SaaS management platforms for small business buyers
Asked as “SaaS management platform”, and as “SaaS spend and license management tool”, on behalf of a small B2B company. 47 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
19%
Contested · Cledara 17%
19Substly17Cledara11Torii53others
19% 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 small 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
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
10S11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Substly19%
Substly19%02Cledara17%
Cledara17%03Torii11%
Torii11%04Corma9%
Corma9%05SpendHound9%
SpendHound9%06Josys4%
Josys4%07Zluri2%
Zluri2%08BetterCloud2%
BetterCloud2%09Zylo2%
Zylo2%10Spendflo0%
Spendflo0%11Sastrify0%
12Vendr0%
Vendr0%13Productiv0%
Productiv0%What they warned about
Zero 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, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Zylo84%
31 of 37 labels negative · 11 of 14 models · 13 hard negative
“you generally want to avoid enterprise giants like Zylo or BetterCloud, which are often overkill in terms of cost and complexity” Qwen 3.7 Flash, paraphrase prompt
Torii54%
22 of 41 labels negative · 11 of 14 models · 8 hard negative
“Described as an "enterprise beast" with powerful automation, but the cost is hard to justify for smaller teams” Kimi K2, negative prompt
Zluri39%
15 of 38 labels negative · 9 of 14 models · 4 hard negative
“**Avoid/Caution: Zluri** ... significantly more expensive and feature-dense than necessary for smaller teams” Qwen 3.7 Flash, negative prompt
BetterCloud38%
16 of 42 labels negative · 8 of 14 models · 7 hard negative
“you generally want to avoid enterprise giants like Zylo or BetterCloud, which are often overkill in terms of cost and complexity” Qwen 3.7 Flash, paraphrase 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
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. 1114 links across 193 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 · Corma56 answers · 133 citations · 12 models
vendor site · G236 answers · 58 citations · 13 models
vendor site · Cloudeagle34 answers · 50 citations · 10 models
vendor site · Josys31 answers · 33 citations · 11 models
vendor site · Zluri26 answers · 29 citations · 12 models
24 answers · 24 citations · 11 models
vendor site · Cledara22 answers · 34 citations · 11 models
vendor site · Rework22 answers · 26 citations · 11 models
22 answers · 22 citations · 9 models
19 answers · 25 citations · 12 models
vendor site · LarkSuite18 answers · 18 citations · 9 models
vendor site · CloudNuro17 answers · 19 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
46 answers · 11 models
33 answers · 10 models
29 answers · 11 models
24 answers · 11 models
22 answers · 9 models
22 answers · 10 models
20 answers · 10 models
19 answers · 10 models
18 answers · 9 models
17 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Substly substly.com | 19% | 34 | 30 | 0 | 455 | |||
| Cledara cledara.com | 17% | 59 | 260 | 5 | 1,194 | |||
| Torii toriihq.com | 11% | 172 | 9,900 | 2,475 | 11,543 | 19 | ||
| Corma corma.io | 9% | 63 | 880 | 7 | 390 | |||
| SpendHound spendhound.com | 9% | 33 | 880 | 5 | 5,468 | 11 | ||
| NachoNacho nachonacho.com | 4% | 14 | 1,000 | 1 | 6,221 | 3 | ||
| Ramp ramp.com | 4% | 35 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | 8 |
| Josys josys.com | 4% | 38 | 210 | 10,980 | 6,570 | 0 | 4 | |
| Teisko teisko.com | 4% | 2 | ||||||
| 1Password SaaS Manager 1password.com | 2% | 30 | 170 | 2 | 927,263 | 120 | 6 |
Google's top ten for the three searches hold 23 sites; 2 of them are among the sites the models cited here (josys.com, zluri.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 small B2B company?”Paraphrase“Which SaaS spend and license management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top SaaS management platforms for a small team and how do they differ?”Budget-constrained“What is the best SaaS management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a SaaS management platform. What should we look at?”Negative“Which SaaS management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceSetylChangedSpendHoundSpendHoundno first choiceagainst: Airbase, Torii, Vendr, Zluri
Two alternatives
Cledara, CormaFive alternatives
Basaas, Cledara, Corma, NachoNacho, SubstlyTwo alternatives
Corma, SubstlyGPT-5.4 miniCledaraSpendHoundChangedagainst: BetterCloud, Torii, ZluriBetterCloud, Substlyagainst: Lumos, Torii, Zluri, ZyloSubstlyagainst: BetterCloud, Cloudeagle, Torii, Zlurino first choiceagainst: BetterCloud, Cledara, Cloudeagle, CogniSaaS, Gatekeeper, Torii, Zluri
Two alternatives
Torii, VendrThree alternatives
1Password SaaS Manager, Cledara, JosysOne alternative
SpendHoundGemini 3.5 Flash1Password SaaS Manager, Cledaraagainst: Productiv, ZyloCledaraChangedagainst: Productiv, Zylo1Password SaaS Manageragainst: Productiv, Torii, ZyloSpendHoundagainst: BetterCloud, Torii, ZyloNudge Securityagainst: BetterCloud, Productiv, Sastrify, Torii, Vertice, Zyloagainst: BetterCloud, Flexera One, Productiv, SailPoint SaaS Management, Zylo
