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. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
22%
Contested · Cledara 16%
22Substly16Cledara09Corma53others
22% of first choices, contested.
Since October 2026▲+3Since October 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise.Substly held the lead, +3 points on 19%, 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.This pageMid-market
Torii26%Contested▼−8Since October 2026: 34% → 26%, −8 points. Inside the 11-point floor: within noise.Standing →Enterprise
Zylo69%Clear leader▲+10Since October 2026: 59% → 69%, +10 points. Inside the 11-point floor: within noise.Standing →
Substly22%Contested▲+3Since October 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise.This pageMid-marketTorii26%Contested▼−8Since October 2026: 34% → 26%, −8 points. Inside the 11-point floor: within noise.Standing →EnterpriseZylo69%Clear leader▲+10Since October 2026: 59% → 69%, +10 points. Inside the 11-point floor: within noise.Standing →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 rateLabelsQuadrantSince October 2026
01Substly22%2%43accepted challenger▲+3Since October 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise.19% → 22%
Substly22%2%43accepted challenger▲+3Since October 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise.19% → 22%02
Cledara16%5%43accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise.17% → 16%
Cledara16%5%43accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise.17% → 16%03
SpendHound9%0%12accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise.9% → 9%
SpendHound9%0%12accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise.9% → 9%04
Corma9%0%12accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise.9% → 9%
Corma9%0%12accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise.9% → 9%06Torii3%41%49criticized challenger▼−8Since October 2026: 11% → 3%, −8 points. Inside the 11-point floor: within noise.11% → 3%
Torii3%41%49criticized challenger▼−8Since October 2026: 11% → 3%, −8 points. Inside the 11-point floor: within noise.11% → 3%07
Zluri3%41%32criticized challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Zluri3%41%32criticized challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%08
Josys2%11%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Josys2%11%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%09
CloudEagle.ai2%17%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
CloudEagle.ai2%17%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%10
BetterCloud2%50%36criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
BetterCloud2%50%36criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%11
Productiv2%50%20criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Productiv2%50%20criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%12Zylo2%66%38criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Zylo2%66%38criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the one product at 0%, ordered by negative rate
13
Vendr0%50%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Vendr0%50%16criticized 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304
050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Substly22%
Substly22%02Cledara16%
Cledara16%03SpendHound9%
SpendHound9%04Corma9%
Corma9%05Reftab7%
Reftab7%06Torii3%
Torii3%07Zluri3%
Zluri3%08Josys2%
Josys2%09CloudEagle.ai2%
CloudEagle.ai2%10BetterCloud2%
BetterCloud2%11Productiv2%
Productiv2%12Zylo2%
Zylo2%13Vendr0%
Vendr0%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 4.20, 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.
Torii41%
20 of 49 labels negative · 12 of 14 models · 6 hard negative
“Why to Avoid: Torii is frequently described as an "enterprise beast."” Qwen 3.7 Flash, negative prompt
BetterCloud50%
18 of 36 labels negative · 12 of 14 models · 5 hard negative
“criticized for being overly complex and designed primarily for larger enterprises rather than small teams” Mistral Small, negative prompt
Zylo66%
25 of 38 labels negative · 11 of 14 models · 10 hard negative
“Purely enterprise platforms like Zylo or Flexera often get called "overkill" for small teams due to cost, complexity, and sales cycles.” Grok 4.20, comparative prompt
Zluri41%
13 of 32 labels negative · 11 of 14 models · 4 hard negative
“Why to Avoid: Like its peers, Zluri is built with a "bottom-up" approach that targets mid-market and enterprise segments.” Qwen 3.7 Flash, 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
75 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. 838 links across 183 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.
vendor site · G250 answers · 83 citations · 14 models
vendor site · Corma39 answers · 55 citations · 12 models
35 answers · 44 citations · 10 models
32 answers · 37 citations · 9 models
25 answers · 38 citations · 10 models
21 answers · 25 citations · 8 models
vendor site · GroWrk19 answers · 19 citations · 9 models
vendor site · Cloudeagle15 answers · 21 citations · 8 models
vendor site · Rework14 answers · 19 citations · 8 models
vendor site · Cledara13 answers · 22 citations · 6 models
13 answers · 15 citations · 6 models
12 answers · 12 citations · 6 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.
