Seven of fourteen models named GUIDEcx first on the direct prompt; zero named ClickUp. GUIDEcx was named by fourteen of the fourteen models and ClickUp by nine and GUIDEcx carries 51 labels and ClickUp 13, so the shares are not directly comparable.
Named in two categories this edition.
San Diego, United States, founded 2016. Named in nine 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 client onboarding platforms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| 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 eight in this category shown.
“Frequently cited in Reddit threads ... as a "mixed bag" for client adoption ... High implementation effort; some users report it feels rigid.” Grok 4.20 · negative prompt · soft negative
“Over-Engineered Enterprise Implementation Software (for SMBs & Agencies)... Complex enterprise implementation tools (e.g., GuideCX)” Gemini 3.5 Flash · negative prompt · soft negative
“Starting at ~$143/user/month with minimum seat requirements and steep administrative setup—may be overkill for smaller teams” Kimi K2 · negative prompt · soft negative
“Best for mid-market implementation teams handling multi-stakeholder projects, offering guest task views and automated email updates” Claude Haiku 4.5 · direct prompt · first choice
“GUIDEcx is a recommended customer implementation and onboarding project tool for mid-sized B2B companies” Llama 4 Maverick · paraphrase prompt · first choice
“GUIDECX — strong for structured, collaborative onboarding projects and shared accountability.” GPT-5.4 mini · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Tools like Trello, Asana, or ClickUp are excellent for tasks, but they are terrible at the legal/compliance side of onboarding” Qwen 3.7 Flash · negative prompt · hard negative
“less specialized for customer-facing implementation than Rocketlane or GUIDEcx” Perplexity Sonar · comparative prompt · soft negative
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.