Calero vs Sakon
Two of fourteen models named Calero first on the direct prompt; one named Sakon. Calero was named by fourteen of the fourteen models and Sakon by twelve and Calero carries 46 labels and Sakon 32, 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 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 telecom expense management page.
By framing
CaleroFirst choices, of fourteen modelsSakon
Across every category in the October 2026 Edition, Calero and Sakon were named in the same answer sixty-eight times, of the 132 answers naming Calero and the 95 naming Sakon. In those answers Sakon took the first choice seven times and Calero four.
Every model, every framing
| 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 | | |||||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | | | |
Calero Sakon first choice named as an alternative argued againstblank: not namedEach cell is one answer, Calero on the left and Sakon on the right.The direct prompt
Calero first, Sakon an alternative
2 of 14 modelsSakon was named in the answer but not as the choice, or not at all.Sakon first, Calero an alternative
1 of 14 modelsCalero was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
What the models said about Calero
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Users report slow data reporting, delayed updates when requesting changes, and poor customer support” Kimi K2 · negative prompt · hard negative
“What to Avoid for Mid-Market” DeepSeek V4 Flash · direct prompt · hard negative
“Traditional giants like Tangoe or Calero are often built for massive enterprises ... making them overkill and too expensive for smaller setups” Qwen 3.7 Flash · paraphrase prompt · soft negative
“Top picks: Calero (unified IT/TEM), Tangoe (enterprise-grade), Cimpl (broad tech mgmt), Lightyear (AI-heavy), Temforce (workflow-focused).” Grok 4.1 Fast · scale prompt · first choice
“Choose Calero or Tangoe if you are a large enterprise managing thousands of devices and complex contracts” GLM 4.7 FlashX · comparative prompt · first choice
“Start with Tangoe, Calero, Sakon, and Cimpl for a broad enterprise TEM comparison” GPT-6 Luna · comparative prompt · first choice
What the models said about Sakon
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What to Avoid for Mid-Market” DeepSeek V4 Flash · direct prompt · hard negative
“Caution: While Sakon offers native integration with ServiceNow, it is less widely adopted and may not have the same level of scalability or support” Mistral Small · negative prompt · soft negative
“AI-driven multi-cloud, telecom and mobility expense tracking with high Gartner ratings, but: "Cons: The steep learning curve for new users."” Muse Glimmer 30B · negative prompt · soft negative
“Sakon stands out for its ability to pay vendors directly and automate the entire billing workflow” Mistral Small · comparative prompt · first choice
“Start with vCom or Sakon if you're mid-market B2B with moderate telecom complexity” Grok 4.1 Fast · direct prompt · first choice
“Start with Tangoe, Calero, Sakon, and Cimpl for a broad enterprise TEM comparison” GPT-6 Luna · comparative 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.