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 →
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When buyers inquire about CPG analytics software, AI engines frequently highlight Crisp as the leader with a visibility percentage of 62.5. Other top brands that also receive notable mentions are Stackline and NielsenIQ. These brands appear in AI-generated answers based on their visibility in AI responses and their citations from authoritative sources.
The rankings reflect what AI engines prioritize in their answers. Notably, aggregator and review sites such as alloy.ai, daasity.com, and g2.com heavily influence the results. These domains provide comprehensive insights and comparisons, thus shaping the visibility of different brands in AI responses.
For buyers, the highlighted rankings signify the importance AI engines place on recent reviews, third-party validation, and topical authority within the CPG analytics software subcategory. When choosing from the list, consider how the software is represented across top sources, as this indicates reliability and acceptance in the market.
At a glance
What we observed in this category
Crisp holds a dominant position in this category with 62.5% visibility, more than double the next brand Stackline at 25.0%. The category average sits at just 5.6%, meaning Crisp is performing at over eleven times the average while 15 of the 20 tracked brands show zero visibility. This concentration of AI presence in a single brand is unusual and suggests Google AI Mode is drawing heavily on a narrow set of sources when answering CPG analytics queries. The gap between rank one and rank two is more significant than the gap between rank two and the entire remainder of the field.
Every brand in the top five carries a citation rate of 0.0%, including Crisp at 62.5% visibility. This means AI Mode is naming these brands in responses but not linking back to their own domains as source material. The actual cited sources in this category are third-party sites such as g2.com, gartner.com, alloy.ai, and daasity.com. Brands like NielsenIQ and Circana (both at 12.5% visibility) are mentioned by name without receiving any citation credit, creating a clear split between being referenced and being trusted as a source.
Google AI Mode is the top engine for all 20 brands in this audit, indicating the category's AI visibility landscape is effectively a single-engine story. The cited source list leans toward review aggregators (g2.com), analyst platforms (gartner.com), and complementary data vendors (alloy.ai, daasity.com) rather than the brand domains themselves. Stackline is a notable riser, moving from rank 7 to rank 2 with a visibility delta of 25.0 percentage points. Crisp also grew sharply, adding 50.0 percentage points from a previous visibility of just 12.5%.
Movers & shakers since last refresh
Biggest visibility risers
-
Crisp 12% → 62% · rank #1 → #1+50pp
-
Stackline 0% → 25% · rank #7 → #2+25pp
-
NielsenIQ 0% → 12% · rank #2 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
gocrisp.com
|
62% | 0% | Google AI Mode |
Crisp leads with 62.5% visibility, more than eleven times the 5.6% category average, yet holds a 0.0% citation rate like every other brand in the set. |
||||
| 2 |
stackline.com
|
25% | 0% | Google AI Mode |
Stackline jumped from rank 7 to rank 2 with a visibility delta of 25.0 percentage points, rising from 0.0% to 25.0% in the current period. |
||||
| 3 |
niq.com
|
12% | 0% | Google AI Mode |
NielsenIQ sits at 12.5% visibility, matching Circana at rank 4, but dropped one rank despite gaining 12.5 percentage points of visibility this period. |
||||
| 4 |
circana.com
|
12% | 0% | Google AI Mode |
Circana shares the same 12.5% visibility and 8.8 composite score as NielsenIQ, with no citation rate to differentiate it from its closest peer. |
||||
| 5 |
datasembly.com
|
0% | 0% | Google AI Mode |
Datasembly holds rank 5 with 0.0% visibility and a composite score of 0.0, placing it among 15 brands in this audit with no measurable AI presence. |
||||
| 6 |
traxretail.com
|
0% | 0% | Google AI Mode |
| 7 |
spins.com
|
0% | 0% | Google AI Mode |
| 8 |
numerator.com
|
0% | 0% | Google AI Mode |
| 9 |
profitero.com
|
0% | 0% | Google AI Mode |
| 10 |
affinity.solutions
|
0% | 0% | Google AI Mode |
| 11 |
dunnhumby.com
|
0% | 0% | Google AI Mode |
| 12 |
kantar.com
|
0% | 0% | Google AI Mode |
| 13 |
retailnext.net
|
0% | 0% | Google AI Mode |
| 14 |
blueyonder.com
|
0% | 0% | Google AI Mode |
| 15 |
tabsanalytics.com
|
0% | 0% | Google AI Mode |
| 16 |
acosta.group
|
0% | 0% | Google AI Mode |
| 17 |
commerceiq.ai
|
0% | 0% | Google AI Mode |
| 18 |
relexsolutions.com
|
0% | 0% | Google AI Mode |
| 19 |
symphonyai.com
|
0% | 0% | Google AI Mode |
| 20 |
1010data.com
|
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. 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 →
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. How AI search ranking works →
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?
Crisp leads with 62.5% visibility in Google AI Mode, more than double the second-ranked brand Stackline at 25.0%. The category average is just 5.6% across 20 tracked brands.
What sources does AI cite most for CPG analytics software research?
Google AI Mode cites third-party sources including g2.com, gartner.com, alloy.ai, and daasity.com. None of the top brand domains receive citations despite some brands having significant visibility.
Is there a gap between AI visibility and AI citation in this category?
Yes, every brand in the audit carries a 0.0% citation rate regardless of visibility, meaning AI names brands in responses but does not link to their own domains as sources.
Which brands are rising fastest in CPG analytics AI visibility?
Crisp added 50.0 percentage points of visibility (from 12.5% to 62.5%) and Stackline added 25.0 percentage points (from 0.0% to 25.0%), making them the two biggest risers this period.
How concentrated is AI visibility in this category?
Visibility is highly concentrated, with 15 of 20 brands showing 0.0% visibility and the top brand Crisp alone accounting for 62.5%. The average across all brands is only 5.6%.
Which AI engine dominates CPG analytics software visibility?
Google AI Mode is listed as the top engine for all 20 brands in this audit, making it the sole driver of AI visibility in this category based on the available data.