Field sales tools
Asked as “field sales tool”, and as “route planning and mapping app for outside sales reps”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
43%
Clear leader
43Badger Maps11Spotio09Map My Customers38others
43% of first choices, clear leader.
Since October 2026▲+5Since October 2026: 38% → 43%, +5 points. Inside the 11-point floor: within noise.Badger Maps held the lead, +5 points on 38%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Badger Maps48%Clear leader▲+4Since October 2026: 44% → 48%, +4 points. Inside the 11-point floor: within noise.Standing →Mid-marketBadger Maps43%Clear leader▲+5Since October 2026: 38% → 43%, +5 points. Inside the 11-point floor: within noise.This pageEnterpriseBadger Maps22%Contested▲+3Since October 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise.Standing →
Badger Maps48%Clear leader▲+4Since October 2026: 44% → 48%, +4 points. Inside the 11-point floor: within noise.Standing →Mid-marketBadger Maps43%Clear leader▲+5Since October 2026: 38% → 43%, +5 points. Inside the 11-point floor: within noise.This pageEnterpriseBadger Maps22%Contested▲+3Since October 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Badger Maps43%8%51endorsed leader▲+5Since October 2026: 38% → 43%, +5 points. Inside the 11-point floor: within noise.38% → 43%
Badger Maps43%8%51endorsed leader▲+5Since October 2026: 38% → 43%, +5 points. Inside the 11-point floor: within noise.38% → 43%02
Spotio11%13%45accepted challenger▼−3Since October 2026: 14% → 11%, −3 points. Inside the 11-point floor: within noise.14% → 11%
Spotio11%13%45accepted challenger▼−3Since October 2026: 14% → 11%, −3 points. Inside the 11-point floor: within noise.14% → 11%03
Map My Customers9%3%33accepted challenger▲+3Since October 2026: 6% → 9%, +3 points. Inside the 11-point floor: within noise.6% → 9%
Map My Customers9%3%33accepted challenger▲+3Since October 2026: 6% → 9%, +3 points. Inside the 11-point floor: within noise.6% → 9%04
HubSpot Sales Hub4%14%22accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 11-point floor: within noise.12% → 4%
HubSpot Sales Hub4%14%22accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 11-point floor: within noise.12% → 4%05
Zoho CRM4%20%10accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Zoho CRM4%20%10accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%06
SalesRabbit2%10%29accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
SalesRabbit2%10%29accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%07
Salesforce Sales Cloud2%27%26criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Salesforce Sales Cloud2%27%26criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Salesforce Maps2%29%14criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Salesforce Maps2%29%14criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Badger Maps vs Zoho CRMBadger Maps vs SalesRabbitBadger Maps vs Salesforce Sales CloudBadger Maps vs Salesforce MapsSpotio vs Map My CustomersSpotio vs HubSpot Sales HubSpotio vs Zoho CRMSpotio vs SalesRabbitSpotio vs Salesforce Sales CloudSpotio vs Salesforce MapsMap My Customers vs HubSpot Sales HubMap My Customers vs Zoho CRMMap My Customers vs SalesRabbitMap My Customers vs Salesforce Sales CloudMap My Customers vs Salesforce MapsHubSpot Sales Hub vs Zoho CRMHubSpot Sales Hub vs SalesRabbitHubSpot Sales Hub vs Salesforce Sales CloudHubSpot Sales Hub vs Salesforce MapsZoho CRM vs SalesRabbitZoho CRM vs Salesforce Sales CloudZoho CRM vs Salesforce MapsSalesRabbit vs Salesforce Sales CloudSalesRabbit vs Salesforce MapsSalesforce Sales Cloud vs Salesforce Maps
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Badger Maps43%
Badger Maps43%02Spotio11%
Spotio11%03Map My Customers9%