Four alternatives
LemSubs, NachoNacho, Primo, SubstlyThree alternatives
Rippling, Substly, TrelicaFour alternatives
Cledara, NachoNacho, Nudge Security, SubstlyThree alternatives
Genuity, NachoNacho, RampSix alternatives
Brex, Cledara, Ramp, Rippling, Trelica, ZluriPerplexity SonarSubstlySpendbaseChangedSubstlySubstlyno first choiceagainst: BetterCloud, Flexera One, LeanIX, Snow Software
Four alternatives
BetterCloud, Sastrify, Spendflo, ToriiThree alternatives
Sastrify, Spendflo, ZluriFive alternatives
BetterCloud, Corma, Josys, Torii, ZluriFour alternatives
Corma, Sastrify, Spendflo, VendrGrok 4.1 FastToriiagainst: Zoho Expense, ZyloTorii, ZluriChangedagainst: G2 Track, ZyloZluriagainst: ZyloJosysagainst: Nudge Security, Torii, Zluri, Zoho Expense, Zylono first choiceagainst: Flexera Oneagainst: Flexera One, Josys, Salesforce, Sastrify, Torii, Vertice, Zluri
Four alternatives
BetterCloud, Cledara, Corma, ZluriTwo alternatives
Cledara, SpendHoundThree alternatives
BetterCloud, Cloudeagle, ToriiThree alternatives
BetterCloud, Corma, SpendHoundSix alternatives
Corma, Spendflo, Torii, Vendr, Zluri, ZyloMistral SmallSubstlyCloudeagleChangedSubstly, ZluriCormano first choiceagainst: BetterCloud, Cledara, Quolum, Spendflo, Torii, Trelica, Zylo
One alternative
SaaSOpticsTwo alternatives
Beams, CostLoopTwo alternatives
Corma, VerticeDeepSeek V4 FlashSubstlyagainst: BetterCloud, Torii, ZluriCledaraChangedagainst: BetterCloud, Sastrify, Torii, ZyloCloudNuro, Corma, Toriiagainst: BetterCloud, Zluri, ZyloSubstlyno first choiceagainst: Productiv, Vendr, Zyloagainst: BetterCloud, Torii, Zluri, Zylo
One alternative
CledaraTwo alternatives
Airwallex, CardboardOne alternative
CledaraTwo alternatives
Corma, Josys DiscoveryLlama 4 Maverickno first choiceVerticeChangedno first choiceCormano first choicenothing named
Two alternatives
Mesh Payments, SpendHoundTwo alternatives
Zluri, ZygonQwen 3.7 FlashZyloSubstlyChangedagainst: BetterCloud, ZyloSubstlyagainst: ZyloBetterCloudno first choiceagainst: BetterCloud, Cloudeagle, SailPoint, Zluri
Three alternatives
BetterCloud, Rippling, ToriiTwo alternatives
Ramp, SpendHoundTwo alternatives
BetterCloud, CledaraTwo alternatives
Josys, SpendbaseKimi K2NachoNachoagainst: Productiv, ZyloCledaraChangedagainst: Productiv, Torii, ZyloCorma, NachoNachoagainst: Torii, ZyloSpendHoundSubstlyagainst: Torii, Zyloagainst: Josys, Productiv, Torii, Vertice, Zylo
Two alternatives
BetterCloud, ToriiOne alternative
SastrifyFour alternatives
Basejump, BetterCloud, Josys, ZluriTwo alternatives
BetterCloud, SpendbaseGLM 4.7 FlashXCledaraNachoNachoChangedCledaraTeiskoagainst: Productiv, Vendr, Zylono first choiceagainst: Airbase, BetterCloud, Binadox, CoreStack, Flexera One, Productiv, Rippling Spend, Scalefusion, Torii, Vendr, Zluri, Zylo
Four alternatives
1Password SaaS Manager, Josys, Substly, ToriiTwo alternatives
Cledara, SpendHoundThree alternatives
BetterCloud, Corma, ZluriFour alternatives
Cledara, ManageEngine SaaS Manager Plus, Saaslens, SpendHoundMiniMax M2.5Corma, SubstlyRampChangedCledara, ZluriCledara, Toriino first choiceagainst: ServiceNow SaaS Managementagainst: Josys, Productiv, Torii, Zluri, Zylo
Three alternatives
SaaOptics, Torii, ZluriTwo alternatives
BetterCloud, ZyloFour alternatives
BetterCloud, Josys, LarkSuite, ToriiTwo alternatives
SaaSOptics, VendrGPT-6 LunaCormaRampChangedRampagainst: 1Password SaaS ManagerTeiskono first choiceagainst: BetterCloud, Productiv, Torii, Zluri, Zylo
Two alternatives
Cledara, RampOne alternative
CledaraThree alternatives
Cledara, Substly, ZluriTwo alternatives
Cledara, SpendHoundMuse Glimmer 30BCledara, Toriiagainst: ZyloToriiChangedagainst: ZyloCledaraagainst: ZyloJosysno first choiceagainst: Airbase, Productiv, Scalefusion, Torii, Vendr, Zluri, Zylo
Five alternatives
Blissfully / Vendr, Corma, Josys, NachoNacho, SpendHoundThree alternatives
CloudEagle.ai, Spendbase, ZluriThree alternatives
BetterCloud, Torii, ZluriTwo alternatives
Cledara, SubstlyBold 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 22:40 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:40 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:51 | yes | 14 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:11 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:14 | yes | 25 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:33 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:56 | yes | 23 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:47 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:27 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:04 | yes | 14 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:12 | yes | 22 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:15 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:37 