# OnRamp vs Arrows: which do AI models recommend for client onboarding, October 2026

GTM AI Recommendation Index, October 2026 Edition, Client onboarding platforms. Two of fourteen models named OnRamp first on the direct prompt; zero named Arrows. Page: https://gtm-ai-index.com/customer/client-onboarding/onramp-vs-arrows/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| OnRamp | 4% | #4 of 15 | 0% | 19 | 10 of 14 |
| Arrows | 2% | #6 of 15 | 0% | 13 | 7 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: onramp first (first choices: OnRamp) (alternatives: GUIDEcx, HubSpot, Rocketlane)
- Kimi K2: onramp first (first choices: OnRamp) (alternatives: Arrows, Dock, Rocketlane)
- Gemini 3.5 Flash: neither first, one named (first choices: Rocketlane) (alternatives: Appcues, Dock, GUIDEcx, OnRamp, Pendo, Userpilot)
- DeepSeek V4 Flash: neither first, one named (first choices: Rocketlane) (alternatives: GUIDEcx, OnRamp)
- Llama 4 Maverick: neither first, one named (first choices: GUIDEcx) (alternatives: OnRamp, Precursive, Rocketlane)
- GPT-6 Luna: neither first, one named (first choices: Rocketlane) (alternatives: GUIDEcx, OnRamp)
- Muse Glimmer 30B: neither first, one named (first choices: GUIDEcx, Rocketlane) (alternatives: OnRamp)
- GPT-5.4 mini: neither named (first choices: Rocketlane) (alternatives: GUIDEcx, Planhat)
- Perplexity Sonar: neither named (first choices: Rocketlane) (alternatives: Appcues, Dock, GUIDEcx, Userpilot)
- Grok 4.1 Fast: neither named (first choices: Rocketlane) (alternatives: Appcues, GUIDEcx)
- Mistral Small: neither named (first choices: GUIDEcx) (alternatives: Precursive, Rocketlane)
- Qwen 3.7 Flash: neither named (first choices: GUIDEcx) (alternatives: Appcues, Rocketlane)
- GLM 4.7 FlashX: neither named (first choices: Rocketlane) (alternatives: Appcues, GUIDEcx)
- MiniMax M2.5: neither named (first choices: GUIDEcx) (alternatives: Rocketlane)

## What the models said about OnRamp

- "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)

## What the models said about Arrows

- "Start with Arrows if you're already on HubSpot or Salesforce — it's affordable, easy to implement, and eliminates tool switching" (Kimi K2, paraphrase prompt, first choice)
- "Arrows if you're strongly standardized on HubSpot ... One caveat: Arrows announced a strategic shift in August 2026" (GPT-6 Luna, paraphrase prompt, alternative)
- "Pick this if you're HubSpot-native—streamlined for end-to-end journeys in one ecosystem." (Grok 4.1 Fast, paraphrase prompt, alternative)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.