SaaS management platforms for enterprise buyers
Asked as “SaaS management platform”, and as “SaaS spend and license management tool”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
69%
Clear leader
69Zylo12Torii08BetterCloud12others
69% of first choices, clear leader.
Since October 2026▲+10Since October 2026: 59% → 69%, +10 points. Inside the 11-point floor: within noise.Zylo held the lead, +10 points on 59%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Substly22%Contested▲+3Since October 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise.Standing →Mid-market
Torii26%Contested▼−8Since October 2026: 34% → 26%, −8 points. Inside the 11-point floor: within noise.Standing →Enterprise
Zylo69%Clear leader▲+10Since October 2026: 59% → 69%, +10 points. Inside the 11-point floor: within noise.This page
Substly22%Contested▲+3Since October 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise.Standing →Mid-marketTorii26%Contested▼−8Since October 2026: 34% → 26%, −8 points. Inside the 11-point floor: within noise.Standing →EnterpriseZylo69%Clear leader▲+10Since October 2026: 59% → 69%, +10 points. Inside the 11-point floor: within noise.This pageThe 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
01Zylo69%7%69endorsed leader▲+10Since October 2026: 59% → 69%, +10 points. Inside the 11-point floor: within noise.59% → 69%
Zylo69%7%69endorsed leader▲+10Since October 2026: 59% → 69%, +10 points. Inside the 11-point floor: within noise.59% → 69%02Torii12%12%60accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%
Torii12%12%60accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%03
BetterCloud8%14%57accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%
BetterCloud8%14%57accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%04
CloudEagle.ai6%3%32accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
CloudEagle.ai6%3%32accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%05
Zluri2%11%45accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
Zluri2%11%45accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%06Flexera One SaaS Management2%11%35accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Show the four products at 0%, ordered by negative rate
10
Productiv0%50%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Productiv0%50%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Vendr0%24%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Vendr0%24%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Nudge Security0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Nudge Security0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
ServiceNow SAM0%17%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
ServiceNow SAM0%17%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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 twenty-eight head-to-head pages: the top eight products, each against each
Torii vs BetterCloudTorii vs CledaraTorii vs CormaTorii vs JosysZylo vs ZluriZylo vs CloudEagle.aiZylo vs BetterCloudZylo vs CledaraZylo vs CormaZylo vs JosysZluri vs CloudEagle.aiZluri vs BetterCloudZluri vs CledaraZluri vs CormaZluri vs JosysCloudEagle.ai vs BetterCloudCloudEagle.ai vs CledaraCloudEagle.ai vs CormaCloudEagle.ai vs JosysBetterCloud vs CledaraBetterCloud vs CormaBetterCloud vs JosysCledara vs CormaCledara vs JosysCorma vs Josys
One product takes 69% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 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.
Productiv50%
16 of 32 labels negative · 11 of 14 models · 13 hard negative
“Productiv abruptly shut down operations in August 2026... Ensure Productiv is removed from any active vendor procurement cycles or migrations.” Gemini 3.5 Flash, negative prompt
Torii12%
7 of 60 labels negative · 7 of 14 models
“Torii is widely described as an "enterprise beast" that is "crazy powerful" but expensive... Torii can become a financial burden” GLM 4.7 FlashX, negative prompt
BetterCloud14%
8 of 57 labels negative · 6 of 14 models · 1 hard negative
“Avoid platforms that price per *active user* (like BetterCloud) if you need strict predictability” DeepSeek V4 Flash, budget prompt
Vendr24%
5 of 21 labels negative · 5 of 14 models · 1 hard negative
“it received 0% endorsement in the governance/management category. Large enterprises should avoid using a procurement tool as their sole SaaS governance platform” GLM 4.7 FlashX, 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
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. 922 links across 209 sites, every framing counted. Ranked by the number of answers carrying the site or page. 30 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 · 57 citations · 12 models
vendor site · Zylo38 answers · 72 citations · 13 models
vendor site · Cloudeagle36 answers · 72 citations · 12 models
vendor site · G235 answers · 60 citations · 12 models
vendor site · BetterCloud23 answers · 29 citations · 13 models
vendor site · Corma22 answers · 28 citations · 9 models
vendor site · GroWrk21 answers · 21 citations · 9 models
20 answers · 20 citations · 10 models
publisher (Gane)15 answers · 19 citations · 9 models
vendor site · Rework13 answers · 15 citations · 8 models
13 answers · 13 citations · 6 models
vendor site · 1Password12 answers · 12 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.