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:19 | yes | 15 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:37 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:00 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:37 | yes | 16 | 32 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:31 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:47 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:07 | yes | 15 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:29 | yes | 25 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:32 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:26 | yes | 20 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:51 | yes | 23 | 56 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:53 | yes | 15 | 52 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:43 | yes | 15 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:05 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:51 | yes | 25 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:00 | yes | 15 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:27 | yes | 8 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 26 | 36 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:29 | yes | 15 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:00 | yes | 20 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:12 | yes | 8 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:40 | yes | 19 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:44 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:04 | yes | 14 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:06 | yes | 22 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:57 | yes | 23 | 141 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:14 | yes | 12 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:37 | yes | 5 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:53 | yes | 23 | 42 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:40 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:44 | yes | 2 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:49 | yes | 16 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:03 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 22 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:03 | yes | 11 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:10 | yes | 21 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:03 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:39 | yes | 18 | 77 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:01 | yes | 17 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:31 | yes | 22 | 77 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:25 | yes | 5 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:55 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:31 | yes | 13 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:57 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:23 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 8 | 33 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:45 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:31 | yes | 12 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:27 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:39 | yes | 21 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:00 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:23 | yes | 8 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:26 | yes | 19 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:27 | yes | 21 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:52 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:53 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:20 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:45 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:05 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:23 | yes | 16 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:43 | yes | 18 | 2 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:18 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:37 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:11 | yes | 25 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:20 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:06 | yes | 14 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:31 | yes | 24 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:13 | yes | 22 | 21 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:07 | yes | 21 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:42 | yes | 5 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:35 | yes | 24 | 34 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
Articsledge
Basejump
Beams
Cardboard
CogniSaaS
Google Workspace admin console
Hudled
Intello
Josys Discovery
LemSubs
Najar
Nobl
SaaOptics
Saaslens
SailPoint SaaS Management
ServiceNow SaaS Management
StackBob
Viropay
Discontinued, still offered
No shut-down product was recommended here.