Calero is software for IT financial management, SaaS management and telecom expense management · calero.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Genuity is first at 35%.
vCom Solutions is first at 18%. 0 of 14 models made it the first choice when asked directly.
Tangoe One Telecom is first at 53%.
“Choose Tangoe or Calero if you are a multi-national enterprise with a huge global carrier footprint.”Gemini 3.5 Flash · Comparative question · first choice
“prioritize modern, API-driven vendors (such as *Brightfin, Sakon, vCom, or Calero*)”Gemini 3.5 Flash · Scale-constrained question · first choice
“If you want to manage your telecom spend alongside your software (SaaS) subscriptions in one dashboard, Calero is the superior choice.”GLM 4.7 FlashX · Comparative question · alternative
“Need unified spend across telecom, mobile, SaaS and market data with broad contract/reporting capabilities → Calero”Muse Glimmer 30B · Direct question · alternative
“Platforms with Explicit Cons in Reviews (e.g., Calero): High overall ratings ... but recurring complaints include delays in data reporting, slow changes to configurations”Grok 4.20 · Negative question · warning
“Large Enterprise Legacy Giants (e.g., Tangoe, Calero) ... Mid-market buyers often report high implementation costs, slow onboarding times”Gemini 3.5 Flash · Negative question · warning
“Calero \u2014 Approach with Caution ... Considered overly complex for organizations without substantial internal TEM resources.”Kimi K2 · Negative question · warning
“Calero still has a high negative rate (78%) and is flagged as a platform to be cautious about”Mistral Small · Negative question · warning
The products named in the same answers as Calero, over the 97 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 85 | 26 | View → | |
| 66 | 1 | View → | |
| 54 | 5 | View → | |
| 33 | 8 | View → | |
| 22 | 2 | View → | |
| 20 | 5 | View → | |
| 19 | 9 | View → | |
| 18 | 0 | View → | |
| 15 | 3 | View → | |
| 14 | 2 | View → |
What the models named instead of Calero →
A side-by-side page exists where both products are among a category's top eight.
Stated on Calero's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →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. These counts come from 93 of the 97 answers that named Calero and are not a share of its labels.
335 of the 335 domain citations in answers naming Calero came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 1 | 3 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 2 | 2 | 0 | 2 | 6 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 1 | 0 | 2 | 3 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 2 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 1 | 1 | 2 |
| Muse Glimmer 30B | 0 | 1 | 0 | 1 | 2 |
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 329 | 5 | 2026-09-29 | Expense management, Telecom expense mgmt | |
| Conference or event | 22 | 0 | 2025-08-14 | ||
| Report or ebook | 19 | 1 | 2026-08-08 | ||
| Webinar or virtual event | 17 | 0 | 2026-03-18 | ||
| Glossary or explainer | 10 | 2 | 2026-09-02 | Expense management, Telecom expense mgmt | |
| Comparison | 8 | 0 | 2023-03-20 | Expense management | |
| Case study | 6 | 5 | 2026-08-08 | ||
| Podcast or video | 6 | 1 | 2026-08-07 | ||
| News or press | 3 | 1 | 2026-09-16 | ||
| Template or tool | 1 | 0 | 2024-01-11 |
Every page calero.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name expense management (28); 4 name the category the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.