Field sales tools for small business buyers
Asked as “field sales tool”, and as “route planning and mapping app for outside sales reps”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
48%
Clear leader
48Badger Maps15RepMove10Spotio27others
48% of first choices, clear leader.
Since October 2026▲+4Since October 2026: 44% → 48%, +4 points. Inside the 11-point floor: within noise.Badger Maps held the lead, +4 points on 44%, 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.This pageMid-marketBadger Maps43%Clear leader▲+5Since October 2026: 38% → 43%, +5 points. Inside the 11-point floor: within noise.Standing →EnterpriseBadger 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.This pageMid-marketBadger Maps43%Clear leader▲+5Since October 2026: 38% → 43%, +5 points. Inside the 11-point floor: within noise.Standing →EnterpriseBadger 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Badger Maps48%11%57endorsed leader▲+4Since October 2026: 44% → 48%, +4 points. Inside the 11-point floor: within noise.44% → 48%
Badger Maps48%11%57endorsed leader▲+4Since October 2026: 44% → 48%, +4 points. Inside the 11-point floor: within noise.44% → 48%02
RepMove15%0%15accepted challenger▲+13Since October 2026: 2% → 15%, +13 points. Past the 11-point floor: movement.2% → 15%
RepMove15%0%15accepted challenger▲+13Since October 2026: 2% → 15%, +13 points. Past the 11-point floor: movement.2% → 15%03
Spotio10%21%39accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%
Spotio10%21%39accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%04
SalesRabbit6%15%33accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
SalesRabbit6%15%33accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%05
Pipedrive4%0%19accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Pipedrive4%0%19accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%06
Zoho CRM2%0%14accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
Zoho CRM2%0%14accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%07
HubSpot Sales Hub2%13%15accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
HubSpot Sales Hub2%13%15accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%Show the two products at 0%, ordered by negative rate
09
Salesforce Sales Cloud0%71%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesforce Sales Cloud0%71%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Map My Customers0%23%30accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Map My Customers0%23%30accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Badger Maps48%
Badger Maps48%02RepMove15%
RepMove15%03Spotio10%
Spotio10%04SalesRabbit6%
SalesRabbit6%05Pipedrive4%
Pipedrive4%06Zoho CRM2%
Zoho CRM2%07HubSpot Sales Hub2%
HubSpot Sales Hub2%08Map My Customers0%
Map My Customers0%09Salesforce Sales Cloud0%
Salesforce Sales Cloud0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Qwen 3.7 Flash, 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 Cloud71%
15 of 21 labels negative · 10 of 14 models · 8 hard negative
“What to avoid: Enterprise-grade CRM add-ons or "bolt-on" modules that weren't built for outside reps (e.g., Salesforce Agentforce Sales, Salesforce ServiceMax, or other heavy CRMs marketed to large enterprises).” GLM 4.7 FlashX, negative prompt
Spotio21%
8 of 39 labels negative · 7 of 14 models · 2 hard negative
“What to Avoid: SPOTIO - While popular, it's split between B2B and door-to-door” Kimi K2, paraphrase prompt
Map My Customers23%
7 of 30 labels negative · 7 of 14 models
“significantly cheaper than competitors like *SPOTIO* or *Map My Customers* (which start around $99+/user/month or require heavy seat minimums)” Gemini 3.5 Flash, budget prompt
Google Maps67%
6 of 9 labels negative · 6 of 14 models · 3 hard negative
“Generic tools like Google Maps - No CRM integration, territory management, or sales-specific features” Kimi K2, paraphrase 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
73 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. 786 links across 159 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 · Spotio44 answers · 67 citations · 13 models
38 answers · 75 citations · 12 models
vendor site · Map My Customers30 answers · 34 citations · 11 models
26 answers · 72 citations · 13 models
vendor site · Software Advice26 answers · 28 citations · 10 models
vendor site · Pipeline CRM23 answers · 24 citations · 11 models
vendor site · GetApp21 answers · 26 citations · 9 models
vendor site · Ecanvasser19 answers · 25 citations · 11 models
vendor site · Reddit15 answers · 23 citations · 10 models
vendor site · Capterra15 answers · 21 citations · 8 models
vendor site · Guideflow12 answers · 15 citations · 5 models
12 answers · 13 citations · 6 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.
