AEO for CPG analytics software: AI search visibility ranking
How AI search engines rank CPG analytics software by visibility and citations. 20 brands measured quarterly 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 →
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When it comes to CPG analytics software, AI engines frequently recommend Crisp with a notable visibility rate of 50 percent. Brands like Circana and NielsenIQ are also mentioned, but Crisp stands out in AI-driven conversations, often cited in 87.5 percent of AI responses within this category.
The rankings are shaped by which sources AI engines commonly pull their information from. Notable domains include alloy.ai, gocrisp.com, and userintuition.ai. These sites often serve as aggregators or review platforms, influencing AI recommendations by offering comprehensive coverage and reviews.
For buyers evaluating brands on this page, it's critical to note what AI engines prioritize: recent reviews, third-party validation, and topical authority. Consider how well a brand is represented in these areas when making a decision, as strong AI citations can be a sign of reliability and expertise.
At a glance
What we observed in this category
Crisp holds a commanding lead in this category with a composite score of 61.2, more than double Circana's 30.0 and nearly four times the scores of NielsenIQ and Stackline. That gap matters for AEO because Google AI Mode is the sole engine surfacing these brands, meaning the competitive window is narrow and concentrated. Crisp's citation rate of 87.5 percent signals that when AI answers include it, the source is treated as authoritative rather than incidental.
The sharpest AEO anomaly in this dataset is the divergence between visibility and citation for several major brands. NielsenIQ and Stackline each appear in 25 percent of responses but carry a citation rate of zero, meaning they are named but never linked as a source. Circana shows the inverse problem at a smaller scale: a 12.5 percent citation rate against 37.5 percent visibility. Only Crisp achieves high scores on both dimensions simultaneously, making it the only brand with true answer engine authority in this category.
The top cited sources list reveals that Google AI Mode is anchoring on smaller, specialist domains such as alloy.ai, userintuition.ai, zenlytic.com, and merciv.com rather than on the established enterprise vendors. Gocrisp.com is the one incumbent domain appearing in that cited-source list, which helps explain Crisp's outsized citation rate. The average visibility across all 20 tracked brands is just 6.9 percent and average citation is 6.2 percent, confirming that most brands in this category have near-zero AEO presence.
Movers & shakers since last refresh
Biggest visibility risers
-
Circana 12% → 38% · rank #4 → #2+25pp
-
NielsenIQ 12% → 25% · rank #3 → #3+12pp
Biggest visibility fallers
-
Crisp 62% → 50% · rank #1 → #1-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
gocrisp.com
|
50% | 88% | Google AI Mode |
Crisp leads all brands with a 61.2 composite score and an 87.5 percent citation rate, more than seven times the category average citation of 6.2 percent. |
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| 2 |
circana.com
|
38% | 12% | Google AI Mode |
Circana's visibility jumped from 12.5 to 37.5 percent this period, yet its citation rate sits at only 12.5 percent, indicating growing AI mentions without corresponding source authority. |
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| 3 |
niq.com
|
25% | 0% | Google AI Mode |
NielsenIQ matches Stackline at 25 percent visibility and a composite of 17.5, but holds a zero citation rate despite being one of the most recognised names in the category. |
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| 4 |
stackline.com
|
25% | 0% | Google AI Mode |
Stackline shares NielsenIQ's composite score of 17.5 and also records zero citations, suggesting Google AI Mode references both brands without treating either as a citable source. |
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| 5 |
symphonyai.com
|
0% | 12% | Google AI Mode |
SymphonyAI achieves a 12.5 percent citation rate despite zero visibility, meaning it appears as a cited source in AI answers where it is not directly named in the response text. |
||||
| 6 |
relexsolutions.com
|
0% | 12% | Google AI Mode |
| 7 |
1010data.com
|
0% | 0% | Google AI Mode |
| 8 |
datasembly.com
|
0% | 0% | Google AI Mode |
| 9 |
traxretail.com
|
0% | 0% | Google AI Mode |
| 10 |
spins.com
|
0% | 0% | Google AI Mode |
| 11 |
numerator.com
|
0% | 0% | Google AI Mode |
| 12 |
profitero.com
|
0% | 0% | Google AI Mode |
| 13 |
affinity.solutions
|
0% | 0% | Google AI Mode |
| 14 |
dunnhumby.com
|
0% | 0% | Google AI Mode |
| 15 |
kantar.com
|
0% | 0% | Google AI Mode |
| 16 |
retailnext.net
|
0% | 0% | Google AI Mode |
| 17 |
blueyonder.com
|
0% | 0% | Google AI Mode |
| 18 |
tabsanalytics.com
|
0% | 0% | Google AI Mode |
| 19 |
acosta.group
|
0% | 0% | Google AI Mode |
| 20 |
commerceiq.ai
|
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 AEO 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. More on visibility →
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. More on citation rate →
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. How AI engines pick sources →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own CPG analytics software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for CPG analytics software
Who leads AEO in CPG analytics software?
Crisp leads with a composite score of 61.2 and a citation rate of 87.5 percent, both well above any other brand in the category. The next closest brand, Circana, scores 30.0 composite with only 12.5 percent citation.
What sources does AI cite most for CPG analytics software research?
Google AI Mode anchors primarily on smaller specialist domains including alloy.ai, userintuition.ai, zenlytic.com, and merciv.com. Gocrisp.com is the only established vendor domain appearing in that top cited-source list.
Which brands are visible in AI responses but not being cited as sources?
NielsenIQ and Stackline both appear in 25 percent of responses yet carry a zero citation rate, meaning Google AI Mode names them without linking their domains as sources.
How concentrated is AEO performance in this category?
Performance is heavily concentrated: the category average visibility is 6.9 percent and average citation is 6.2 percent, while seven of the top ten tracked brands record a composite score of zero.
Which engine should CPG analytics software brands prioritise for AEO?
All ten ranked brands in this audit show Google AI Mode as their top engine, making it the only engine currently generating measurable AEO exposure in this category.
Can a brand gain citations in AI answers without appearing in the visible response text?
Yes. SymphonyAI and RELEX Solutions both record a 12.5 percent citation rate with zero visibility, showing that Google AI Mode can pull a domain as a source link without naming the brand in the answer body.