Retail, proximity and IoT marketing for small business buyers
Asked as “proximity marketing platform”, and as “location-based and in-store marketing tool”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
29%
Contested · Foursquare Proximity 6%
29Radar06Foursquare Proximity04CleverTap62others
29% of first choices, contested.
Since October 2026▲+18Since October 2026: 11% → 29%, +18 points. Past the 11-point floor: movement.Radar held the lead, +18 points on 11%, past the 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
Radar29%Contested▲+18Since October 2026: 11% → 29%, +18 points. Past the 11-point floor: movement.This pageMid-market
Foursquare Proximity15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.Standing →EnterpriseRadar21%Contested▲+3Since October 2026: 18% → 21%, +3 points. Inside the 11-point floor: within noise.Standing →
Radar29%Contested▲+18Since October 2026: 11% → 29%, +18 points. Past the 11-point floor: movement.This pageMid-marketFoursquare Proximity15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.Standing →EnterpriseRadar21%Contested▲+3Since October 2026: 18% → 21%, +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
01Radar29%7%44accepted challenger▲+18Since October 2026: 11% → 29%, +18 points. Past the 11-point floor: movement.11% → 29%
Radar29%7%44accepted challenger▲+18Since October 2026: 11% → 29%, +18 points. Past the 11-point floor: movement.11% → 29%02Foursquare Proximity6%24%33accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%
Foursquare Proximity6%24%33accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%03
GroundTruth4%17%23accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%
GroundTruth4%17%23accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%04PlotProjects4%0%12accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
05
CleverTap4%47%19criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
CleverTap4%47%19criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
Uniqode2%0%10accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
Uniqode2%0%10accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%07NearBee2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
08
Google Business Profile Lab in the set2%17%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Google Business Profile Lab in the set2%17%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the two products at 0%, ordered by negative rate
10
Braze0%69%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Braze0%69%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Estimote0%27%11criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Estimote0%27%11criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 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.
Google Business Profile is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-one head-to-head pages: the top seven products, each against each
Foursquare Proximity vs BrazeFoursquare Proximity vs CleverTapFoursquare Proximity vs EstimoteUniqode vs RadarUniqode vs GroundTruthUniqode vs BrazeUniqode vs CleverTapUniqode vs EstimoteRadar vs GroundTruthRadar vs BrazeRadar vs CleverTapRadar vs EstimoteGroundTruth vs BrazeGroundTruth vs CleverTapGroundTruth vs EstimoteBraze vs CleverTapBraze vs EstimoteCleverTap vs Estimote
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 →
010203P04
0506N07
080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Radar29%
Radar29%02Foursquare Proximity6%
Foursquare Proximity6%03GroundTruth4%
GroundTruth4%04PlotProjects4%
05CleverTap4%
CleverTap4%06Uniqode2%
Uniqode2%07NearBee2%
08Google Business Profile2%
Google Business Profile2%09Estimote0%
Estimote0%10Braze0%
Braze0%What they warned about
Two of fourteen models held their first choice under the paraphrase. 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, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Braze69%
11 of 16 labels negative · 8 of 14 models · 4 hard negative
“Avoid committing to beacon hardware rollouts, enterprise omnichannel suites like Braze/CleverTap/Airship/Xtremepush for a single location” Muse Glimmer 30B, negative prompt
CleverTap47%
9 of 19 labels negative · 7 of 14 models · 2 hard negative
“Avoid committing to beacon hardware rollouts, enterprise omnichannel suites like Braze/CleverTap/Airship/Xtremepush for a single location” Muse Glimmer 30B, negative prompt
Airship75%
6 of 8 labels negative · 6 of 14 models · 3 hard negative
“Avoid committing to beacon hardware rollouts, enterprise omnichannel suites like Braze/CleverTap/Airship/Xtremepush for a single location” Muse Glimmer 30B, negative prompt
Foursquare Proximity24%
8 of 33 labels negative · 6 of 14 models · 2 hard negative
“flagged as a less preferred option for small businesses due to its complexity and lower user satisfaction” Mistral Small, 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
75 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. 963 links across 280 sites, every framing counted. Ranked by the number of answers carrying the site or page. 65 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
42 answers · 44 citations · 12 models
37 answers · 65 citations · 12 models
publisher (Gane)34 answers · 39 citations · 10 models
28 answers · 33 citations · 10 models
vendor site · SourceForge27 answers · 49 citations · 11 models
23 answers · 26 citations · 10 models
vendor site · Clicks Geek20 answers · 26 citations · 9 models
18 answers · 24 citations · 9 models
vendor site · Capterra15 answers · 17 citations · 9 models
vendor site · Guideflow14 answers · 16 citations · 9 models
vendor site · RevenueBase14 answers · 15 citations · 10 models
12 answers · 12 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.
