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 November 2026 Edition.
Standing · first-choice share
26%
Contested · Zluri 12%
26Torii12Zluri12Zylo50others
26% of first choices, contested.
Since October 2026▼−8Since October 2026: 34% → 26%, −8 points. Inside the 11-point floor: within noise.Torii held the lead, −8 points on 34%, 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.This pageEnterprise
Zylo69%Clear leader▲+10Since October 2026: 59% → 69%, +10 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseZylo69%Clear leader▲+10Since October 2026: 59% → 69%, +10 points. Inside the 11-point floor: within noise.Standing →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 October 2026
01Torii26%19%59accepted challenger▼−8Since October 2026: 34% → 26%, −8 points. Inside the 11-point floor: within noise.34% → 26%
Torii26%19%59accepted challenger▼−8Since October 2026: 34% → 26%, −8 points. Inside the 11-point floor: within noise.34% → 26%02Zylo12%19%63accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise.4% → 12%
Zylo12%19%63accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise.4% → 12%03
Zluri12%16%50accepted challenger▼−6Since October 2026: 18% → 12%, −6 points. Inside the 11-point floor: within noise.18% → 12%
Zluri12%16%50accepted challenger▼−6Since October 2026: 18% → 12%, −6 points. Inside the 11-point floor: within noise.18% → 12%04
CloudEagle.ai8%0%26accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%
CloudEagle.ai8%0%26accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%05
BetterCloud4%25%48criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
BetterCloud4%25%48criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
Cledara4%6%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Cledara4%6%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
Corma4%0%17accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
Corma4%0%17accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%08
Josys2%0%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Josys2%0%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the seven products at 0%, ordered by negative rate
15
Productiv0%44%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Productiv0%44%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14Sastrify0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10
Vendr0%14%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Vendr0%14%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13Flexera One SaaS Management0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12
Lumos0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Lumos0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Spendflo0%0%15accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Spendflo0%0%15accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%11
1Password SaaS Manager0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
1Password SaaS Manager0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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.
For buyers
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
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 →
010203040506070809101112F13
S14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Torii26%
Torii26%02Zylo12%
Zylo12%03Zluri12%
Zluri12%04CloudEagle.ai8%
CloudEagle.ai8%05BetterCloud4%
BetterCloud4%06Cledara4%
Cledara4%07Corma4%
Corma4%08Josys2%
Josys2%09Spendflo0%
Spendflo0%10Vendr0%
Vendr0%111Password SaaS Manager0%
1Password SaaS Manager0%12Lumos0%
Lumos0%13Flexera One SaaS Management0%
14Sastrify0%
15Productiv0%
Productiv0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
BetterCloud25%
12 of 48 labels negative · 10 of 14 models · 1 hard negative
“you may want to proceed with caution—or avoid altogether—Zluri, BetterCloud, Torii, Productiv, and Zylo” Mistral Small, negative prompt
Torii19%
11 of 59 labels negative · 9 of 14 models · 4 hard negative
“Avoid platforms with opaque pricing (like Torii) if budget predictability matters to you.” Qwen 3.7 Flash, budget prompt
Zylo19%
12 of 63 labels negative · 9 of 14 models · 3 hard negative
“Avoid enterprise-focused platforms like Zylo, Torii, or Productiv” DeepSeek V4 Flash, budget prompt
Productiv44%
14 of 32 labels negative · 8 of 14 models · 11 hard negative
“Productiv shut down on August 6, 2026 ... you need to migrate immediately as the platform is no longer supported” Kimi K2, 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
72 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. 807 links across 177 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.
