Eight of fourteen models named Torii first on the direct prompt; zero named Spendflo. Torii was named by fourteen of the fourteen models and Spendflo by ten and Torii carries 56 labels and Spendflo 19, so the shares are not directly comparable.
Named in five categories this edition.
Named in two categories 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.
Across every category in the October 2026 Edition, Torii and Spendflo were named in the same answer thirty-three times, of the 177 answers naming Torii and the 51 naming Spendflo. In those answers Spendflo took the first choice zero times and Torii nine.
| 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 |
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.
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“flag integration problems for several platforms, including BetterCloud, CloudEagle, Lumos, Zluri, Productiv, and Spendflo” GPT-5.4 mini · negative prompt · soft negative
“I'd recommend Spendflo if your priority is a combined SaaS spend, procurement, and license management tool” Perplexity Sonar · paraphrase prompt · first choice
“I'd recommend starting with Zluri or Spendflo as they offer strong ROI through waste reduction” MiniMax M2.5 · paraphrase prompt · first choice
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.