CPG analytics software: AI search visibility ranking (2026)
How AI search engines rank cpg analytics 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. CPG analytics software used by consumer brands to analyze retail performance, pricing, assortment, digital shelf visibility, and market share trends. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 17, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
NielsenIQ and Circana share the top two positions with identical visibility scores of 25.0% each, both recording composite scores of 17.5 against a category average visibility of just 2.5%. Every other brand in the top 10 sits at 0.0% visibility, making the gap between the leaders and the rest absolute rather than gradual. This binary split means Google AI Mode is effectively concentrating CPG analytics software mentions into two legacy data providers, leaving newer or smaller platforms with no named presence in AI-generated responses.
Crisp presents the clearest divergence between visibility and citation in this category. It holds 0.0% visibility, meaning it is not named in AI answers, yet it records a 12.5% citation rate, appearing as a source link without being mentioned by name. NielsenIQ and Circana show the opposite pattern: both hold 25.0% visibility but 0.0% citations, so they are named but their domains are not being pulled as reference sources. This named-versus-trusted split is a structurally important fault line across this category.
The top cited sources listed in the audit include customergauge.com, daasity.com, tellius.com, and youtube.com alongside nielseniq.com and gocrisp.com, suggesting Google AI Mode is drawing on a broad and somewhat indirect set of reference documents rather than anchoring exclusively on vendor-owned domains. The presence of youtube.com and safetyculture.com as cited sources indicates the AI is indexing non-specialist content. NielsenIQ and Circana both entered the rankings this period as new risers, each moving from 0.0% to 25.0% visibility, while no brands recorded falling scores.
Movers & shakers since last refresh
Biggest visibility risers
-
NielsenIQ 0% → 25% · rank #0 → #1+25pp
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Circana 0% → 25% · rank #0 → #2+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
niq.com
|
25% | 0% | Google AI Mode |
NielsenIQ leads with 25.0% visibility, ten times the 2.5% category average, but records 0.0% citation, meaning AI names it without linking its domain as a source. |
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| 2 |
circana.com
|
25% | 0% | Google AI Mode |
Circana matches NielsenIQ exactly at 25.0% visibility and a 17.5 composite score, yet also records 0.0% citation, confirming both leaders share the same named-but-not-cited pattern. |
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| 3 |
gocrisp.com
|
0% | 12% | Google AI Mode |
Crisp is the only brand in the top 5 with any citation activity at 12.5%, despite 0.0% visibility, making it the sole example of a source-trusted but name-invisible brand in this dataset. |
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| 4 |
numerator.com
|
0% | 0% | Google AI Mode |
Numerator holds rank 4 with a composite score of 0.0, recording neither visibility nor citations, placing it in the same invisible tier as SPINS and every brand ranked below third. |
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| 5 |
spins.com
|
0% | 0% | Google AI Mode |
SPINS sits at rank 5 with 0.0% visibility and 0.0% citation, indistinguishable in AI Mode output from six other brands ranked between positions 6 and 10 in this audit. |
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| 6 |
stackline.com
|
0% | 0% | Google AI Mode |
| 7 |
profitero.com
|
0% | 0% | Google AI Mode |
| 8 |
commerceiq.ai
|
0% | 0% | Google AI Mode |
| 9 |
datasembly.com
|
0% | 0% | Google AI Mode |
| 10 |
traxretail.com
|
0% | 0% | Google AI Mode |
| 11 |
relexsolutions.com
|
0% | 0% | Google AI Mode |
| 12 |
symphonyai.com
|
0% | 0% | Google AI Mode |
| 13 |
1010data.com
|
0% | 0% | Google AI Mode |
| 14 |
affinity.solutions
|
0% | 0% | Google AI Mode |
| 15 |
dunnhumby.com
|
0% | 0% | Google AI Mode |
| 16 |
kantar.com
|
0% | 0% | Google AI Mode |
| 17 |
retailnext.net
|
0% | 0% | Google AI Mode |
| 18 |
blueyonder.com
|
0% | 0% | Google AI Mode |
| 19 |
tabsanalytics.com
|
0% | 0% | Google AI Mode |
| 20 |
acosta.group
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on cpg analytics 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 cpg analytics 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 cpg analytics software AI visibility
Who leads AI visibility in CPG analytics software?
NielsenIQ and Circana share the top position with identical visibility scores of 25.0% each, far above the category average of 2.5%. Every other tracked brand records 0.0% visibility in this audit period.
Which CPG analytics brands are cited as sources by Google AI Mode?
Crisp (gocrisp.com) is the only top-5 brand whose domain appears as a cited source, recording a 12.5% citation rate. NielsenIQ's domain (nielseniq.com) also appears in the broader cited sources list, but NielsenIQ itself records 0.0% citation in the brand-level data.
What sources does Google AI Mode anchor on for CPG analytics queries?
The audit lists customergauge.com, daasity.com, tellius.com, youtube.com, citruslabs.com, nielseniq.com, gocrisp.com, and safetyculture.com as top cited sources. This mix includes non-specialist and video platforms alongside vendor domains.
Is there a gap between which brands are named and which are cited as sources in this category?
Yes, the gap is significant. NielsenIQ and Circana are named in 25.0% of responses but cited 0.0% of the time, while Crisp is cited 12.5% of the time but named in 0.0% of responses.
How many CPG analytics brands have meaningful AI visibility?
Only two of the 20 tracked brands, NielsenIQ and Circana, record any visibility above 0.0%. The remaining 18 brands, including Numerator, SPINS, and Stackline, are effectively invisible in Google AI Mode responses.
Did any brands show significant AI visibility movement in this audit period?
NielsenIQ and Circana are the only brands listed as visibility risers, each jumping from 0.0% to 25.0% in the current period. No brands recorded falling visibility scores in this audit.