Five of fourteen models named GUIDEcx first on the direct prompt; two named OnRamp. GUIDEcx was named by fourteen of the fourteen models and OnRamp by ten and GUIDEcx carries 50 labels and OnRamp 19, 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 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.
Across every category in the October 2026 Edition, GUIDEcx and OnRamp were named in the same answer forty-seven times, of the 138 answers naming GUIDEcx and the 60 naming OnRamp. In those answers OnRamp took the first choice six times and GUIDEcx eight.
| 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 eight in this category shown.
“Proceed with Extreme Caution ... Rocketlane and GUIDEcx carry the heaviest documented baggage” Qwen 3.7 Flash · negative prompt · hard negative
“Heavyweight, enterprise onboarding tools (like GUIDEcx, Rocketlane, or ChurnZero) are excellent but often cost hundreds or thousands of dollars a month.” Gemini 3.5 Flash · budget prompt · soft negative
“GUIDEcx has a 4.6/5 rating across 460+ reviews, but a steep learning curve is the most-cited complaint” Claude Haiku 4.5 · negative prompt · soft negative
“Purpose-built for complex B2B implementations; combines project execution, customer engagement, automation, AI-driven intelligence, and portfolio visibility” MiniMax M2.5 · comparative prompt · first choice
“If you need to manage tasks, timelines, and vendors for a client implementation, choose GuideCX or Rocketlane.” GLM 4.7 FlashX · comparative prompt · first choice
“GUIDEcx is frequently highlighted as the best client onboarding platform for mid-market B2B companies” 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 four in this category shown.
“making it ideal for mid-market and enterprise companies handling complex implementation processes” Claude Haiku 4.5 · direct prompt · first choice
“OnRamp ⭐ Best Overall for Mid-Market” Kimi K2 · direct prompt · first choice
“OnRamp if you want a CS-oriented platform focused on reusable playbooks... Its published pricing starts at $15,000” GPT-6 Luna · direct 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.