25 answers · 11 models
24 answers · 11 models
21 answers · 9 models
20 answers · 10 models
15 answers · 9 models
13 answers · 6 models
13 answers · 8 models
13 answers · 9 models
11 answers · 9 models
11 answers · 5 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 saas management platform”, “saas management platform”, “saas 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 |
|---|---|---|---|---|---|---|---|---|
| Zylo zylo.com | 69% | 161 | 2,400 | 110 | 13,907 | $639 | 23 | 5 |
| Torii toriihq.com | 12% | 174 | 9,900 | 2,475 | 11,543 | 19 | ||
| BetterCloud bettercloud.com | 8% | 180 | 1,300 | 8 | 26,677 | 3 | ||
| CloudEagle.ai cloudeagle.ai | 6% | 90 | 50 | 2 | 28,845 | $325 | 5 | |
| Zluri zluri.com | 2% | 184 | 720 | 10 | 6,003 | 9 | ||
| Flexera flexera.com Flexera One SaaS Management 2% | 2% | 50 | 48,107 company | 31 | ||||
| Rippling rippling.com | 2% | 13 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| ServiceNow parent site ServiceNow SAM 0% | 0% | 29 | 135,000 | 13,451 | ||||
| Vendr vendr.com | 0% | 55 | 1,600 | 533 | 46,494 | 0 | ||
| Lumos lumos.com | 0% | 94 | 49,500 | 2,739 | 26,754 | $14 | 23 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (1password.com, bettercloud.com, zylo.com). The first result for “best saas management platform” is hollat.net.
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 SaaS management platform for an enterprise B2B company?”Paraphrase“Which SaaS spend and license management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade SaaS management platforms and how do they differ?”Budget-constrained“What is the best SaaS 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 a SaaS management platform. What should we look at?”Negative“Which SaaS management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ToriiZyloChangedZyloFlexera One SaaS Managementno first choicenothing named
Two alternatives
Zluri, ZyloOne alternative
BetterCloudFour alternatives
BetterCloud, CloudEagle.ai, Torii, ZluriFour alternatives
BetterCloud, CloudEagle.ai, Zluri, ZyloGPT-5.4 miniBetterCloudZyloChangedToriiagainst: ProductivZylono first choicenothing named
Four alternatives
Flexera One SaaS Management, ServiceNow SAM, Torii, ZyloTwo alternatives
BetterCloud, VerticeSeven alternatives
1Password SaaS Manager, BetterCloud, CloudEagle.ai, Lumos, ServiceNow SAM, Zluri, ZyloOne alternative
BetterCloudGemini 3.5 FlashZyloZyloHeldFlexera One SaaS Management, ZyloTorii, Zylono first choiceagainst: Augmentt, BetterTracker, Cledara, CoreView, Najar, Productiv, Sastrify, Spendbase, Spendflo, StackKeep, Trelica, Vendr, Vertice
Six alternatives
BetterCloud, CloudEagle.ai, Lumos, Nudge Security, Torii, ZluriFour alternatives
Productiv, ServiceNow Software Asset Management, Torii, ZluriSix alternatives
BetterCloud, Lumos, Nudge Security, Productiv, Torii, ZluriThree alternatives
Spendflo, Vendr, ZluriPerplexity SonarZyloZyloHeldagainst: VendrZyloZyloagainst: Toriino first choiceagainst: Productiv
Two alternatives
Torii, ZluriFour alternatives
CloudEagle.ai, Flexera One SaaS Management, ServiceNow SAM, ToriiSix alternatives
BetterCloud, CloudEagle.ai, Flexera One SaaS Management, Lumos, Torii, ZluriTwo alternatives
CloudEagle.ai, SpendHoundGrok 4.20Torii, ZyloZyloChangedZyloZyloZyloagainst: BetterCloud, CloudEagle.ai, Flexera One SaaS Management, Freshservice, Lumos, Productiv, Sastrify, ServiceNow SAM, Zluri, Zylo
Two alternatives
BetterCloud, ZluriSeven alternatives
Cledara, Flexera One SaaS Management, Snow Atlas, Torii, Tropic, Vendr, VerticeFour alternatives
BetterCloud, Productiv, Torii, ZluriFour alternatives
BetterCloud, CloudEagle.ai, Torii, ZluriFour alternatives
BetterCloud, Flexera One SaaS Management, Torii, ZluriMistral SmallBetterCloudCloudEagle.ai, ZyloChangedBetterCloudZylono first choiceagainst: BetterCloud, Productiv, Torii, Zylo
Three alternatives
Productiv, Torii, ZyloThree alternatives
BetterCloud, Flexera One SaaS Management, ServiceNow SAMEight alternatives
CoreSuite, Josys, Nudge Security, Productiv, Sastrify, Torii, Vertice, ZyloTwo alternatives
BetterCloud, ProductivDeepSeek V4 FlashZyloZyloHeldZyloagainst: ProductivZyloagainst: BetterCloud, ProductivToriiagainst: 1Password SaaS Manager, BetterCloud, Flexera One SaaS Management, Nudge Security, Productiv, Torii, Zylo
Four alternatives
BetterCloud, Flexera One SaaS Management, Torii, ZluriThree alternatives
CloudEagle.ai, Flexera One SaaS Management, ServiceNow SAMFive alternatives
BetterCloud, CloudEagle.ai, Flexera One SaaS Management, Torii, ZluriTwo alternatives
