Zero of twelve models named Kontakt.io first on the direct prompt; zero named Estimote. Kontakt.io was named by eleven of the twelve models and Estimote by ten and Kontakt.io carries 27 labels and Estimote 21, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
Across every category in the September 2026 Edition, Kontakt.io and Estimote were named in the same answer thirty-three times, of the 68 answers naming Kontakt.io and the 48 naming Estimote. In those answers Estimote took the first choice two times and Kontakt.io seven.
| 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 |
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.
“Avoid: Enterprise tools like Kontakt.io” Grok 4.1 Fast · budget prompt · hard negative
“more of a managed, enterprise-leaning solution, so it's usually not the cheapest choice for a tight budget” GPT-5.4 mini · budget prompt · soft negative
“Kontakt.io (Best Overall) ... Highest overall score (9.6/10) across features, ease of use, and value” GLM 4.7 FlashX · comparative prompt · first choice
“Kontakt.io is considered the best overall platform for indoor location, with a score of 9.6/10.” Llama 4 Maverick · comparative prompt · first choice
“Best overall: Kontakt.io (enterprise) and Foursquare (no-hardware approach)” MiniMax M2.5 · comparative 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.
“skip beacon hardware — it requires physical installation and app opt-in” DeepSeek V4 Flash · direct prompt · hard negative
“start with GroundTruth (if you want managed campaigns) or Estimote (if you want to deploy your own beacons)” MiniMax M2.5 · budget prompt · first choice
“Estimote / beacon platforms: best if you need beacon-triggered engagement across locations.” Perplexity Sonar · direct prompt · alternative
“One of the original pioneers of beacon technology, Estimote manufactures high-end BLE beacons” Gemini 3.5 Flash · comparative prompt · alternative
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.