Map My Customers9%04HubSpot Sales Hub4%
HubSpot Sales Hub4%05Zoho CRM4%
Zoho CRM4%06SalesRabbit2%
SalesRabbit2%07Salesforce Sales Cloud2%
Salesforce Sales Cloud2%08Salesforce Maps2%
Salesforce Maps2%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Salesforce Sales Cloud27%
7 of 26 labels negative · 6 of 14 models · 1 hard negative
“frequently criticized for steep learning curves, excessive clicks, complex setup, and reporting bloat... better as a backend than a daily driver for outside sales” Grok 4.20, negative prompt
Spotio13%
6 of 45 labels negative · 6 of 14 models · 1 hard negative
“Avoid for Limited Budgets: Enterprise tools like Salesforce Field Service or SPOTIO (often $100+/user/mo with setup fees)” Grok 4.20, budget prompt
Salesforce Maps29%
4 of 14 labels negative · 4 of 14 models · 1 hard negative
“Avoid - Has the worst app store ratings of any field sales tool” MiniMax M2.5, negative prompt
Badger Maps8%
4 of 51 labels negative · 4 of 14 models
“Tools like Badger Maps or Route4Me are essential for route optimization. However, their value lies entirely in how well they talk to your CRM.” Qwen 3.7 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 712 links across 180 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Spotio38 answers · 66 citations · 13 models
33 answers · 47 citations · 12 models
vendor site · Map My Customers25 answers · 30 citations · 9 models
22 answers · 60 citations · 13 models
vendor site · Software Advice21 answers · 27 citations · 10 models
vendor site · GetApp19 answers · 22 citations · 10 models
vendor site · Pipeline CRM17 answers · 18 citations · 11 models
vendor site · Guideflow16 answers · 20 citations · 9 models
vendor site · Delta Sales App15 answers · 17 citations · 10 models
15 answers · 15 citations · 7 models
vendor site · Ecanvasser14 answers · 16 citations · 8 models
vendor site · Reddit13 answers · 27 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
19 answers · 10 models
19 answers · 8 models
18 answers · 10 models
17 answers · 11 models
17 answers · 10 models
15 answers · 7 models
12 answers · 6 models
11 answers · 10 models
11 answers · 6 models
8 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best field sales tool”, “field sales tool”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Badger Maps badgermapping.com | 43% | 176 | 4,400 | 47 | 25,214 | 52 | |
| Spotio spotio.com | 11% | 140 | 2,900 | 54 | 10,223 | 25 | 3 |
| HubSpot parent site HubSpot CRM 6%, HubSpot Sales Hub 4% | 11% | 687 | 368,000 | 9,776 | |||
| Map My Customers mapmycustomers.com | 9% | 95 | 1,000 | 478 | 2,731 | 13 | |
| RepMove repmove.app | 4% | 23 | 3 | ||||
| Zoho parent site Zoho CRM 4% | 4% | 331 | 49,500 | 660 | |||
| Salesforce parent site Salesforce Sales Cloud 2%, Salesforce Maps 2% | 4% | 318 | 550,000 | 60,632 | |||
| SalesRabbit salesrabbit.com | 2% | 85 | 4,400 | 62 | 6,627 | 47 | |
| Outfield outfieldapp.com | 2% | 18 | 7 | ||||
| Google parent site Google Maps 2% | 2% | 23 |
Google's top ten for the two searches hold 14 sites; 4 of them are among the sites the models cited here (guideflow.com, pipelinecrm.com, reddit.com, spotio.com). The first result for “best field sales tool” is salesforce.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best field sales tool for a mid-market B2B company?”Paraphrase“Which route planning and mapping app for outside sales reps would you recommend to a mid-sized B2B company?”Comparative“What are the top field sales tools and how do they differ?”Budget-constrained“What is the best field sales tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a field sales tool. What should we look at?”Negative“Which field sales tools should I avoid or be cautious about?”