33 answers · 49 citations · 12 models
vendor site · Corma32 answers · 41 citations · 11 models
vendor site · G229 answers · 58 citations · 13 models
vendor site · GroWrk23 answers · 23 citations · 8 models
vendor site · Cloudeagle22 answers · 35 citations · 12 models
vendor site · Zylo20 answers · 24 citations · 12 models
19 answers · 22 citations · 10 models
vendor site · BetterCloud16 answers · 24 citations · 9 models
15 answers · 18 citations · 9 models
11 answers · 23 citations · 7 models
11 answers · 17 citations · 10 models
vendor site · SpendHound11 answers · 13 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
24 answers · 10 models
23 answers · 8 models
22 answers · 10 models
11 answers · 7 models
10 answers · 6 models
10 answers · 9 models
9 answers · 6 models
9 answers · 8 models
9 answers · 7 models
9 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 |
|---|---|---|---|---|---|---|---|---|
| Torii toriihq.com | 26% | 174 | 9,900 | 2,475 | 11,543 | 19 | ||
| Zylo zylo.com | 12% | 161 | 2,400 | 110 | 13,907 | $639 | 23 | 5 |
| Zluri zluri.com | 12% | 184 | 720 | 10 | 6,003 | 9 | ||
| SpendHound spendhound.com | 10% | 21 | 880 | 5 | 5,468 | 11 | ||
| CloudEagle.ai cloudeagle.ai | 8% | 90 | 50 | 2 | 28,845 | $325 | 5 | |
| Substly substly.com | 6% | 52 | 30 | 0 | 455 | |||
| Reftab reftab.com | 6% | 61 | 880 | 8 | 732 | 15 | ||
| BetterCloud bettercloud.com | 4% | 180 | 1,300 | 8 | 26,677 | 3 | ||
| Cledara cledara.com | 4% | 65 | 260 | 5 | 1,194 | |||
| Corma corma.io | 4% | 54 | 880 | 7 | 390 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (bettercloud.com, reddit.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 choiceno first choiceHeldToriiSpendHoundno first choiceagainst: Zylo
Four alternatives
Flexera One SaaS Management, Lumos, Zluri, ZyloThree alternatives
Binadox, Spendbase, SubstlyGPT-5.4 miniZyloZyloHeldBetterCloud, ToriiSpendHoundagainst: BetterCloud, Toriino first choiceagainst: Atera, BetterCloud, Cledara, Deel, Front, Gorgias, Lumos, Plooto
Three alternatives
BetterCloud, Productiv, ToriiThree alternatives
BetterCloud, Torii, VendrThree alternatives
CloudEagle.ai, Productiv, ZyloOne alternative
CledaraGemini 3.5 FlashToriiToriiHeldZyloSubstlyagainst: BetterCloud, Zluri, Zylono first choiceagainst: Blissfully, Microsoft Defender for Cloud Apps, Netskope, Productiv, Ramp, Torii, Trelica, Tropic, Vendr, Zscaler, Zylo
Five alternatives
BetterCloud, Spendflo, Vertice, Zluri, ZyloFour alternatives
Productiv, Tropic, Vendr, ZyloFive alternatives
BetterCloud, Nudge Security, Productiv, Torii, ZluriFour alternatives
Cledara, Josys, NachoNacho, RampPerplexity SonarToriiCloudEagle.aiChangedagainst: ZyloZyloSpendHoundno first choiceagainst: BetterCloud, Productiv
Three alternatives
1Password SaaS Manager, Cledara, ZluriThree alternatives
Corma, Spendflo, ToriiEight alternatives
BetterCloud, CloudEagle.ai, Flexera One SaaS Management, Josys, Lumos, Torii, Vertice, ZluriThree alternatives
Cledara, Corma, JosysGrok 4.20Toriiagainst: BetterCloudToriiHeldZyloagainst: Flexera One SaaS ManagementCledara, Substlyagainst: Torii, Zluri, Zylono first choiceagainst: ServiceNow SAMagainst: BetterCloud, Zluri
Four alternatives
CloudEagle.ai, Lumos, Zluri, ZyloFive alternatives
BetterCloud, Cledara, CloudEagle.ai, Zluri, ZyloSix alternatives
BetterCloud, Lumos, Sastrify, Torii, Vendr, ZluriTwo alternatives
BetterCloud, ReftabMistral SmallBetterCloudCloudEagle.ai, ZyloChangedno first choiceCorma, Reftabno first choiceagainst: BetterCloud, Productiv, Torii, Zluri, Zylo
Three alternatives
Productiv, Zluri, ZyloTwo alternatives
License Logic, ProductivTwo alternatives
CloudEagle.ai, SpendHoundDeepSeek V4 FlashZluriToriiChangedagainst: ProductivTorii, Zluriagainst: ProductivTeiskoagainst: Productiv, Torii, Vendr, ZyloToriiagainst: BetterCloud, Torii, Zluri, Zylo
Four alternatives
BetterCloud, Corma, Torii, ZyloThree alternatives
Vertice, Zluri, ZyloSix alternatives
BetterCloud, Lumos, Nudge Security, Spendflo, Vendr, ZyloTwo alternatives
Basaas, NachoNachoTwo alternatives
Zluri, ZyloLlama 4 Maverickno first choiceManageEngine SaaS Manager PlusChangedno first choiceReftabno first choiceagainst: BetterCloud, Productiv, Zluri, Zylo
Five alternatives
CloudEagle.ai, Flexera One SaaS Management, License Logic, Sastrify, ZyloFive alternatives
1Password SaaS Manager, Corma, Torii, Zluri, ZyloQwen 3.7 FlashToriiZyloChangedno first choiceSubstlyagainst: Sastrify, Toriino first choiceagainst: BMC Helix, Ivanti, ServiceNow SAM, Tackle
Three alternatives
Vendr, Zluri, ZyloTwo alternatives
Cledara, CloudEagle.aiSeven alternatives
BetterCloud, Flexera One SaaS Management, Productiv, Sastrify, Torii, Zluri, ZyloOne alternative
BetterCloudKimi K2Toriiagainst: Productiv, ZyloToriiHeldagainst: ProductivTorii, Zyloagainst: ProductivNachoNacho, SpendHoundagainst: Productiv, Torii, ZyloTorii, Zluriagainst: BetterCloud, Productiv, Torii
Two alternatives
BetterCloud, ZluriThree alternatives
BetterCloud, Zluri, ZyloTwo alternatives
BetterCloud, ZluriThree alternatives
Cledara, Corma, ReftabOne alternative
ZyloGLM 4.7 FlashXZluriCloudEagle.ai, ZyloChangedBetterCloudCledarano first choiceagainst: LeanIX, Sastrify, Vendr, Zluri
Three alternatives
BetterCloud, Josys, ToriiSeven alternatives
1Password SaaS Manager, Corma, Sastrify, Spendflo, Torii, Vendr, ZluriFour alternatives
Torii, Vendr, Zluri, ZyloFive alternatives
BetterCloud, Nudge Security, SpendHound, Substly, TeiskoMiniMax M2.5BetterCloud, ZluriZyloChangedZyloJosysno first choicenothing named
Two alternatives
Josys, ToriiThree alternatives
CloudEagle.ai, Torii, VendrFive alternatives
BetterCloud, Productiv, Torii, Vendr, ZluriFour alternatives
JumpCloud, Reftab, Torii, ZluriGPT-6 LunaToriiZluriChangedZyloSpendHoundno first choiceagainst: BetterCloud, Productiv, Torii
Two alternatives
Zluri, ZyloTwo alternatives
Spendflo, ToriiSix alternatives
1Password SaaS Manager, BetterCloud, CloudEagle.ai, Flexera One SaaS Management, Torii, ZluriOne alternative