24 answers · 9 models
23 answers · 11 models
23 answers · 9 models
22 answers · 10 models
21 answers · 10 models
15 answers · 9 models
14 answers · 12 models
14 answers · 8 models
12 answers · 6 models
11 answers · 6 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Badger Maps badgermapping.com | 48% | 176 | 4,400 | 47 | 25,214 | 52 | ||
| RepMove repmove.app | 15% | 23 | 3 | |||||
| Spotio spotio.com | 10% | 140 | 2,900 | 54 | 10,223 | 25 | 3 | |
| HubSpot parent site HubSpot CRM 6%, HubSpot Sales Hub 2% | 8% | 687 | 368,000 | 9,776 | ||||
| SalesRabbit salesrabbit.com | 6% | 85 | 4,400 | 62 | 6,627 | 47 | ||
| Pipedrive pipedrive.com | 4% | 360 | 49,500 | 598 | 418,149 | $55 | 97 | 8 |
| Zoho parent site Zoho CRM 2% | 2% | 331 | 49,500 | 660 | ||||
| OnePageCRM onepagecrm.com | 2% | 14 | ||||||
| CloudTalk cloudtalk.io | 2% | 364 | 2,900 | 62 | 95,515 | $1,909 | 119 | |
| Google parent site Google Sheets + Templates 2% | 2% | 1 |
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 small B2B company?”Paraphrase“Which route planning and mapping app for outside sales reps would you recommend to a small business that sells to other businesses?”Comparative“What are the top field sales tools for a small team and how do they differ?”Budget-constrained“What is the best field sales tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a field sales tool. What should we look at?”Negative“Which field sales tools should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceagainst: Salesforce Field ServiceBadger MapsChangedno first choiceCloudTalk, RepMoveno first choiceagainst: LinkedIn Sales Navigator
Four alternatives
Freshsales, HubSpot Sales Hub, Monday.com Sales, PipedriveTwo alternatives
Map My Customers, On the RoadEight alternatives
Badger Maps, BeatRoute, HubSpot Sales Hub, OnePageCRM, RepMove, Repsly, SalesRabbit, SpotioTwo alternatives
Badger Maps, Lead MapperGPT-5.4 miniHubSpot Sales HubBadger MapsChangedBadger Maps, Spotioagainst: Salesforce Sales CloudPipedriveno first choicenothing named
Three alternatives
Badger Maps, Leadbeam, SpotioThree alternatives
Map My Customers, Mapsly, MaptitudeTwo alternatives
Map My Customers, SalesRabbitTwo alternatives
HubSpot Sales Hub, RepslyGemini 3.5 FlashBadger Maps, Spotioagainst: HubSpot CRMBadger MapsChangedBadger MapsZoho CRMagainst: Map My Customers, Spotiono first choiceagainst: 6sense, Demandbase, Microsoft Dynamics 365 Sales, Salesforce Sales Cloud, ZoomInfo
Five alternatives
Map My Customers, Pipedrive, RouteIQ, Skynamo, Zoho CRMFour alternatives
Circuit for Teams, Map My Customers, Route4Me, SpotioFive alternatives
Map My Customers, Pipedrive, Pipeline CRM, SalesRabbit, SpotioFive alternatives
Badger Maps, Google Maps, HubSpot CRM, RepMove, SalesRabbitPerplexity SonarBadger Mapsagainst: HubSpot Sales HubBadger MapsHeldagainst: Apple Maps, Google MapsMap My CustomersSalesRabbitagainst: Badger Maps, Map My Customersno first choiceagainst: Salesforce-style field layers
Two alternatives
Map My Customers, SpotioOne alternative
Map My CustomersFive alternatives
Badger Maps, RepMove, Repsly, SalesRabbit, SpotioTwo alternatives
Mapsly, Zoho CRMGrok 4.20RepMoveagainst: Salesforce Sales Cloud, Spotio, VeloxyBadger MapsChangedagainst: Google Maps, MapMyRide, SalesRabbit, Salesforce Field ServiceSpotioagainst: Salesforce Sales CloudRepMoveagainst: Badger Mapsno first choiceagainst: Salesforce Sales Cloud, Veeva CRM
Two alternatives
Badger Maps, SalesRabbitOne alternative
Route4MeFour alternatives
Badger Maps, LeadSquared, Map My Customers, SalesRabbitTwo alternatives
HubSpot Sales Hub, PipedriveMistral SmallBadger Maps, SpotioBadger MapsChangedBadger Maps, Spotioagainst: Salesforce Sales CloudSalesRabbitno first choiceagainst: Badger Maps
Three alternatives
Map My Customers, Pipeline CRM, SalesRabbitThree alternatives
LeadSquared, Map My Customers, SalesRabbitTwo alternatives
Badger Maps, SpotioDeepSeek V4 FlashBadger MapsBadger MapsHeldagainst: FieldAssist, Google Maps, MapQuest, Salesforce MapsBadger Mapsagainst: Map My CustomersSpotiono first choiceagainst: Salesforce Sales Cloudagainst: Badger Maps, Salesforce Maps, Salesforce Sales Cloud, Spotio
Four alternatives
HubSpot Sales Hub, Map My Customers, Pipedrive, SpotioFour alternatives
Circuit, Map My Customers, OptimoRoute, SpotioFive alternatives
