SaaS management platforms
Asked as “SaaS management platform”, and as “SaaS spend and license management tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the 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
34%
Contested · Zluri 18%
34Torii18Zluri12SpendHound36others
34% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the seven products at 0%, ordered by negative rate
12
1Password SaaS Manager0%7%15accepted challengernewNew since September 2026: not ranked then, 0% now.
1Password SaaS Manager0%7%15accepted challengernewNew since September 2026: not ranked then, 0% now.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 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
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 →
01
02
03
04
05
06
07
08
09
10T11
12S13
14
15
16Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Torii34%
Torii34%02Zluri18%
Zluri18%03Corma6%
Corma6%04Zylo4%
Zylo4%05Spendflo4%
Spendflo4%06Cloudeagle4%
Cloudeagle4%07BetterCloud2%
BetterCloud2%08Cledara2%
Cledara2%09Josys2%
Josys2%10Vendr0%
Vendr0%11Trelica0%
121Password SaaS Manager0%
1Password SaaS Manager0%13Sastrify0%
14Vertice0%
Vertice0%15Lumos0%
Lumos0%16Productiv0%
Productiv0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Zluri22%
12 of 54 labels negative · 11 of 14 models · 6 hard negative
“Zluri is a SaaS management platform that some people may want to avoid or be cautious about due to concerns over its maturity and practices” Llama 4 Maverick, negative prompt
BetterCloud26%
11 of 42 labels negative · 8 of 14 models · 1 hard negative
“Avoid Zylo, Productiv, and BetterCloud.” Gemini 3.5 Flash, negative prompt
Productiv65%
13 of 20 labels negative · 6 of 14 models · 7 hard negative
“Productiv has shut down: Productiv was historically a leading recommendation in this space, but the company abruptly ceased operations” Gemini 3.5 Flash, paraphrase prompt
Zylo16%
8 of 51 labels negative · 4 of 14 models · 3 hard negative
“Platforms to Avoid on a Tight Budget ... **Zylo** | Starts at ~$30,000/year” Kimi K2, 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
77 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. 1057 links across 192 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 · Corma44 answers · 93 citations · 11 models
vendor site · Zluri34 answers · 46 citations · 12 models
vendor site · G232 answers · 60 citations · 12 models
28 answers · 39 citations · 13 models
vendor site · Cloudeagle28 answers · 38 citations · 11 models
vendor site · Zylo28 answers · 38 citations · 11 models
vendor site · Josys25 answers · 28 citations · 12 models
vendor site · SpendHound23 answers · 24 citations · 12 models
21 answers · 21 citations · 9 models
vendor site · CloudNuro20 answers · 22 citations · 12 models
vendor site · BetterCloud17 answers · 27 citations · 11 models
16 answers · 16 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.
35 answers · 10 models
28 answers · 10 models
21 answers · 9 models
20 answers · 10 models
19 answers · 11 models
16 answers · 9 models
16 answers · 8 models
16 answers · 7 models
16 answers · 9 models
15 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 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 |
|---|---|---|---|---|---|---|---|---|
| Torii toriihq.com | 34% | 172 | 9,900 | 2,475 | 11,543 | 19 | ||
| Zluri zluri.com | 18% | 189 | 720 | 10 | 6,003 | 9 | ||
| SpendHound spendhound.com | 12% | 33 | 880 | 5 | 5,468 | 11 | ||
| Corma corma.io | 6% | 63 | 880 | 7 | 390 | |||
| Zylo zylo.com | 4% | 168 | 2,400 | 110 | 13,907 | $639 | 23 | 5 |
| Spendflo spendflo.com | 4% | 51 | 390 | 5 | 18,298 | 0 | ||
| Cloudeagle cloudeagle.ai Cloudeagle 4%, CloudEagle.ai 0% | 4% | 34 | 170 | 10 | 28,845 | $325 | 5 | |
| Substly substly.com | 4% | 34 | 30 | 0 | 455 | |||
| ManageEngine parent site ManageEngine SaaS Manager Plus 4% | 4% | 4 | 8,100 | 675 | ||||
| BetterCloud bettercloud.com | 2% | 160 | 1,300 | 8 | 26,677 | 3 |
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 a mid-market B2B company?”Paraphrase“Which SaaS spend and license management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top SaaS management platforms and how do they differ?”Budget-constrained“What is the best SaaS management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a SaaS management platform. What should we look at?”Negative“Which SaaS management platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceZluriChangedno first choiceSpendHoundno first choicenothing named
Three alternatives
Blissfully, Cloudeagle, TrelicaOne alternative
SpendbaseGPT-5.4 miniToriiZyloChangedZyloSpendHoundagainst: BetterCloud, Toriino first choiceagainst: AvePoint, BetterCloud, Cloudeagle, Lumos, Productiv, SailPoint, Spendflo, Zluri
Four alternatives
BetterCloud, CoreView, Josys, ZyloThree alternatives
BetterCloud, Cledara, VerticeFive alternatives