41 answers · 12 models
30 answers · 10 models
24 answers · 10 models
16 answers · 7 models
16 answers · 11 models
14 answers · 10 models
12 answers · 6 models
12 answers · 9 models
12 answers · 8 models
12 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 proximity marketing platform”, “proximity marketing platform”. 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 |
|---|---|---|---|---|---|---|---|
| Radar radar.com | 29% | 115 | 673,000 | 59,526 | 11,371 | 29 | |
| Google parent site Google Ads 4%, Google Business Profile 2%, Google My Business 2% | 8% | 201 | 550,000 | 15,818 | |||
| Foursquare Proximity foursquare.com | 6% | 95 | 0 | 1,147,419 | |||
| GroundTruth groundtruth.com | 4% | 54 | 5,400 | 56 | 9,909 | 6 | |
| PlotProjects | 4% | 40 | 0 | ||||
| CleverTap clevertap.com | 4% | 214 | 1,000 | 24 | 20,153 | $12,750 | 20 |
| Uniqode uniqode.com | 2% | 24 | 3,600 | 13 | 79,223 | 31 | |
| NearBee | 2% | ||||||
| Beambox beambox.com | 2% | 12 | |||||
| Aislelabs aislelabs.com | 2% | 15 |
Google's top ten for the two searches hold 12 sites; 2 of them are among the sites the models cited here (revenuebase.ai, thecmo.com). The first result for “best proximity marketing platform” is thecmo.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 proximity marketing platform for a small B2B company?”Paraphrase“Which location-based and in-store marketing tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top proximity marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best proximity marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a proximity marketing platform. What should we look at?”Negative“Which proximity marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5CleverTapGoogle My BusinessChangedCleverTapBeambox, Bloom Intelligence, Hatchno first choicenothing named
Two alternatives
AdRoll ABM, EstimoteSix alternatives
Facebook Local Ads, Google Local Services Ads, HubSpot Marketing Hub, LinkedIn Local Targeting, Pipedrive, SalesforceTwo alternatives
NearBee, RadarFour alternatives
GroundTruth, Radar, Roam.ai, UniqodeGPT-5.4 miniFoursquare Proximity, HubSpot Marketing HubSimpli.fiChangedTextedlyagainst: CleverTapBeacon.byno first choiceagainst: GM/OnStar, InMarket
Two alternatives
Paige, PluspointOne alternative
Constant ContactFour alternatives
Airship, Braze, Kontakt.io, RadarTwo alternatives
Beamer, ProximityGemini 3.5 FlashPopl, UniqodeScreenCloudChangedagainst: YextUniqodeagainst: Blis, Foursquare ProximityPassKitno first choiceagainst: Google Nearby Notifications
Three alternatives
GroundTruth, Mobilo, RadarTwo alternatives
BrightLocal, GroundTruthFour alternatives
Flame Analytics, OneSignal, PlotProjects, RadarFive alternatives
Google Local Services / Search Ads, Meta Ads, Radar, Social WiFi, UniqodePerplexity SonarRadaragainst: Braze, CleverTap, GroundTruth, InMarketFoursquare ProximityChangedBeamboxagainst: Foursquare Proximity, Kontakt.ioPromoInCloudno first choiceagainst: Foursquare Proximity, Gimbal, Google Ads, Radar
One alternative
Foursquare ProximityOne alternative
AislelabsFour alternatives
Bluedot, Geofli, Kumulos, RadarThree alternatives
Geofli, Meta Ads, Waze AdsGrok 4.20GroundTruthagainst: Braze, CleverTap, Foursquare ProximityGoogle Business ProfileChangedagainst: Beacon-based proximity marketing, Estimote, Foursquare ProximityFoursquare Proximity, RadarNextdoor Adsagainst: Braze, CleverTap, Flame Analytics, Xtremepushno first choiceagainst: Airship, Brazeagainst: 411 Locals, Estimote, InMarket Media, Radius Networks, Rewards Network, WordStream, Yelp
One alternative
RadarTwo alternatives
SOCi, YextThree alternatives
Gimbal, NearBee, PlotProjectsFour alternatives
Aislelabs, Blip, NearBee, RadarMistral SmallRadarPlotProjects, RadarChangedBeambox, Cloud4WiBonusQR, Passtasticagainst: Gimbal, GroundTruth, Radarno first choiceagainst: Airship, Braze, CleverTap, Foursquare Proximity, Gimbal
Two alternatives
Foursquare Proximity, GroundTruthThree alternatives
Foursquare Proximity, PlotProjects, RadarOne alternative
Reveal MobileDeepSeek V4 FlashRadaragainst: Airship, BrazeGoogle Ads, LinkedIn Campaign ManagerChangedagainst: Gimbal Location PlatformRadarKontakt.ioCleverTap, Radaragainst: Beacons.ai, Datavalet, GroundTruth, LocaliQ, ReachLocal, Zenreach
One alternative
Foursquare ProximityThree alternatives
Google Business Profile, HubSpot Marketing Hub, RockbotFive alternatives
Bluedot, Foursquare Proximity, GroundTruth, Mapsted, PlotProjectsTwo alternatives
Google Business Profile, RadarTwo alternatives