CledaraMuse Glimmer 30BTorii, ZluriCloudEagle.aiChangedagainst: Productiv, Zylono first choiceCorma, Reftabno first choiceagainst: BetterCloud, Torii, Zluri
Six alternatives
CloudEagle.ai, Corma, Sastrify, Spendflo, StackIQ, VendrTwo alternatives
Cledara, SpendfloThirteen alternatives
BetterCloud, CloudEagle.ai, Josys, Nudge Security, Productiv, SailPoint, Sastrify, Spendflo, Torii, Vendr, Vertice, 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 10:34 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:55 | 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 13:51 | yes | 12 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:27 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:17 | yes | 15 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:06 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:32 | yes | 22 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:55 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:40 | yes | 5 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:00 | yes | 14 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:27 | yes | 17 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:52 | yes | 5 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:11 | yes | 4 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:30 | yes | 13 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:32 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:25 | yes | 1 | 4 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 09:37 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:52 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:56 | yes | 9 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:26 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:16 | yes | 24 | 46 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:13 | yes | 10 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:23 | yes | 19 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 10 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:31 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:34 | yes | 2 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:47 | yes | 24 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:31 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:49 | yes | 6 | 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 18:54 | yes | 12 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:40 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:24 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:26 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:12 | yes | 24 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:06 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:36 | yes | 5 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:59 | yes | 10 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:35 | yes | 24 | 100 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:10 | yes | 10 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:01 | yes | 7 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:15 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:42 | yes | 20 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:41 | yes | 2 | 4 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 18:20 | yes | 5 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:18 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:03 | yes | 20 | 52 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:24 | yes | 25 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:20 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:24 | yes | 25 | 53 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:57 | yes | 18 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:42 | yes | 24 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:04 | yes | 10 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:36 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:44 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:55 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:27 | no | 0 | 5 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 15:24 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:09 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:55 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:41 | yes | 18 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:01 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:07 | yes | 15 | 81 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:29 | no | 0 | 73 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:28 | yes | 5 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:50 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:23 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:43 | yes | 20 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:56 | yes | 3 | 5 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 11:18 | yes | 6 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:04 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:17 | yes | 9 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:56 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:25 | yes | 24 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:10 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:59 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:10 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:01 | yes | 25 | 234 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:47 | no | 0 | 13 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:21 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:28 | 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 One read as Flexera One SaaS Management
Flexera One (formerly Snow Atlas) read as Flexera One SaaS Management
ServiceNow read as ServiceNow SAM
ServiceNow (now called Now) read as ServiceNow SAM
Unresolved, counted raw
Avanoo
Claude.ai
Oyster
Personio
Plooto
SaveMySaaS
Seamless.ai
ServiceNow SaaS Manager
StackIQ
Tackle
Truff
Wdesk/Workiva
Discontinued, still offered
No shut-down product was recommended here.