| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Retail, proximity and IoT marketing | Marketing | 2% | 10 of 131 | 7% | 27 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 0 | 0 | 2 | 0 | 2 |
| Grok 4.1 Fast | 1 | 3 | 0 | 1 | 5 |
| Mistral Small | 1 | 3 | 0 | 0 | 4 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 0 | 3 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 2 | 1 | 0 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Kontakt.io (Best Overall) ... Highest overall score (9.6/10) across features, ease of use, and value” GLM 4.7 FlashX · Proximity · 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 · Proximity · comparative prompt · first choice
“Best overall: Kontakt.io (enterprise) and Foursquare (no-hardware approach)” MiniMax M2.5 · Proximity · comparative prompt · first choice
“Kontakt.io – Strongest overall, best for beacon hardware programs” MiniMax M2.5 · Proximity · scale prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid: Enterprise tools like Kontakt.io” Grok 4.1 Fast · Proximity · 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 · Proximity · budget prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 8 of the 68 answers that named Kontakt.io and are not a share of its labels.
Forty of the forty domain citations in answers naming Kontakt.io came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Kontakt.io's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Kontakt.io, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at kontakt.io is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.