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. 54 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
59%
Clear leader
59Zylo09BetterCloud09Torii22others
59% of first choices, clear leader.
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
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-eight head-to-head pages: the top eight products, each against each
Torii vs SpendfloTorii vs CloudeagleTorii vs BetterCloudTorii vs CledaraZluri vs CormaZluri vs ZyloZluri vs SpendfloZluri vs CloudeagleZluri vs BetterCloudZluri vs CledaraCorma vs ZyloCorma vs SpendfloCorma vs CloudeagleCorma vs BetterCloudCorma vs CledaraZylo vs SpendfloZylo vs CloudeagleZylo vs BetterCloudZylo vs CledaraSpendflo vs CloudeagleSpendflo vs BetterCloudSpendflo vs CledaraCloudeagle vs BetterCloudCloudeagle vs CledaraBetterCloud vs Cledara
One product takes 59% of first choices here, so the chart would put ten 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
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, 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.
Torii20%
11 of 55 labels negative · 9 of 14 models
“crazy powerful automation... but you'll pay for it ($20K-$50K/year)." If your enterprise does not have a specific budget for this tier of tool, it should be avoided.” GLM 4.7 FlashX, negative prompt
Productiv36%
10 of 28 labels negative · 6 of 14 models · 5 hard negative
“Productiv, one of the leading enterprise SMPs, officially shut down in August 2026.** If your organization was considering Productiv, you will need to look elsewhere.” Gemini 3.5 Flash, budget prompt
Zylo10%
7 of 72 labels negative · 6 of 14 models
“The Finance-First Trap (e.g., Zylo) ... Zylo's operational automation is historically weaker than competitors like Torii” Gemini 3.5 Flash, negative prompt
BetterCloud14%
6 of 44 labels negative · 5 of 14 models · 1 hard negative
“Other Notables to Avoid for Predictability - Per-User Models (e.g., BetterCloud ~$2–8/user/mo): Costs explode at scale” Grok 4.1 Fast, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
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. 1183 links across 215 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Zylo46 answers · 81 citations · 13 models
vendor site · Cloudeagle38 answers · 66 citations · 13 models
vendor site · Corma38 answers · 55 citations · 12 models
vendor site · G236 answers · 46 citations · 14 models
vendor site · Zluri36 answers · 42 citations · 11 models
vendor site · BetterCloud32 answers · 57 citations · 11 models
vendor site · CloudNuro28 answers · 35 citations · 10 models
vendor site · SpendHound28 answers · 32 citations · 11 models
27 answers · 27 citations · 9 models
26 answers · 33 citations · 11 models
vendor site · Josys25 answers · 27 citations · 10 models
25 answers · 25 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.
27 answers · 10 models
27 answers · 9 models
26 answers · 8 models
25 answers · 9 models
25 answers · 11 models
20 answers · 10 models
20 answers · 8 models
17 answers · 9 models
17 answers · 9 models
17 answers · 8 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 | 59% | 168 | 2,400 | 110 | 13,907 | $639 | 23 | 5 |
| BetterCloud bettercloud.com | 9% | 160 | 1,300 | 8 | 26,677 | 3 | ||
| Torii toriihq.com | 9% | 172 | 9,900 | 2,475 | 11,543 | 19 | ||
| Zluri zluri.com | 6% | 189 | 720 | 10 | 6,003 | 9 | ||
| Flexera flexera.com Flexera One 4%, Snow Software 0% | 4% | 201 | 390 | 40 | 48,107 company | 31 | ||
| Vertice vertice.one | 4% | 30 | 5,400 | 138,043 | 6,013 | $1,116 | 12 | |
| ServiceNow parent site ServiceNow SAM 2% | 2% | 14 | 135,000 | 13,451 | ||||
| Cloudeagle cloudeagle.ai CloudEagle.ai 2%, Cloudeagle 0% | 2% | 34 | 170 | 10 | 28,845 | $325 | 5 | |
| SpendHound spendhound.com | 2% | 33 | 880 | 5 | 5,468 | 11 | ||
| O4volve | 2% |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (bettercloud.com, josys.com, zluri.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 4.5ZyloZluri, ZyloChangedno first choiceZylono first choicenothing named
Three alternatives
Nudge Security, Torii, ZluriTwo alternatives
Flexera One, ToriiThree alternatives
Cloudeagle, Flexera One, ZluriGPT-5.4 miniServiceNow SAM, ZyloZyloChangedBetterCloudagainst: ZyloZylono first choicenothing named
Four alternatives
BetterCloud, Flexera One, Torii, ZluriOne alternative
ProductivThree alternatives
Torii, Trelica, ZluriTwo alternatives
CloudNuro, Flexera OneGemini 3.5 FlashTorii, Zyloagainst: ProductivTorii, ZyloHeldagainst: ProductivToriiagainst: ProductivVerticeagainst: Productiv, Zylono first choiceagainst: BetterCloud, Cledara, NachoNacho, Torii, Zluri, Zylo
Three alternatives
1Password SaaS Manager, Flexera One, ZluriTwo alternatives
