Torii vs Cledara
Eight of fourteen models named Torii first on the direct prompt; zero named Cledara. Torii was named by fourteen of the fourteen models and Cledara by ten and Torii carries 56 labels and Cledara 13, so the shares are not directly comparable.
Named in five categories this edition.
Named in one category this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the saas management platforms page.
By framing
ToriiFirst choices, of fourteen modelsCledara
Across every category in the October 2026 Edition, Torii and Cledara were named in the same answer thirty-four times, of the 177 answers naming Torii and the 59 naming Cledara. In those answers Cledara took the first choice eleven times and Torii six.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | | ||||
| Muse Glimmer 30B | | | | |
Torii Cledara first choice named as an alternative argued againstblank: not namedEach cell is one answer, Torii on the left and Cledara on the right.The direct prompt
Torii first, Cledara not the choice
8 of 14 modelsCledara was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Torii34%#1 of 16Cledara2%#8 of 16What the models said about Torii
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Torii | $20,000–$50,000/year | Heavy automation for mid-market/enterprise” Kimi K2 · budget prompt · hard negative
“What to Avoid on a Budget ... Torii ($20K–$50K/year)” DeepSeek V4 Flash · budget prompt · hard negative
“typically positioned more toward teams that want a broader "open" management platform than the absolute lowest-cost option” GPT-5.4 mini · budget prompt · soft negative
“Torii is the safest, highest-rated choice — it balances discovery, spend, and automation without the complexity of enterprise-tier tools.” DeepSeek V4 Flash · direct prompt · first choice
“If you want a single most-cited name for mid-market B2B in 2025-2026 reviews, it is Torii for rapid IT-led SaaS lifecycle automation” Muse Glimmer 30B · direct prompt · first choice
“Torii is highly recommended for mid-market companies needing strong SaaS discovery, license management, and workflow automation.” Mistral Small · direct prompt · first choice
What the models said about Cledara
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I'd recommend Cledara as the starting point” GLM 4.7 FlashX · paraphrase prompt · first choice
“If you want to stop runaway subscriptions instantly using virtual cards and earn cashback on your software: Go with Cledara.” Gemini 3.5 Flash · budget prompt · alternative
“Cledara is another good option if you want centralized spend visibility and payment control” GPT-5.4 mini · budget prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.