 | yes | 23 | 25 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
Flexera read as Flexera One
Flexera (Flexera One) read as Flexera One
Harness read as Harness Cloud Cost Management
Nicus read as Nicus ITFM Platform
Nicus Software read as Nicus ITFM Platform
Oracle Cloud ERP read as Oracle Fusion Cloud ERP
Planview read as Planview Portfolios
ServiceNow read as ServiceNow IT Financial Management
ServiceNow (IT Financial Management & SPM) read as ServiceNow IT Financial Management
ServiceNow (Native SPM/ITFM module) read as ServiceNow IT Financial Management
ServiceNow ITFM read as ServiceNow IT Financial Management
ServiceNow ITFM (IT Business Management) read as ServiceNow IT Financial Management
ServiceNow ITFM (IT Financial Management) read as ServiceNow IT Financial Management
ServiceNow ITFM (with TBM capabilities) read as ServiceNow IT Financial Management
Unresolved, counted raw
Altios AI
Anaplan for IT Financial Management
ClearCost IT Financial Management
Densight
GEP SMART
Google Cloud cost tools
IBM Apptio
IBM Apptio (Apptio One, Cloudability, Targetprocess)
IBM Apptio (ApptioOne / Enterprise TBM Suite)
IBM Apptio (ApptioOne)
IBM Apptio (Cloudability + TBM suite)
IBM Apptio (Cloudability)
IBM Apptio (Core Platform)
IBM Apptio (TBM Suite)
IBM Apptio (including ApptioOne and Cloudability)
IBM Apptio (including Cloudability)
IBM Apptio / IBM Apptio Cloudability
IBM Apptio Costing + Planning
IBM Apptio's TBM platform
Infor CloudSuite
Ivalua
ManageEngine IT Asset Manager / Invoice Expert
Microsoft Dynamics 365 Sales
Mindsprint Procuresprint
Oracle EPM for IT
Oracle ERP Cloud
Oracle Financials
Oracle HCM Cloud
Redwood
SAP CRM
SAP FI/CO-based IT costing
Salesforce CRM
Salesforce plus an ERP
Saviom
ServiceNav
ServiceNow Financials
ServiceNow ITFM with Nicus or Brightfin (Proven Optics)
ServiceNow Strategic Portfolio Management (SPM) – ITFM
Servicewise
Trintech (Cadency/Adra)
Unit4 ERPx
Upland (ComSci)
oplan
Discontinued, still offered
No shut-down product was recommended here.