Flexera One, ZluriFive alternatives
1Password SaaS Manager, Cloudeagle, Flexera One, Zluri, ZyloThree alternatives
Genuity, SpendHound, ToriiPerplexity SonarZyloZyloHeldZyloVerticeno first choiceagainst: NachoNacho, Recurring, Substly
Three alternatives
BetterCloud, Flexera One, Snow AtlasTwo alternatives
Flexera One, ServiceNow SAMNine alternatives
BetterCloud, Cloudeagle, Flexera One, Sastrify, ServiceNow SAM, Spendflo, Torii, Vendr, ZluriOne alternative
ZyloGrok 4.1 FastBetterCloud, ZyloFlexera OneChangedagainst: Torii, Zlurino first choiceZyloagainst: BetterCloud, Spendflo, VendrZyloagainst: Corma, Flexera One, Productiv, Torii, Zluri
Two alternatives
Productiv, ToriiTwo alternatives
Snow, ZyloThree alternatives
SpendHound, Torii, ZluriFive alternatives
BetterCloud, Corma, Torii, Zluri, ZygonMistral SmallZluri, ZyloFlexera One, ZyloChangedBetterCloudZyloagainst: Flexera One, Productivno first choiceagainst: Sastrify, Spendflo, Torii, Vendr, Zluri, Zylo
Two alternatives
BetterCloud, ToriiOne alternative
Snow License ManagerSix alternatives
Productiv, Torii, Vendr, Vertice, Zluri, ZyloOne alternative
ToriiDeepSeek V4 FlashTorii, Zyloagainst: ProductivZyloChangedZyloSpendHoundagainst: BetterCloud, Toriino first choiceagainst: BetterCloud, Calero, Cloudeagle, FinQuery, Flexera One, Josys, Oomnitiza, Productiv, Torii, Trelica, USU
Two alternatives
BetterCloud, ZluriTwo alternatives
BetterCloud, Flexera OneNine alternatives
BetterCloud, Calero, CloudEagle.ai, Lumos, Sastrify, Spendflo, Torii, Vendr, ZluriTwo alternatives
Productiv, ZyloLlama 4 Maverickno first choiceUSU SaaS ManagementChangedno first choiceno first choiceno first choiceagainst: Snow Software, Torii, Zylo
Six alternatives
BetterCloud, Corma, SpendHound, Vertice, Zluri, ZyloOne alternative
SastrifyQwen 3.7 FlashZluriZyloChangedTorii, Zluri, ZyloToriiO4volve, Torii, Zyloagainst: Freshservice, ServiceNow SAM, Torii, Zylo
Three alternatives
Productiv, Vendr, ZyloThree alternatives
Flexera One, Productiv, ServiceNow SAMOne alternative
VantaThree alternatives
Spendflo, Vertice, ZyloFour alternatives
Jira Cloud Manager, ServiceNow CMDB, Varonis, WizKimi K2ZyloZyloHeldZyloagainst: Productiv, ZluriZylono first choicenothing named
Three alternatives
BetterCloud, CloudNuro, ProductivTwo alternatives
BetterCloud, ToriiFour alternatives
BetterCloud, CloudEagle.ai, Flexera One, ToriiOne alternative
ToriiGLM 4.7 FlashXBetterCloudZyloChangedBetterCloudBetterCloudno first choiceagainst: BetterCloud, Flexera One, Torii
Four alternatives
CloudEagle.ai, Torii, Zluri, ZyloTwo alternatives
BetterCloud, ZluriFive alternatives
1Password SaaS Manager, Calero, Flexera One, Zluri, ZyloTwo alternatives
Flexera SaaS Manager, ZyloMiniMax M2.5BetterCloud, ZyloZyloChangedBetterCloudZylono first choiceagainst: Flexera One, Torii, Zluri
One alternative
ToriiTwo alternatives
BetterCloud, SpendfloFour alternatives
Productiv, Torii, Zluri, ZyloTwo alternatives
BetterCloud, ToriiGPT-6 LunaZyloZyloHeldTorii, ZyloZylono first choiceagainst: BetterCloud, Productiv, Zylo
Two alternatives
ServiceNow SAM, ZluriTwo alternatives
Productiv, ToriiFive alternatives
BetterCloud, CloudEagle.ai, Flexera One, ServiceNow SAM, ZluriTwo alternatives
Productiv, ToriiFive alternatives
Lumos, ServiceNow SAM, Torii, Zluri, ZyloMuse Glimmer 30BBetterCloud, ZyloZyloChangedZyloCloudEagle.aino first choiceagainst: Torii, Zylo SaaS Management Platform
One alternative
TorriFour alternatives
FlexNet Manager Suite by Flexera, Spendbase, Torii, ZluriFour alternatives
BetterCloud, CloudEagle.ai, Torii, ZluriTwo alternatives
SpendHound, ZyloBold 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 01:09 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:48 | yes | 1 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:58 | yes | 13 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:59 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:08 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:48 | yes | 13 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 23 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:22 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:03 | yes | 9 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:38 | yes | 20 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:54 | yes | 21 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:48 | yes | 15 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:24 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:10 | yes | 15 | 11 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:13 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:46 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:49 