Auvik SaaS Mgmt, ToriiFour alternatives
BetterCloud, Vendr, Zluri, ZyloLlama 4 MaverickZylono first choiceChangedZylono first choiceZyloagainst: Adaptive Shield, Nudge Security, Productiv, Spendflo, Vendr, Wing Security
Three alternatives
BetterCloud, Torii, ZluriSix alternatives
1Password SaaS Manager, BetterCloud, Flexera One SaaS Management, Productiv, Torii, ZluriFive alternatives
BetterCloud, CloudEagle.ai, Sastrify, Torii, VendrQwen 3.7 FlashRippling, Toriiagainst: ServiceNow SAMCloudEagle.aiChangedZyloZyloZyloagainst: ServiceNow IT Asset Managementagainst: Broadcom Layer7 API Gateway, Excel, Flexera One SaaS Management, Freshservice, Jira, ServiceNow SAM, Snow Software
Three alternatives
Drata, Vanta, ZluriSeven alternatives
BetterCloud, Flexera One SaaS Management, ServiceNow SAM, Torii, Tropic, Zluri, ZyloFour alternatives
BetterCloud, Flexera One SaaS Management, Torii, ZluriTwo alternatives
CloudEagle.ai, VerticeFour alternatives
BetterCloud, CloudEagle.ai, CloudNuro, VerticeKimi K2ZyloZyloHeldZyloagainst: Productiv, SailPointZyloagainst: Productiv, ZluriToriiagainst: Productivagainst: BetterCloud, Freshservice, Torii, Zylo
Two alternatives
BetterCloud, ToriiTwo alternatives
Flexera One SaaS Management, ToriiFive alternatives
BetterCloud, Spendflo, Torii, Vendr, ZluriFour alternatives
BetterCloud, CloudEagle.ai, Flexera One SaaS Management, ToriiThree alternatives
BetterCloud, Zluri, ZyloGLM 4.7 FlashXBetterCloudZyloChangedBetterCloudZylono first choiceagainst: Productiv, Spendflo, Torii, Vendr
Four alternatives
Flexera One SaaS Management, ServiceNow SAM, Zscaler SSPM, ZyloFour alternatives
CloudEagle.ai, Flexera One SaaS Management, ServiceNow SAM, VendrFive alternatives
1Password SaaS Manager, SailPoint Identity Security Cloud, Torii, Zluri, ZyloOne alternative
BetterCloudMiniMax M2.5ZyloCloudEagle.ai, ZyloChangedBetterCloudZyloagainst: BetterCloud, Productiv, Torii, ZluriBetterCloud, Zluriagainst: Vendragainst: BetterCloud, Flexera One SaaS Management, Freshservice, SailPoint, Zluri
One alternative
BetterCloudThree alternatives
Productiv, Vendr, ZluriFour alternatives
Productiv, Torii, Zluri, ZyloThree alternatives
CloudEagle.ai, Seatbase SMP, VendrTwo alternatives
Spendflo, ZyloGPT-6 LunaZyloZyloHeldno first choiceagainst: ProductivZylono first choiceagainst: BetterCloud, Productiv, Torii, Zluri, Zylo
Three alternatives
ServiceNow SAM, Torii, ZluriTwo alternatives
Torii, ZluriEight alternatives
1Password, BetterCloud, Calero, Flexera One SaaS Management, ServiceNow SAM, Torii, Zluri, ZyloTwo alternatives
Flexera One SaaS Management, ToriiMuse Glimmer 30BZyloZyloHeldno first choiceZylono first choicenothing named
Two alternatives
BetterCloud, ToriiFour alternatives
CloudEagle.ai, Flexera One SaaS Management, FlexeraOne, ToriiFive alternatives
BetterCloud, Flexera One SaaS Management, Torii, Zluri, ZyloOne alternative
BetterCloudBold 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 15:09 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:46 | 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 09:07 | yes | 10 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:19 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:58 | yes | 14 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:25 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:14 | yes | 16 | 45 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:06 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:02 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:20 | yes | 10 | 57 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:05 | yes | 24 | 140 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:52 | yes | 5 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:26 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:23 | yes | 15 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:20 | yes | 18 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:16 | yes | 5 | 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 09:15 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:44 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:30 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:31 | yes | 23 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:34 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:58 | yes | 8 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:14 | yes | 15 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:28 | yes | 24 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:49 | yes | 5 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:09 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:55 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:55 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:58 | yes | 3 | 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 10:08 | yes | 13 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:43 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:11 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:13 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:45 | yes | 24 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:27 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:36 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:01 | yes | 20 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:31 | yes | 24 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:49 | yes | 8 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:06 | yes | 10 | 65 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:14 | yes | 25 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:36 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:20 | 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 14:31 | yes | 11 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:23 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:31 | yes | 20 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:22 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:11 | yes | 20 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:31 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:02 | yes | 5 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:44 | yes | 25 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:51 | yes | 14 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:36 | yes | 14 | 53 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:09 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:58 | yes | 12 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:56 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:50 | 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 09:52 | no | 0 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 18:36 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:18 | yes | 15 | 21 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:26 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:17 | yes | 20 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:15 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:53 | yes | 10 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:30 | yes | 10 | 113 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:36 | yes | 23 | 77 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:13 | yes | 10 | 52 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:02 | yes | 3 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:14 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:44 | yes | 19 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:25 | yes | 5 | 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 19:16 | yes | 10 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:57 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:48 | yes | 15 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:41 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:05 | yes | 24 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:46 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:48 | yes | 15 | 63 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:00 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:06 | yes | 25 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:36 | yes | 24 | 59 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:04 | yes | 4 | 35 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:14 | yes | 25 | 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
CloudEagle read as CloudEagle.ai
Flexera read as Flexera One SaaS Management
Flexera (Flexera One) read as Flexera One SaaS Management
Flexera (formerly Snow) read as Flexera One SaaS Management
Flexera One read as Flexera One SaaS Management
Flexera One (FlexeraOne) read as Flexera One SaaS Management
Flexera One (formerly Flexera Software) read as Flexera One SaaS Management
ServiceNow read as ServiceNow SAM
Unresolved, counted raw
Auvik SaaS Mgmt
BetterCloud Spend Optimization
BetterTracker
Ivanti Neurons for SaaS
Seatbase SMP
ServiceNow Software Asset Management (SAM)
Snow SaaS Management Platform
StackKeep
Vertice or Sastrify
Discontinued, still offered
No shut-down product was recommended here.