Seven of fourteen models named Spotio first on the direct prompt; zero named Map My Customers. Both were named by all fourteen models and Spotio carries 45 labels and Map My Customers 33, 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 field sales tools page.
Across every category in the October 2026 Edition, Spotio and Map My Customers were named in the same answer sixty-three times, of the 152 answers naming Spotio and the 92 naming Map My Customers. In those answers Map My Customers took the first choice five times and Spotio 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 4.1 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 seven in this category shown.
“Users report significant call problems, including missed connections and being flagged as spam... very low rating of 2.2, indicating widespread dissatisfaction” Mistral Small · negative prompt · hard negative
“Tools to Avoid on a Tight Budget - SPOTIO — Does not publish pricing, requires a 5-seat minimum” DeepSeek V4 Flash · budget prompt · hard negative
“Some SPOTIO reviewers report connectivity or sync trouble; reviews are anecdotal, so treat that as a reason to run a pilot” GPT-6 Luna · negative prompt · soft negative
“If you want the best overall answer, I'd pick SPOTIO for a mid-market B2B team with a true field sales motion” Perplexity Sonar · direct prompt · first choice
“If you need a purpose-built field sales platform with strong territory and route management, go with SPOTIO.” Kimi K2 · direct prompt · first choice
“Choose SPOTIO/Badger Maps/Map My Customers if your reps are truly "in the field" daily with multiple stops” Kimi K2 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Solid for lightweight mapping/activity (~$30-65/user/month), but weaker routing; best for smaller teams.” Grok 4.1 Fast · paraphrase prompt · soft negative
“Map My Customers is 4.5 on G2 and 4.5 on Capterra, but 4.1 on Apple App Store and 3.8 on Google Play.” Muse Glimmer 30B · negative prompt · soft negative
“$99/user/mo (3-seat minimum = $297/mo) | B2B field sales; note the high minimum commitment” DeepSeek V4 Flash · budget prompt · soft negative
“If you want a simple, cost-effective route planner with CRM integration, choose Badger Maps or Map My Customers.” Mistral Small · paraphrase prompt · first choice
“opt for lightweight, mobile-first companion tools (such as Badger Maps, Spotio, or Map My Customers)” Gemini 3.5 Flash · negative prompt · first choice
“My practical pick: Map My Customers or Badger Maps for lean field sales teams.” GPT-5.4 mini · budget 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.