Ten of fourteen models named Salesloft first on the direct prompt; three named Outreach. Both were named by all fourteen models and Salesloft carries 67 labels and Outreach 61, so the shares are not directly comparable.
Atlanta, United States, founded 2011. Named in sixteen categories this edition.
Named in thirteen 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 sales engagement platforms page.
Across every category in the November 2026 Edition, Salesloft and Outreach were named in the same answer 242 times, of the 332 answers naming Salesloft and the 309 naming Outreach. In those answers Outreach took the first choice twenty-six times and Salesloft seventeen.
| 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 seven in this category shown.
“The platform has been called out for both operational and security concerns... Salesloft Drift breach in August 2025 is widely cited as an example of third-party SaaS risk” Muse Glimmer 30B · negative prompt · hard negative
“Avoid heavy enterprise tools like Outreach, Salesloft, or LinkedIn Sales Navigator add-ons” Qwen 3.7 Flash · budget prompt · hard negative
“What to Avoid - Outreach and Salesloft: ... overkill for limited budgets.” Kimi K2 · budget prompt · hard negative
“I'd usually recommend Salesloft if you want a more complete sales engagement + coaching + revenue execution platform” GPT-5.4 mini · paraphrase prompt · first choice
“Choose Outreach or Salesloft if you have a large team, use a major CRM (Salesforce/HubSpot), and manage long sales cycles” Qwen 3.7 Flash · comparative prompt · first choice
“The best sales engagement tool for a mid-sized B2B company would be Salesloft, HubSpot Sales Hub, or Apollo.io.” Llama 4 Maverick · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid heavy enterprise tools like Outreach, Salesloft, or LinkedIn Sales Navigator add-ons” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid Outreach if you're not a large enterprise with dedicated implementation support” GLM 4.7 FlashX · negative prompt · hard negative
“What to Avoid - Outreach and Salesloft: ... overkill for limited budgets.” Kimi K2 · budget prompt · hard negative
“It is widely considered the most robust and flexible platform... However, it can be complex to set up and is expensive.” Qwen 3.7 Flash · comparative prompt · first choice
“Outreach has the deepest sequence builder, best-in-class A/B testing, and revenue intelligence layered on top.” Claude Haiku 4.5 · comparative prompt · first choice
“Choose Outreach for complex enterprise sales processes, strong governance, and advanced orchestration.” Perplexity Sonar · comparative 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.