38 answers · 11 models
27 answers · 10 models
24 answers · 9 models
23 answers · 9 models
19 answers · 9 models
15 answers · 10 models
12 answers · 5 models
12 answers · 6 models
11 answers · 7 models
10 answers · 6 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Substly substly.com | 22% | 52 | 30 | 0 | 455 | ||
| Cledara cledara.com | 16% | 65 | 260 | 5 | 1,194 | ||
| SpendHound spendhound.com | 9% | 21 | 880 | 5 | 5,468 | 11 | |
| Corma corma.io | 9% | 54 | 880 | 7 | 390 | ||
| Reftab reftab.com | 7% | 61 | 880 | 8 | 732 | 15 | |
| Teisko teisko.com | 5% | 8 | |||||
| Patronum patronum.io | 3% | 11 | |||||
| Torii toriihq.com | 3% | 174 | 9,900 | 2,475 | 11,543 | 19 | |
| Zluri zluri.com | 3% | 184 | 720 | 10 | 6,003 | 9 | |
| Josys josys.com | 2% | 36 | 210 | 10,980 | 6,570 | 0 | 4 |
Google's top ten for the three searches hold 23 sites; 0 of them are among the sites the models cited here. 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 4.5CormaCostLoopChangedSpendbaseGoogle Sheets, Zapierno first choiceagainst: CloudEagle.ai, ConductorOne, Moveworks, Scalefusion, Zluri
Four alternatives
CloudEagle.ai, Spendbase, Substly, ZluriTwo alternatives
CloudEagle.ai, ToriiFour alternatives
CloudEagle.ai, NachoNacho, Substly, TrelicaTwo alternatives
Vendr, ZyloGPT-5.4 miniCledaraSpendHoundChangedBetterCloudSpendHoundno first choiceagainst: Axonius, BetterCloud, Calero, Flexera One SaaS Management, Josys, Matrix42, ServiceNow SAM, Torii, USU, Zluri, Zylo
Five alternatives
BetterCloud, CloudEagle.ai, Torii, Vendr, ZluriOne alternative
ToriiFour alternatives
1Password SaaS Manager, Torii, Zluri, ZyloTwo alternatives
BetterCloud, ToriiGemini 3.5 FlashToriiZluriChangedagainst: Flexera One SaaS Management, ZyloSubstlyagainst: BetterCloud, SailPoint, ZyloSubstlyagainst: BetterCloud, Torii, ZyloJosys, Trelicaagainst: BetterCloud, Torii, Zluriagainst: BetterCloud, Flexera One SaaS Management, Productiv, ServiceNow SAM, Tropic, Vendr, Zylo
Four alternatives
Cledara, Josys, Substly, ZluriFour alternatives
Cledara, Ramp, Substly, ToriiFour alternatives
Cledara, Josys, NachoNacho, ZluriFour alternatives
Cledara, Corma, LemSubs, RampThree alternatives
Brex, Cledara, RampPerplexity SonarCledaraCormaChangedagainst: Flexera One SaaS Management, ServiceNow SAM, ZyloCledaraagainst: Productiv, Vendr, Zluri, ZyloCledarano first choiceagainst: BetterCloud, CloudEagle.ai, Flexera One SaaS Management, Productiv, Sastrify, Torii, Vendr, Zluri, Zylo
Five alternatives
1Password SaaS Manager, Spendflo, Substly, Torii, VendrThree alternatives
Airwallex Spend Management, Cledara, ToriiFive alternatives
BetterCloud, CloudEagle.ai, Nudge Security, Substly, ToriiTwo alternatives
Corma, SubstlyGrok 4.20Substlyagainst: Productiv, Torii, ZyloToriiChangedagainst: VendrPrimoagainst: Flexera One SaaS Management, ZyloSubstlyagainst: Torii, Zylono first choiceagainst: ServiceNow SAMagainst: BetterCloud, Chargebee, FlexeraOne, Lumos, Productiv, ServiceNow SAM, Torii, Zluri, Zylo
Three alternatives
Patronum, Reftab, ZluriTwo alternatives
CloudEagle.ai, ZyloFive alternatives
BetterCloud, Cledara, Substly, Torii, ZluriTwo alternatives
Cledara, ReftabFour alternatives
BetterCloud, Torii, Zluri, ZyloMistral SmallReftab, SubstlyCorma, SubstlyChangedPatronum, SubstlyCledara, Substlyno first choiceagainst: BetterCloud, Josys, Torii, Zylo
Two alternatives
Freshservice, JosysTwo alternatives
Cledara, SpendfloTwo alternatives
Cledara, ReftabTwo alternatives
Torii, WorkwizeDeepSeek V4 FlashSubstlyCledaraChangedagainst: ZyloCledara, Josysagainst: BetterCloud, Torii, ZluriTeiskoBetterCloud, G2 Track, LicenceOneagainst: Torii, Vendr, Zyloagainst: Flexera One SaaS Management, LeanIX, Productiv, Vendr, Zylo
Three alternatives
Basejump, Cledara, ToriiThree alternatives
Reftab, Torii, VendrOne alternative
SubstlyOne alternative
CledaraLlama 4 Maverickno first choiceZyloChangedSubstlyReftabno first choiceagainst: Adaptive Shield, BetterCloud, Torii, Zluri
Seven alternatives
BetterCloud, Cardboard, CostLoop, FinOpsly, Reftab, Subscope Subscription Manager, SubstlyTwo alternatives
Reftab, Veeam Data Cloud for Microsoft 365Five alternatives
Cledara, Nudge Security, SpendHound, Substly, TeiskoQwen 3.7 FlashCloudEagle.ai, Productivagainst: BetterCloud, Vendr, Zluri, ZyloSubstlyChangedagainst: CloudEagle.ai, ZyloZyloagainst: SailPoint, VerticeRipplingagainst: Shadow, SonarQube, WanderaPatronum, Ramp, Substlyagainst: ServiceNow SAMagainst: BetterCloud, Productiv, Torii, Zluri, Zylo
Two alternatives
Josys, ToriiTwo alternatives
Cledara, ZyloFour alternatives
BetterCloud, Productiv, Rippling, ToriiTwo alternatives
Glintt, Microsoft 365 Admin CenterKimi K2SubstlyCledaraChangedagainst: VendrJosys, Substlyagainst: BetterCloudReftab, Teiskoagainst: Substlyno first choiceagainst: BetterCloud, Cledara, Productiv, Torii, Zylo
Four alternatives
BetterCloud, Cledara, Corma, JosysThree alternatives
BetterCloud, Sastrify, SpendbaseThree alternatives
Cledara, CostLoop, SetylTwo alternatives
Corma, Google SheetGLM 4.7 FlashXSubstlyPatronumChangedagainst: ToriiZluriSpendHoundagainst: Cledarano first choiceagainst: Freshservice, Torii, Zluri, Zylo
Three alternatives
Cledara, Josys, ReftabOne alternative
CledaraTwo alternatives
Basaas, ProductivTwo alternatives
Nudge Security, ReftabMiniMax M2.5Substly, ZluriCledara, SpendHoundChangedReftab, Substlyagainst: BetterCloudReftabagainst: Teiskono first choicenothing named
Three alternatives
CloudEagle.ai, Lumos, VendrTwo alternatives
Torii, ZluriTwo alternatives
Cledara, ToriiTwo alternatives
Patronum, SubstlyGPT-6 LunaCledaraCormaChangedSpendHoundagainst: ToriiTeiskoSpendHoundagainst: BetterCloud, Productiv, Torii, Zluri, Zylo
Two alternatives
1Password SaaS Manager, SpendHoundOne alternative
CledaraThree alternatives
1Password SaaS Manager, BetterCloud, CledaraOne alternative
Subiq ProTwo alternatives
1Password SaaS Manager, ToriiMuse Glimmer 30BCledaraSubstlyChangedagainst: BetterCloud, Torii, ZyloCledara, Zluriagainst: Torii, ZyloCormano first choiceagainst: BetterCloud, Productiv, Torii, Zluri, Zylo
