Mosaic · customcapacity.com · Scanned Mar 10, 2026

AI knows Mosaic. It rarely recommends it.

We asked ChatGPT, Claude, Gemini, and AI Overviews 5 questions a buyer would ask, with no context and as up to 3 buyer personas. Mosaic was named in 0 of 59 answers. Asked about the brand directly, 4 of 4 answers described it.

AI recommends instead: Kuebix TMS

Compare your brand

AI visibility score

0/ 100

Invisible

Known: 4 of 4; answers about the brand by name

Recommended: 0 of 59; answers to buying questions

Mosaic competitors AI recommends instead

Kuebix TMS was named in 8 answers. Mosaic in none.

Answers that named each brand

1Kuebix TMS8
2Mosaic0

Questions to win

5of 5 questions

No AI answer to these questions named Mosaic yet. No other brand shows up in most of the answers either, so they are open.

Named most in these answers

Kuebix TMS14%

Share of the 59 answers to these questions.

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Questions where AI recommends someone else

Named in 0 of 5 questions.

A sample of the questions buyers ask, and whether ChatGPT, Claude, Gemini, and AI Overviews named Mosaic in each answer.

Each dot is one answer, in this order:1No context2The Logistics Operations Manager3The Tech-Forward Supply Chain Strategist4The Budget-Minded Small Business Ownernamed Mosaic

Share of buying answers

0%0%0%0%0/59

Perplexity was not part of this scan.

Where AI gets its information

The sites AI cited when it answered questions about Mosaic's market.

Counts are pages cited from each site.

Other sites

tai-software.com10
descartes.com7
go.mycarrier.io7
smc3.com7
sourceforge.net7
freightpop.com6

Publications

kuebix.com4
aljex.com2
developer.fedex.com2
ratelinx.com2
youtube.com2
anylogistix.com1

Review sites

capterra.com6
g2.com6
capterra.co.za1
trustradius.com1

Full report

Why AI answers this way, and what would change it.

Total absence in high-intent queries regarding LTL freight quoting and invoice reconciliation automation.

1 more finding
3 recommended pages to write
Every answer, word for word
506 cited sources, with links

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About Mosaic

Mosaic provides an automated LTL shipping and logistics platform designed specifically for B2B distributors. The software streamlines operations by integrating quoting, tracking, and invoice reconciliation into a single, efficient workflow.