Claude Haiku 4.5Map My CustomersGoogle MapsChangedSpotioHubSpot Sales Hub, RepMoveno first choicenothing named
Four alternatives
Apollo.io, HubSpot Sales Hub, Spotio, ZoomInfoThree alternatives
Route4Me, Salesforce Maps, SamsaraThree alternatives
Badger Maps, Map My Customers, SalesRabbitThree alternatives
Ecanvasser, Outfield, Zoho CRMGPT-5.4 miniSpotioSalesforce MapsChangedBadger MapsMap My Customersagainst: Spotiono first choicenothing named
Four alternatives
Badger Maps, LeadSquared Mobile, Map My Customers, Salesforce Sales CloudOne alternative
Geopointe for SalesforceEight alternatives
Geopointe, Map My Customers, RepMove, Repsly, SalesRabbit, Salesforce Maps, Skynamo, SpotioThree alternatives
Outfield, Pipedrive, RouteIQGemini 3.5 FlashBadger MapsBadger MapsHeldBadger MapsZoho CRMagainst: Badger Maps, Spotiono first choicenothing named
Four alternatives
Leadbeam, Map My Customers, Salesforce Maps, SpotioFour alternatives
Geopointe, Map My Customers, Salesforce Maps, SpotioFour alternatives
Geopointe, Map My Customers, Skynamo, SpotioFour alternatives
Google My Maps, HubSpot CRM, RouteXL, Salesmate CRMPerplexity SonarMap My CustomersBadger MapsChangedSpotioagainst: HubSpot Sales HubMapslyagainst: Badger Mapsno first choiceagainst: Map My Customers, Repsly, SalesRabbit, Salesforce Sales Cloud, Spotio
Three alternatives
Badger Maps, HubSpot Sales Hub, SpotioOne alternative
Map My CustomersSeven alternatives
Arrivy, Badger Maps, Map My Customers, Repsly, SalesRabbit, Salesforce Maps, SkynamoTwo alternatives
Ecanvasser, SalesRabbitGrok 4.20Spotioagainst: Salesforce MapsBadger MapsChangedagainst: Google Maps, Route4MeBadger Maps, SpotioBadger Mapsagainst: Salesforce Field Service, SpotioSpotioagainst: Oracle, Salesforce Field Service or Sales Cloud with Field Toolsagainst: Badger Maps, HubSpot Sales Hub, Jobber, Salesforce Sales Cloud, ServiceTitan, Workiz, Zoho CRM
Two alternatives
Badger Maps, HubSpot Sales HubFour alternatives
Geopointe, Map My Customers, SalesRabbit, SpotioEight alternatives
Delta Sales App, LeadSquared, Leadbeam, Outfield, Repsly, SalesRabbit, Salesforce Field Service, Salesforce Sales CloudFour alternatives
Map My Customers, Pipeline CRM, SalesRabbit, SimplyDepoThree alternatives
Ecanvasser, HubSpot Sales Hub, Map My CustomersMistral SmallSpotioBadger MapsChangedSalesforce Sales CloudHubSpot CRMno first choiceagainst: SalesRabbit
Two alternatives
HubSpot Sales Hub, Salesforce Sales CloudSeven alternatives
Badger Maps, Delta Sales App, HubSpot Sales Hub, LeadSquared, Microsoft Dynamics 365 Sales, Spotio, Zoho CRMTwo alternatives
Badger Maps, SalesRabbitDeepSeek V4 FlashBadger Mapsagainst: Salesforce MapsBadger MapsHeldSpotioSalesRabbitno first choiceagainst: Microsoft Dynamics 365 Sales, SAP Field Service Management, SalesRabbit, Salesforce Sales Cloud, Spotio, Zoho CRM
Three alternatives
Map My Customers, Spotio, VeloxyThree alternatives
Circuit Route Planner, OptimoRoute, Route4MeSeven alternatives
Badger Maps, LeadSquared, Map My Customers, Outfield, RepZio, SalesRabbit, Salesforce Sales CloudThree alternatives
Badger Maps, OnePageCRM, SpotioLlama 4 Maverickno first choiceBadger MapsChangedSpotioFieldPieno first choicenothing named
Two alternatives
Badger Maps, Map My CustomersTwo alternatives
Badger Maps, Salesforce Sales CloudQwen 3.7 FlashBadger MapsBadger MapsHeldSalesforce Sales CloudBadger Maps, InstaMapsno first choiceagainst: Badger Maps, Route4Me, Salesforce Sales Cloud
Three alternatives
HubSpot Sales Hub, Salesforce Sales Cloud, SpotioOne alternative
SpotioSeven alternatives
Badger Maps, Bardeen, Delta Sales App, HubSpot Sales Hub, Microsoft Dynamics 365 Sales, Spigit, VeloxyThree alternatives
Google Maps, HubSpot Sales Hub, SalesRabbitKimi K2HubSpot Sales Hubagainst: Salesforce Sales CloudBadger MapsChangedagainst: Salesforce MapsSpotioHubSpot CRMno first choiceagainst: Salesforce Sales Cloud
Three alternatives
Badger Maps, Map My Customers, SpotioThree alternatives
Route4Me, Spotio, eSpatialFour alternatives
Badger Maps, RepMove, SalesRabbit, Salesforce Sales CloudThree alternatives
FieldStacker, OnePageCRM, Zoho CRMGLM 4.7 FlashXSalesforce Sales Cloud, SpotioBadger MapsChangedno first choiceRepMoveno first choicenothing named
Six alternatives
Badger Maps, Coffee, LeadSquared, Map My Customers, Outfield, SalesRabbitThree alternatives
Map My Customers, Repsly, RoadWarriorSix alternatives
Ecanvasser, FieldStacker, HubSpot Sales Hub, OnePageCRM, SalesRabbit, Salesforce Sales CloudMiniMax M2.5Badger Maps, OutfieldBadger MapsChangedSpotioGuideflowno first choiceagainst: HubSpot Sales Hub, Salesforce Maps, Salesforce Sales Cloud
Three alternatives
LeadSquared, RepMove, Salesforce Sales CloudFour alternatives
Circuit, Google Maps, OptimoRoute, RouteSavvyFour alternatives
Badger Maps, Delta Sales App, SalesRabbit, Salesforce Sales CloudThree alternatives
Geo Rep, Pipeline CRM, SalesRabbitGPT-6 LunaBadger MapsBadger MapsHeldBadger MapsZoho CRMno first choicenothing named
Two alternatives
Salesforce Maps, SpotioOne alternative
Map My CustomersFive alternatives
Pepperi, Repsly, SalesRabbit, Salesforce Maps, SpotioOne alternative
HubSpot Sales HubMuse Glimmer 30BBadger Maps, Map My CustomersBadger MapsChangedSalesforce Sales Cloud, VeloxyHubSpot CRMagainst: Spotiono first choiceagainst: LinkedIn Sales Navigator, Salesforce Maps mobile, Salesforce mobile, Visible
Two alternatives
Pipeline CRM, SpotioThree alternatives
Outfield, SimplyDepo, SpotioSeven alternatives
Badger Maps, LeadSquared, Map My Customers, RepZio, Repsly, SalesRabbit, SpotioThree alternatives