Eight alternatives
BetterCloud, Nudge Security, Reftab, SpendHound, Teisko, Torii, Zluri, ZyloOne alternative
CledaraThree alternatives
BetterCloud, Josys, ProductivTwo alternatives
Reftab, 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.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:25 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:27 | yes | 3 | 6 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 11:42 | yes | 3 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:48 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:43 | yes | 13 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:07 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:07 | yes | 24 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:17 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:04 | yes | 5 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:01 | yes | 14 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:39 | yes | 18 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:43 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:08 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:57 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:59 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:21 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:20 | yes | 6 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:43 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:13 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:26 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:41 | yes | 25 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:51 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:34 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:53 | yes | 20 | 53 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:56 | yes | 25 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:19 | yes | 5 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:15 | yes | 3 | 25 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:42 | yes | 24 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:19 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:09 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:54 | yes | 8 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:39 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:59 | yes | 9 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:34 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:05 | yes | 22 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:34 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:46 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:58 | yes | 22 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:57 | yes | 24 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:36 | yes | 13 | 61 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:31 | yes | 5 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:05 | yes | 22 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:46 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:54 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:59 | yes | 13 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:32 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:15 | yes | 25 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:10 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:09 | yes | 25 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:32 | yes | 6 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:28 | no | 0 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:09 | yes | 21 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:19 | yes | 25 | 76 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:21 | yes | 5 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:50 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:20 | yes | 13 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:32 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:13 | 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 15:02 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:08 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:56 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:12 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:16 | yes | 18 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:07 | yes | 5 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:18 | yes | 10 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:12 | yes | 15 | 103 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:11 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:26 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:34 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:04 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:13 | yes | 3 | 6 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 15:54 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:15 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:47 | yes | 12 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:03 | yes | 9 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:28 | yes | 25 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:09 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:36 | yes | 5 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:43 | yes | 25 | 68 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 24 | 42 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:59 | no | 0 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:20 | yes | 5 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:22 | yes | 14 | 22 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
ServiceNow read as ServiceNow SAM
ServiceNow (SaaS License Management) read as ServiceNow SAM
Unresolved, counted raw
Airwallex Spend Management
Basejump
Cardboard
Expensya
Glintt
Google Sheet
Google Workspace reports
LemSubs
ManageEngine SaaS Management
SessionTalk
Shadow
Subiq Pro
Subscope Subscription Manager
Subscript.io
Totang
Wandera
Zyft
Discontinued, still offered
No shut-down product was recommended here.