BetterCloud, Lumos, Productiv, Torii, ZluriOne alternative
CledaraGemini 3.5 FlashZluriToriiChangedagainst: ProductivToriiagainst: Productiv, Inc.SpendHoundagainst: BetterCloud, Productiv, Zylono first choiceagainst: Productivagainst: BetterCloud, Lumos, Productiv, Zluri, Zylo
Three alternatives
1Password SaaS Manager, Nudge Security, ToriiFive alternatives
1Password SaaS Manager, Trelica, Tropic, Vertice, ZluriFive alternatives
1Password SaaS Manager, BetterCloud, Lumos, Zluri, ZyloFour alternatives
Cledara, NachoNacho, Torii, TrelicaTen alternatives
1Password SaaS Manager, Josys, Lumos, Sastrify, Spendflo, Torii, Tropic, Vertice, Zluri, ZyloPerplexity SonarCloudeagleSpendfloChangedZyloSpendbaseno first choiceagainst: Zluri
Five alternatives
BetterCloud, Sastrify, Tropic, Varisource, ZluriTwo alternatives
Cloudeagle, ZyloEight alternatives
1Password SaaS Manager, Flexera One, Sastrify, Spendflo, Torii, Vendr, Vertice, ZluriTwo alternatives
Corma, SpendHoundGrok 4.1 FastTorii, ZluriToriiChangedZyloManageEngine SaaS Manager Plusno first choiceagainst: Cleanshelf, Productiv, Sastrify, Zluri
Three alternatives
Corma, Vendr, ZyloThree alternatives
Josys, Zluri, ZyloFive alternatives
BetterCloud, Torii, Trelica, Vertice, ZluriFive alternatives
BetterCloud, Cledara, Corma, Josys, SubstlyMistral SmallToriiTorii, ZluriChangedCloudeagleJosys, Substlyno first choiceagainst: Zluri
Two alternatives
BetterCloud, ZluriTwo alternatives
Cledara, SpendbaseFive alternatives
BetterCloud, Torii, Vendr, Zluri, ZyloDeepSeek V4 FlashToriiagainst: BetterCloudToriiHeldagainst: ZyloBetterCloudagainst: ProductivCormaagainst: Sastrify, Torii, ZyloToriiagainst: Zyloagainst: BetterCloud, Productiv, Torii, Vertice, Zluri
Four alternatives
Corma, Vendr, Zluri, ZyloFour alternatives
Corma, Spendflo, Vendr, ZluriSeven alternatives
CloudEagle.ai, Sastrify, Spendflo, Torii, Vendr, Zluri, ZyloTwo alternatives
Cledara, SubstlyFive alternatives
BetterCloud, Sastrify, Spendflo, Vendr, ZluriLlama 4 MaverickCloudeagleno first choiceChangedno first choiceCormano first choiceagainst: Zluri
Two alternatives
Josys, VarisourceFour alternatives
1Password SaaS Manager, Torii, Zluri, ZyloQwen 3.7 FlashZluriToriiChangedTorii, ZluriZylono first choiceagainst: BetterCloud, Flexera One, JumpCloud, Zluri
Three alternatives
BetterCloud, Torii, ZyloThree alternatives
Cledara, Vendr, ZluriThree alternatives
Hiverpay, Kanopy, TrelicaFive alternatives
Google Admin Console, Microsoft Defender, Microsoft Entra ID, Trepmal, VendrKimi K2Zluriagainst: BetterCloudToriiChangedagainst: Productiv, Vendr, ZyloTorii, ZyloManageEngine SaaS Manager Plusagainst: Productiv, Torii, Zluri, ZyloZluriagainst: Flexera One, Lumos, Productiv, Zluri
Two alternatives
Productiv, ToriiThree alternatives
Corma, Sastrify, ZluriSix alternatives
BetterCloud, Cloudeagle, Nudge Security, Productiv, Vendr, ZluriOne alternative
BetterCloudFour alternatives
Nudge Security, Productiv, Torii, ZyloGLM 4.7 FlashXBetterCloud, ToriiCledaraChangedno first choiceSpendHoundno first choiceagainst: BetterCloud, Zluri
Three alternatives
CloudEagle.ai, Zluri, ZyloFour alternatives
BetterCloud, Spendflo, Torii, ZyloThree alternatives
Airtable, Substly, Zoho SheetMiniMax M2.5Torii, Zluriagainst: ZyloSpendflo, ZluriChangedno first choiceCostLoop, Substlyno first choiceagainst: Flexera One, Scalefusion, Torii, Vendr
Three alternatives
Corma, Spendflo, VendrTwo alternatives
BetterCloud, ZyloTwo alternatives
BetterCloud, CormaGPT-6 LunaToriiToriiHeldno first choiceagainst: ProductivSpendHoundno first choiceagainst: 1Password SaaS Manager, BetterCloud, Productiv
Three alternatives
1Password SaaS Manager, Zluri, ZyloTwo alternatives
Cledara, ZluriOne alternative
RampMuse Glimmer 30BToriiToriiHeldno first choiceCorma, SpendHoundno first choiceagainst: BetterCloud, Sastrify, Zluri
Four alternatives
Blissfully / Vendr, Corma, Zluri, ZyloFour alternatives
Spendbase, Spendflo, Vertice, ZyloSeven alternatives
BetterCloud, CloudEagle.ai, Sastrify, Spendflo, Torii, Vendr, ZyloThree alternatives
Cledara, Josys, ManageEngine SaaS Manager PlusBold 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 | 2026-10-04 23:57 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:22 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:21 | yes | 17 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:53 | yes | 20 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:34 | yes | 24 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:48 | yes | 10 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:40 | yes | 20 | 45 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:44 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:44 | yes | 17 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:15 | yes | 15 | 42 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:48 | yes | 9 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:43 | yes | 4 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:22 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:01 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:33 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:03 | yes | 14 | 29 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:13 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:13 | yes | 24 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:18 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:51 | yes | 20 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:27 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:57 | yes | 14 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:43 | yes | 19 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:21 | yes | 15 | 39 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:43 | yes | 14 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:02 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:40 | yes | 13 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:06 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:56 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:26 | yes | 19 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:53 | yes | 17 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:25 | yes | 23 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:15 | yes | 13 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:36 | yes | 20 | 68 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:16 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:00 | yes | 14 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:48 | yes | 14 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:59 | yes | 23 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:17 | yes | 10 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:52 | yes | 10 | 47 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:30 | yes | 14 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:53 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:28 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:26 | yes | 13 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:44 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:21 | yes | 22 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:37 | yes | 15 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:51 | yes | 21 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:05 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:14 | no | 0 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:14 | yes | 14 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:11 | yes | 25 | 294 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:49 | yes | 7 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:15 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:56 | yes | 20 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:20 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:01 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:59 | yes | 17 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:03 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:25 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:54 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:34 | yes | 20 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:57 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:05 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:20 | yes | 14 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:42 | yes | 14 | 20 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:55 | yes | 5 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:23 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:19 | yes | 12 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:46 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:44 | yes | 1 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:16 | yes | 21 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:15 | yes | 20 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:31 | yes | 25 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:25 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:30 | yes | 23 | 69 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:09 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:09 | yes | 25 | 60 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:47 | yes | 25 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:56 | yes | 19 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:25 | yes | 15 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:25 | yes | 4 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:21 | 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
Unresolved, counted raw
GetApp
Google Admin Console
Hiverpay
Kanopy
Productiv, Inc.
ServiceNow SaaS License Management
Trepmal
Zenops
Zoho Sheet
Discontinued, still offered
No shut-down product was recommended here.