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:05 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 24 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:02 | yes | 10 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:30 | yes | 25 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:04 | yes | 10 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:43 | yes | 18 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:11 | yes | 25 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:30 | yes | 25 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:08 | yes | 4 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:18 | yes | 22 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:42 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:58 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:27 | yes | 17 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:21 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:22 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:13 | yes | 7 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:03 | yes | 25 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:14 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:47 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:27 | yes | 23 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:37 | yes | 24 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:51 | yes | 13 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:51 | yes | 8 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:29 | yes | 21 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:03 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:04 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:52 | yes | 17 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:22 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:57 | yes | 22 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:35 | yes | 14 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:53 | yes | 22 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:39 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:16 | yes | 10 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:18 | yes | 15 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:51 | yes | 23 | 72 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:33 | yes | 20 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:36 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:44 | yes | 23 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:00 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:02 | yes | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:15 | yes | 8 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:10 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:17 | yes | 18 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:17 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:22 | yes | 22 | 59 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:48 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:17 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:28 | yes | 15 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:26 | yes | 19 | 46 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:54 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:04 | yes | 5 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:42 | yes | 12 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:45 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:40 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:26 | yes | 17 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:51 | yes | 18 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:17 | yes | 22 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:45 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:18 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:22 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:23 | yes | 20 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:23 | yes | 23 | 17 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:50 | yes | 22 | 56 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:23 | yes | 24 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:31 | yes | 4 | 32 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:18 | 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.
ShowHide
Category-scoped readings
Flexera read as Flexera One
ServiceNow read as ServiceNow SAM
Unresolved, counted raw
Alleyoop
FinQuery
FlexNet Manager Suite by Flexera
Flexera SaaS Manager
Jira Cloud Manager
O4volve
Oomnitiza
Recurring
ServiceNow CMDB
Snow License Manager
Spur
Toric
Torri
USU SaaS Management
Zylo SaaS Management Platform
Discontinued, still offered
No shut-down product was recommended here.