Field sales tools · October 2026 Edition
Badger Maps vs Spotio
Four of fourteen models named Badger Maps first on the direct prompt; seven named Spotio. Both were named by all fourteen models and Badger Maps carries 52 labels and Spotio 45, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share38%14%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%22%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 9; printed, not drawn.
Labels5245A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Badger Maps reading right to left. Rank and label count are printed, not drawn.HubSpot Sales Hub was named alongside these two in twelve of the fourteen direct answers. Badger Maps vs HubSpot Sales Hub · Badger Maps vs Map My Customers · Badger Maps vs SalesRabbit
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Badger MapsFirst choices, of fourteen modelsSpotio
Direct47
Paraphrase1302 against Spotio
Comparative45
Budget-constrained202 against Badger Maps · 2 against Spotio
Scale-constrained00
Negative113 against Badger Maps · 6 against Spotio
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Badger Maps and Spotio were named in the same answer 111 times, of the 187 answers naming Badger Maps and the 152 naming Spotio. In those answers Spotio took the first choice twenty-five times and Badger Maps thirty-seven.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Badger Maps and Spotio stood in it.
| 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 | | |
Badger Maps Spotio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Badger Maps on the left and Spotio on the right.The direct prompt
The plain question, one answer per model, grouped by where Badger Maps and Spotio stood in it.
Both were the first choice
3 of 14 modelsThe answer named them together, and the judge labeled each a first choice.GPT-5.4 miniBadger Maps, Spotio alternatives: Geopointe, Map My Customers, SalesRabbit
Perplexity SonarBadger Maps, Spotio alternatives: HubSpot Sales Hub
Mistral SmallBadger Maps, Spotio alternatives: HubSpot Sales Hub
Badger Maps first, Spotio not the choice
1 of 14 modelsSpotio was named in the answer but not as the choice, or not at all.GPT-6 LunaBadger Maps alternatives: HubSpot Sales Hub, Salesforce Maps, Salesforce Sales Cloud
Spotio first, Badger Maps an alternative
4 of 14 modelsBadger Maps was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashSpotio alternatives: Badger Maps, Geopointe, Map My Customers
Grok 4.1 FastSpotio alternatives: Badger Maps, HubSpot Sales Hub, Salesforce Sales Cloud
DeepSeek V4 FlashSpotio alternatives: Badger Maps, HubSpot Sales Hub, Map My Customers
Kimi K2Spotio alternatives: Badger Maps, HubSpot Sales Hub
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5HubSpot Sales Hub alternatives: Apollo.io, Map My Customers, Pipedrive
Llama 4 Maverickno first choice alternatives: Cognism, Dealfront, Default, Gong, HubSpot Sales Hub, Outreach, Salesforce, Salesloft, ZoomInfo
Qwen 3.7 FlashDock alternatives: Highspot, HubSpot Sales Hub, Mediafly
GLM 4.7 FlashXPipedrive alternatives: HubSpot Sales Hub, Pipeline CRM, Salesforce Sales Cloud
MiniMax M2.5HubSpot Sales Hub, Pipedrive alternatives: Salesforce Sales Cloud
Muse Glimmer 30BHubSpot Sales Hub alternatives: Dock, Knockio, TrackoField
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Badger Maps leads by thirty-five points.
Badger Maps44%#1 of 9Spotio8%#3 of 9Mid-marketThe figures above
Badger Maps leads by twenty-four points.
Badger Maps38%#1 of 9Spotio14%#2 of 9Enterprise
Badger Maps leads by five points.
Badger Maps19%#1 of 8Spotio14%#3 of 8What the models said about Badger Maps
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
What 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.
“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
Also compared
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.