Telecom expense management software: AI search visibility ranking (2026)
How AI search engines rank telecom expense management software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Telecom expense management software used to audit carrier bills, optimize contracts, control mobile spend, and manage communications assets. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 13, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Calero and Brightfin jointly lead the telecom expense management software category, each scoring 37.5% visibility and a composite score of 26.2, far above the category average of 7.5% visibility. No other vendor comes close at the top: Tangoe sits at 25% and Sakon at 25%, but their composite scores trail at 21.2 and 17.5 respectively. This gap matters because AI Mode is concentrating brand mentions heavily at the top two positions, leaving the remaining 18 brands largely invisible in generated responses.
Gartner Digital Markets TEM presents the clearest divergence between visibility and citation in this category. It holds zero visibility (it is never named as a brand recommendation) yet carries a 75% citation rate, the highest in the dataset. This means Google AI Mode is anchoring its answers on Gartner content as a source while not surfacing Gartner as a vendor. Tangoe is the only top-5 brand that earns both visibility (25%) and citations (12.5%), making it the sole provider achieving meaningful dual presence.
Google AI Mode is the dominant engine across all 20 brands in this category, with no other engine appearing in the top-engine column. The top cited sources confirm that AI responses lean heavily on third-party review and analyst platforms: gartner.com, g2.com, getapp.com, and softwareworld.co feature alongside niche sources such as asignet.com and uplandsoftware.com. The presence of use.expensify.com and reddit.com in the citation list suggests AI Mode is also drawing on community and adjacent-category content to construct its answers.
Movers & shakers since last refresh
Biggest visibility risers
-
Calero 0% → 38% · rank #0 → #1+38pp
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Brightfin 0% → 38% · rank #0 → #2+38pp
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Tangoe 0% → 25% · rank #0 → #4+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
calero.com
|
38% | 0% | Google AI Mode |
Calero matches Brightfin exactly at 37.5% visibility and a 26.2 composite score, five times the 7.5% category average, but earns zero citations from AI sources. |
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| 2 |
brightfin.com
|
38% | 0% | Google AI Mode |
Brightfin shares the top rank with Calero at 37.5% visibility and 0% citation, both brands entering the ranked set fresh with a visibility delta of 37.5 from zero. |
||||
| 3 |
gartner.com
|
0% | 75% | Google AI Mode |
Gartner Digital Markets TEM scores zero visibility yet dominates citations at 75%, the highest citation rate in the dataset, functioning purely as a trusted source rather than a named vendor. |
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| 4 |
tangoe.com
|
25% | 12% | Google AI Mode |
Tangoe is the only top-5 brand achieving both meaningful visibility (25%) and a non-zero citation rate (12.5%), giving it the most balanced AI presence among peers. |
||||
| 5 |
sakon.com
|
25% | 0% | Google AI Mode |
Sakon holds 25% visibility, matching Tangoe, but its 0% citation rate and composite score of 17.5 versus Tangoe's 21.2 reveal a weaker overall AI footprint. |
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| 6 |
ucmt.com
|
12% | 0% | Google AI Mode |
| 7 |
mdsl.com
|
12% | 0% | Google AI Mode |
| 8 |
tellennium.com
|
0% | 12% | Google AI Mode |
| 9 |
dimensiondata.com
|
0% | 0% | Google AI Mode |
| 10 |
onesource.net
|
0% | 0% | Google AI Mode |
| 11 |
mindglobal.com
|
0% | 0% | Google AI Mode |
| 12 |
radiuspoint.com
|
0% | 0% | Google AI Mode |
| 13 |
temedge.com
|
0% | 0% | Google AI Mode |
| 14 |
advantixsolutionsgroup.com
|
0% | 0% | Google AI Mode |
| 15 |
cassinfo.com
|
0% | 0% | Google AI Mode |
| 16 |
vcomsolutions.com
|
0% | 0% | Google AI Mode |
| 17 |
gogenuity.com
|
0% | 0% | Google AI Mode |
| 18 |
widepoint.com
|
0% | 0% | Google AI Mode |
| 19 |
goexceed.com
|
0% | 0% | Google AI Mode |
| 20 |
valicomcorp.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on telecom expense management software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.
Get your own telecom expense management software brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about telecom expense management software AI visibility
Who leads AI visibility in telecom expense management software?
Calero and Brightfin jointly lead with 37.5% visibility each and composite scores of 26.2, well above the category average of 7.5%. Both entered the rankings fresh this period with a visibility delta of 37.5 from zero.
Which brand has the highest citation rate in this category despite low visibility?
Gartner Digital Markets TEM holds a 75% citation rate but 0% visibility, meaning Google AI Mode uses Gartner content as a source while not recommending it as a vendor.
What sources does AI cite most for telecom expense management software research?
The top cited sources include gartner.com, g2.com, getapp.com, and softwareworld.co, alongside reddit.com, use.expensify.com, asignet.com, and uplandsoftware.com.
How concentrated is AI visibility across vendors in this category?
Visibility is highly concentrated: the top two brands each reach 37.5% while the category average is just 7.5%, and nine of the top 10 brands carry zero citation presence.
Which engine dominates AI-generated answers in this category?
Google AI Mode is the top engine for every brand in the dataset, with no other engine appearing across all 20 ranked vendors.
Which brand achieves the strongest balance of visibility and citations among the top five?
Tangoe is the only top-5 brand with both visibility (25%) and a non-zero citation rate (12.5%), giving it a composite score of 21.2 and the most balanced AI presence in the group.