Four of fourteen models named Badger Maps first on the direct prompt; zero named Map My Customers. Both were named by all fourteen models and Badger Maps carries 52 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, Badger Maps and Map My Customers were named in the same answer seventy-eight times, of the 187 answers naming Badger Maps and the 92 naming Map My Customers. In those answers Map My Customers took the first choice six times and Badger Maps twenty-nine.
| 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.
“Badger Maps is more purpose-built, but it’s a bigger expense: its Business plan is listed at $58 per user/month billed annually” GPT-6 Luna · budget prompt · soft negative
“No Salesforce connector. If Salesforce is your system of record, Badger Maps, SPOTIO, SalesRabbit, Map My Customers and Leadbeam...” Muse Glimmer 30B · negative prompt · soft negative
“While on the higher end of a "limited" budget, Badger Maps is the gold standard for pure route optimization.” Gemini 3.5 Flash · budget prompt · soft negative
“I'd start with Badger Maps if the core need is rep routing and territory efficiency, or SPOTIO if you need a broader field execution stack.” GPT-5.4 mini · direct prompt · first choice
“Badger Maps and HubSpot CRM are the top recommendations due to their balance of affordability, ease of use, and robust field sales features” Mistral Small · budget prompt · first choice
“opt for lightweight, mobile-first companion tools (such as Badger Maps, Spotio, or Map My Customers) that sit on top of your existing CRM” Gemini 3.5 Flash · negative 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.