Spotio vs Salesforce Maps
Four of fourteen models named Spotio first on the direct prompt; zero named Salesforce Maps. Spotio was named by fourteen of the fourteen models and Salesforce Maps by ten and Spotio carries 45 labels and Salesforce Maps 14, so the shares are not directly comparable.
Named in four categories this edition.
By Salesforce, San Francisco, United States, founded 1999. 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.
By framing
SpotioFirst choices, of fourteen modelsSalesforce Maps
Across every category in the November 2026 Edition, Spotio and Salesforce Maps were named in the same answer forty-two times, of the 146 answers naming Spotio and the 134 naming Salesforce Maps. In those answers Salesforce Maps took the first choice four times and Spotio seven.
Every model, every framing
| 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 | | | | |
Spotio Salesforce Maps first choice named as an alternative argued againstblank: not namedEach cell is one answer, Spotio on the left and Salesforce Maps on the right.The direct prompt
Spotio first, Salesforce Maps not the choice
4 of 14 modelsSalesforce Maps was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Spotio10%#3 of 9Salesforce Maps0%#– of 9What the models said about Spotio
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
What the models said about Salesforce Maps
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid - Has the worst app store ratings of any field sales tool” MiniMax M2.5 · negative prompt · hard negative
“If I had to pick one default recommendation for a mid-sized B2B sales team, it would be Salesforce Maps” GPT-5.4 mini · paraphrase prompt · first choice
“Salesforce’s own native location product (formerly MapAnything). Provides routing, schedule optimization, and real-time territory mapping” Gemini 3.5 Flash · paraphrase prompt · alternative
“Best Native Solution for Salesforce Ecosystems ... Drawback: Higher cost and steeper learning curve” Gemini 3.5 Flash · direct prompt · alternative
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.