FieldPie, SalesRabbit, Salesforce Maps, Spotio, VeloxyFive alternatives
Badger Maps, Google Maps, HubSpot CRM, RepMove, SalesRabbitLlama 4 MaverickBadger MapsBadger MapsHeldno first choiceOnePageCRMno first choiceagainst: Badger Maps, SalesRabbit
Three alternatives
Map My Customers, SalesRabbit, SpotioThree alternatives
Badger Maps, Map My Customers, SimplyDepoQwen 3.7 FlashHubSpot CRMBadger MapsChangedagainst: Google Maps, Wazeno first choicePipedriveagainst: Map My Customers, Salesforce Sales Cloud, Spotiono first choiceagainst: Cognism, MS Dynamics 365 F&O, Salesforce Industries, ZoomInfo
Four alternatives
Close, MapMyVisit, Pipedrive, Zoho CRMOne alternative
Circuit for TeamsSeven alternatives
Badger Maps, Knockio, Map My Customers, OnePageCRM, RepMove, SalesRabbit, SpotioTwo alternatives
HubSpot Sales Hub, RepMoveKimi K2Badger Mapsagainst: Salesforce Sales Cloud, SpotioBadger MapsHeldagainst: Google Maps, SalesRabbit, SpotioBadger Maps, RepMoveagainst: Map My CustomersRepMoveagainst: Salesforce CRMno first choiceagainst: FieldPulse, HubSpot Sales Hub, Salesforce Sales Cloud
Three alternatives
HubSpot CRM, Pipedrive, Zoho CRMOne alternative
Map My CustomersTwo alternatives
SalesRabbit, SpotioThree alternatives
HubSpot Mobile App, Knockio, SalesRabbitGLM 4.7 FlashXBadger Mapsagainst: Map My Customers, Salesforce Sales CloudBadger MapsHeldRepMoveagainst: SalesRabbitHubSpot CRM, RepMoveno first choiceagainst: Salesforce Sales Cloud, Salesforce ServiceMax
Three alternatives
Outfield, SalesRabbit, SpotioFour alternatives
Google Maps, LogiNext, MyRouteOnline, RoutificSix alternatives
Badger Maps, Map My Customers, OnePageCRM, Pipedrive, Spotio, folk CRMTwo alternatives
Bigin by Zoho, Lead MapperMiniMax M2.5SpotioBadger MapsChangedagainst: Google MapsBadger Mapsagainst: SpotioGoogle Sheets + Templates, HubSpot CRMno first choiceagainst: Podium, SalesRabbit, Salesforce Sales Cloud
Four alternatives
Badger Maps, Delta Sales App, LeadSquared, Salesforce Sales CloudTwo alternatives
OptimoRoute, RouteSavvyTwo alternatives
Leadbeam, SalesRabbitTwo alternatives
Pipedrive, Zoho CRMGPT-6 LunaBadger MapsBadger MapsHeldno first choiceRepMoveno first choicenothing named
Two alternatives
RouteIQ, Zoho CRMSix alternatives
Badger Maps, HubSpot Sales Hub, Pipedrive, Repsly, SalesRabbit, SpotioOne alternative
Zoho CRMFour alternatives
Badger Maps, Dynamics 365, Salesforce Maps, SpotioMuse Glimmer 30BBadger Maps, SpotioBadger MapsChangedBadger Mapsagainst: SpotioRepMove, SalesRabbitagainst: Badger Maps, Map My Customersno first choiceagainst: Gong, Sales Navigator, Salesforce Sales Cloud, Salesforce Service Cloud, ZoomInfo
Three alternatives
Pipedrive, Pipeline CRM, SalesflareThree alternatives
Circuit, OptimoRoute, Route4MeTwo alternatives
Map My Customers, SalesRabbitTwo alternatives
HubSpot CRM, OnePageCRMBold 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 11:01 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:36 | yes | 4 | 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 08:35 | yes | 8 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:44 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:33 | yes | 10 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:49 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:17 | yes | 25 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:22 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:22 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:56 | yes | 15 | 49 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:20 | yes | 17 | 200 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:37 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:32 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:14 | yes | 11 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:04 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:48 | yes | 3 | 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 10:55 | yes | 9 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:19 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:29 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:28 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:20 | yes | 25 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:22 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:52 