Airship, BrazeLlama 4 Maverickno first choiceRadarChangedno first choiceNearBeeagainst: Airship, Braze, CleverTap, Flame Analytics, Foursquare Proximity, Radar, Xtremepushno first choiceagainst: Beacons.ai, Braze, CleverTap
Four alternatives
Bonial, Foursquare Proximity, GroundTruth, VenueXQwen 3.7 FlashRadaragainst: Foursquare Proximity, GroundTruthRadarHeldRadarMyWiFi Networks, PlotProjectsno first choiceagainst: Beacons.ai, Estimote Hardware Models, Gimbal, Podium
One alternative
OneSignalOne alternative
Google Business ProfileThree alternatives
Aislelabs, Estimote, Foursquare ProximityFour alternatives
Google Ads, Kontakt.io, Meta Ads, Wizbranding / PulseWayKimi K2Radaragainst: Estimote, Gimbal, SwirlAislelabsChangedagainst: Bluetooth beaconsUniqodeagainst: Google Nearby NotificationsRadarGeofliagainst: Airship, Brazeagainst: Asirvia, Google Nearby Notifications, Royaltie Gem
Two alternatives
Foursquare Proximity, GeofliEleven alternatives
Calendly, Dealfront, Google Forms, GroundTruth, HubSpot Breeze Intelligence, Mailchimp, MyPlace, Proxyclick, The Receptionist, WiFi Reach, ZoomInfo WebSightsFive alternatives
Foursquare Proximity, GroundTruth, Kumulos, NearBee, RadarFour alternatives
Blip Billboards, Estimote, Google Ads Local / Nextdoor, Kontakt.ioThree alternatives
CleverTap, Kumulos, RadarGLM 4.7 FlashXKumulosRadarChangedNearBee, Whats-out!Foursquare Proximityno first choiceagainst: 411 Locals, Nowsite, Yext
Five alternatives
Foursquare Proximity, GroundTruth, Proxi.cloud, Proximity.space, RadarTwo alternatives
Geofli, GroundTruthSix alternatives
Bluedot, Braze, CleverTap, Foursquare Proximity, PlotProjects, RadarTwo alternatives
Blip Billboards, RadarMiniMax M2.5no first choiceagainst: Braze, CleverTap, TapGoogle AdsChangedno first choiceRadarno first choicenothing named
Three alternatives
Aislelabs, GroundTruth, StorepointSix alternatives
Aislelabs, Beambox, Bluedot, Cloud4Wi, PlotProjects, ProximiantSix alternatives
Bluetooth beacons, Google Business Profile, Nextdoor Ads, Notificare, PlotProjects, aiwifiSix alternatives
Braze, CleverTap, Foursquare Proximity, NearBee, NearSt, OptimoveGPT-6 LunaInsight Media LabsGroundTruthChangedBeambox, Purple Guest WiFiPurple Connectno first choiceagainst: Gravy Analytics / Venntel, InMarket, Mobilewalla, X-Mode Social / Outlogic
One alternative
QujamThree alternatives
GroundTruth, Pushwoosh, RadarOne alternative
Whats‑OutMuse Glimmer 30BRadaragainst: Google Business ProfileRadarHeldagainst: Google Business ProfileUniqodeRadarMobiLynkagainst: Airship, Braze, CleverTap, Google, Xtremepush
Two alternatives
Foursquare Proximity, GroundTruthTwo alternatives
Foursquare Proximity, GroundTruthThree alternatives
Foursquare Proximity, Mapsted, RadarTwo alternatives
Geofli, QujamBold 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 14:46 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:19 | 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 15:42 | yes | 5 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:11 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:43 | yes | 21 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:05 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:20 | yes | 23 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:26 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:12 | yes | 10 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:21 | yes | 18 | 51 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:59 | yes | 24 | 73 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:06 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:34 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:47 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:19 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:57 | yes | 2 | 5 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 12:34 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:31 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:22 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:02 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:48 | yes | 24 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:26 | yes | 10 | 5 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:44 | yes | 5 | 49 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:58 | yes | 25 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:15 | yes | 15 | 213 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:08 | yes | 15 | 63 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:32 | yes | 1 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:34 | yes | 13 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:59 | yes | 14 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:29 | yes | 6 | 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 08:51 | yes | 11 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:16 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:32 | yes | 15 | 28 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:38 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:54 | yes | 25 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:22 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:39 | yes | 10 | 51 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:13 | yes | 25 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:53 | yes | 24 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:52 | yes | 13 | 54 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:26 | yes | 5 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:24 | yes | 24 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:47 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:27 | yes | 3 | 4 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 12:34 | no | 0 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:58 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:23 | yes | 15 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:19 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:37 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:30 | yes | 24 | 102 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:25 | yes | 24 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:42 | yes | 24 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:07 | yes | 18 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:16 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:41 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:59 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:46 | no | 0 | 6 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 09:52 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:25 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:47 | yes | 8 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:59 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:45 | yes | 16 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:17 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:13 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:59 | yes | 21 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:41 | yes | 9 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:56 | yes | 18 | 88 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:36 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:30 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:50 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:05 | yes | 6 | 6 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 15:03 | yes | 7 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:09 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:54 | yes | 14 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:36 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:45 | yes | 24 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:27 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:34 | yes | 25 | 69 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:23 | yes | 25 | 42 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:28 | yes | 24 | 22 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:49 | no | 0 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:19 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | yes | 23 | 39 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
Foursquare read as Foursquare Proximity
Foursquare (including Foursquare Pilgrim and Studio) read as Foursquare Proximity
Google Ads with Location Targeting read as Google Ads
HubSpot read as HubSpot Marketing Hub
Meta (Facebook/Instagram) read as Meta Ads
Nextdoor read as Nextdoor Ads
Nextdoor Business read as Nextdoor Ads
Radar.io read as Radar
Unresolved, counted raw
Beacon-based proximity marketing
Beacon.by
CLIQTAGS
Estimote Hardware Models
Facebook Local Ads
GM/OnStar
Gimbal Location Platform
Google
Google Ads Local / Nextdoor
Google Local Campaigns
Google Local Services
Google Local Services / Search Ads
Google/Facebook Ads
Insight Media Labs (IML)
LinkedIn Local Targeting
Loopy Loyal
Lumacare
MapsPeople
NewAer Proximity Platform
Nextdoor for Business
Nowsite (nowsite.marketing)
Pass2U
Passtastic
PlaceIQ
Proximic by Comscore
Proxyclick
Purple Connect
Purple Guest WiFi
Roam.ai
Royaltie Gem
Salesforce
ScreenCloud
SmartBeacon
Social WiFi
The Receptionist
Waze Ads
Whats-out!
Whats‑Out
WiFi Reach
Wizbranding / PulseWay
Discontinued, still offered
No shut-down product was recommended here.