Six of twelve models named Vitally first on the direct prompt; zero named Custify. Vitally was named by twelve of the twelve models and Custify by eleven and Vitally carries 50 labels and Custify 42, so the shares are not directly comparable.
Named in two 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 twelve 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 customer success platforms page.
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.
“Avoid pricier options like ... Vitally/ChurnZero (custom, $1K+/month)” Grok 4.1 Fast · budget prompt · hard negative
“What to Avoid on a Budget ... generally not where you should start” DeepSeek V4 Flash · budget prompt · hard negative
“Be Cautious If: You want quick, simple setups and do not have technical resources to manage filtering logic.” Gemini 3.5 Flash · negative prompt · soft negative
“Start with Vitally for most mid-market companies - it offers the best balance of features, pricing, and modern UX” GLM 4.7 FlashX · direct prompt · first choice
“Vitally is the strongest overall choice and the default pick most CS analysts point mid-market teams to first” DeepSeek V4 Flash · paraphrase prompt · first choice
“Vitally — If you want fast time-to-value, modern UX, and strong product analytics integration” Kimi K2 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid: Pure SMB tools (Custify, Akita) — you'll outgrow them in 12-18 months.” Kimi K2 · scale prompt · hard negative
“Avoid pricier options like Custify (~$199–$899/month)” Grok 4.1 Fast · budget prompt · hard negative
“Custify and Skalin offer the best balance of dedicated customer success features and affordability” Mistral Small · budget prompt · first choice
“If I had to give one default recommendation, I'd choose Custify for a limited-budget company” Perplexity Sonar · budget prompt · first choice
“Custify — best overall value ... the most common sweet spot for budget-conscious SMB SaaS teams” DeepSeek V4 Flash · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.