One of fourteen models named Kontakt.io first on the direct prompt; two named InMarket. Kontakt.io was named by ten of the fourteen models and InMarket by eight and Kontakt.io carries 16 labels and InMarket 11, so the shares are not directly comparable.
Named in one category this edition.
Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the retail, proximity and iot marketing page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“"Complete Scam": Some reviewers explicitly label the vendor as a scam and report terrible customer service.” Qwen 3.7 Flash · negative prompt · hard negative
“can make them a poor fit if you want a simple plug-and-play marketing tool” Perplexity Sonar · negative prompt · soft negative
“Kontakt.io is the go-to for multi-location teams that want beacon-driven triggers with controlled deployment operations” Muse Glimmer 30B · scale prompt · first choice
“Kontakt.io is the most frequently recommended mid-market beacon platform for operational scale and API extensibility.” Muse Glimmer 30B · direct prompt · first choice
“Recommendation: Kontakt.io This is the industry leader for Proximity Marketing.” Qwen 3.7 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“The FTC has taken action against location-data companies like InMarket, Kochava, and X-Mode/Outlogic over precisely those kinds of practices.” GPT-5.4 mini · negative prompt · hard negative
“"Inmarket" and "GroundTruth Ads Manager" are highlighted for their governance and oversight features, making them safer choices” Mistral Small · negative prompt · first choice
“InMarket (Top Pick for Mid-Market B2B) ... Frequently ranked #1 for mid-market proximity marketing” Grok 4.20 · direct prompt · first choice
“InMarket (GeoLink) — *Best Overall for Mid-Market B2B*” Kimi K2 · direct prompt · first choice
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.