Lead Mapper, Pipedrive, Zoho CRMBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:08 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:02 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:10 | yes | 7 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:53 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:46 | yes | 10 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:53 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:08 | yes | 23 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:07 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:46 | yes | 10 | 54 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:50 | yes | 15 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:26 | yes | 12 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:25 | yes | 13 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:13 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:13 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:44 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:51 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:22 | yes | 8 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:28 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:58 | yes | 10 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:18 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:12 | yes | 24 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:45 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:52 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:04 | yes | 14 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:47 | yes | 18 | 17 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:45 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:55 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:59 | yes | 13 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:39 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:17 | yes | 3 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:02 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:06 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:26 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:20 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:03 | yes | 24 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:10 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:55 | yes | 5 | 16 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:52 | yes | 10 | 18 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:10 | yes | 10 | 57 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:20 | yes | 9 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:50 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:47 | yes | 15 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:18 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:10 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:04 | yes | 9 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:19 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:01 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:00 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:12 | yes | 19 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:14 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:44 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:40 | yes | 20 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:04 | yes | 23 | 85 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:53 | yes | 5 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:37 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:00 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:20 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:10 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:40 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:55 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:51 | yes | 5 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:12 | no | 0 | 2 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:25 | yes | 17 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:01 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:15 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:50 | no | 0 | 60 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:34 | no | 0 | 200 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:25 | no | 0 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:59 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:34 | yes | 14 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:02 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:33 | yes | 9 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:13 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:02 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:40 | yes | 10 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:23 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:58 | yes | 25 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:29 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:00 | no | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:57 | yes | 19 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:16 | yes | 25 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:46 | yes | 15 | 47 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:54 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:10 | yes | 24 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
HubSpot read as HubSpot Sales Hub
HubSpot (Free CRM) read as HubSpot Sales Hub
Salesforce read as Salesforce Sales Cloud
Veeva read as Veeva CRM
Unresolved, counted raw
Circuit Route Planner
Geo Rep
Geopointe for Salesforce
HappSales
Oracle
RoadWarrior
RouteXL
SAP Field Service Management
Salesforce Field Service or Sales Cloud with Field Tools
Salesforce Maps mobile
Salesforce Mobile / HubSpot Mobile App
Salesforce mobile
Spigit
Twilio
Visible
WEX Field Service Management
Workiz
Zilliant Territory Manager
Discontinued, still offered
No shut-down product was recommended here.