Four of fourteen models named Spotio first on the direct prompt; three named Map My Customers. Spotio was named by fourteen of the fourteen models and Map My Customers by eleven and Spotio carries 45 labels and Map My Customers 33, so the shares are not directly comparable.
Named in four 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 November 2026 Edition, Spotio and Map My Customers were named in the same answer eighty times, of the 146 answers naming Spotio and the 100 naming Map My Customers. In those answers Map My Customers took the first choice nine times and Spotio twenty-one.
| 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.
“Avoid for Limited Budgets: Enterprise tools like Salesforce Field Service or SPOTIO (often $100+/user/mo with setup fees)” Grok 4.20 · budget prompt · hard negative
“SPOTIO is great for territory management, but be aware: reps will adopt it if it plans their day, not if it just watches them.” DeepSeek V4 Flash · negative prompt · soft negative
“high-end dedicated platforms like Badger Maps or Spotio ... can be cost-prohibitive” Gemini 3.5 Flash · budget prompt · soft negative
“It's a complete field sales platform, not just a mapping add-on... Strongest for teams doing D2D / canvassing work.” DeepSeek V4 Flash · comparative prompt · first choice
“SPOTIO: Top for pure field sales. Excels in territory mapping, route optimization, GPS tracking, and offline mode.” Grok 4.20 · scale prompt · first choice
“Choose SPOTIO if you need comprehensive territory coverage + activity visibility + manager oversight in one platform” MiniMax M2.5 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“five-user minimums for SPOTIO and Map My Customers” Perplexity Sonar · negative prompt · soft negative
“For B2B outside sales teams managing complex accounts across a defined territory, Map My Customers is the strongest fit in 2026.” Claude Haiku 4.5 · direct prompt · first choice
“For most mid-market B2B field-sales teams, Map My Customers is the best overall choice” Perplexity Sonar · direct prompt · first choice
“I'd start with Map My Customers if you need an all-in-one field-sales tool” 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.