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:42 | yes | 24 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:19 | yes | 15 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:52 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:10 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:24 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:55 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:29 | yes | 5 | 7 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 15:31 | yes | 10 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:01 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:30 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:11 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:23 | yes | 22 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:20 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:46 | yes | 10 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:27 | yes | 20 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 15 | 233 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:34 | yes | 14 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:54 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:06 | yes | 21 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:21 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:54 | yes | 3 | 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 14:53 | yes | 8 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:23 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:51 | yes | 15 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:27 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:34 | yes | 23 | 41 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:11 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:35 | yes | 5 | 16 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:31 | yes | 10 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:04 | yes | 20 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:41 | no | 0 | 11 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:08 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:33 | yes | 14 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:36 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:13 | 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 16:18 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:22 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:22 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:30 | yes | 18 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:01 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:29 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:57 | yes | 10 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:52 | no | 0 | 77 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:37 | yes | 5 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:43 | yes | 4 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:54 | yes | 14 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:08 | yes | 19 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:23 | no | 0 | 5 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 16:11 | yes | 15 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:18 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:19 | yes | 13 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:38 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:46 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:41 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | no | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:12 | yes | 24 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:58 | yes | 18 | 47 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:57 | yes | 15 | 41 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:54 | yes | 3 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:00 | yes | 23 | 34 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
HubSpot read as HubSpot Sales Hub
Salesforce read as Salesforce Sales Cloud
Zoho read as Zoho CRM
Unresolved, counted raw
FieldPulse
HubSpot Sales + mobile
LogiNext
MS Dynamics 365 F&O
MapMyRide
MapMyVisit (by Mappedin)
Monday.com Sales
MyRouteOnline
On the Road
Routific
Salesforce Industries
Salesforce ServiceMax
Salesforce-style field layers
Discontinued, still offered
No shut-down product was recommended here.