AEO for merchandise planning software: AI search visibility ranking
How AI search engines rank merchandise planning 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. Merchandise planning software used by retail and commerce teams to forecast demand, plan assortments, allocate inventory, and optimize category and seasonal buying decisions. 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 merchandise planning software, AI engines overwhelmingly point to Board as the leader, with a visibility rate of 12.5%. Other notable mentions include o9 Solutions and Oracle Retail. Board dominates most discussions, reflecting a solid presence in the market relative to its competitors.
The rankings primarily reflect AI engines pulling data from top cited sources such as clickpost.ai, worldmetrics.org, and board.com. These sources are often aggregators or review sites, providing extensive evaluations and comparisons across brands. This reliance on external assessments underscores the importance of established domains in shaping perceptions.
For buyers reading this page, understanding AI engine priorities is crucial. These engines value recent reviews, third-party validations, and the topical authority of sources on merchandise planning software. Choosing a brand that scores well in these areas can provide confidence in your decision, ensuring you benefit from well-regarded and authoritative insights.
At a glance
What we observed in this category
Board leads the merchandise planning software category with a composite score of 31.2, more than 11 points ahead of second-placed o9 Solutions at 20.0. Both share an identical visibility rate of 12.5 percent, which matches the category average exactly, meaning the gap is driven entirely by citation rate. Board's citation rate of 75.0 percent dwarfs every other brand in the set, making it the dominant trusted source even though it is no more visible than its nearest rivals.
Visibility and citation diverge sharply across this category. Eight brands share a 12.5 percent visibility rate, yet citation rates range from 75.0 percent for Board down to 0.0 percent for Blue Yonder, SAP, Anaplan, Centric Software, and Kinaxis. Oracle Retail sits in the middle with a citation rate matching its visibility at 12.5 percent. This pattern suggests Google AI Mode names many vendors at roughly equal frequency but anchors its sourced answers almost exclusively on Board and, to a lesser extent, o9 Solutions.
Google AI Mode is the top engine for every brand in this category, indicating no meaningful differentiation across platforms. The top cited external sources include clickpost.ai, worldmetrics.org, gartner.com, g2.com, and toolio.com alongside board.com and o9solutions.com. Third-party aggregators and analyst sources appear prominently, suggesting the AI draws heavily on review and research content rather than vendor sites alone. Infor's fall from rank 2 to rank 9 with a visibility delta of minus 25.0 points is the sharpest single movement recorded.
Movers & shakers since last refresh
Biggest visibility risers
-
Board 0% → 12% · rank #1 → #1+12pp
-
o9 Solutions 0% → 12% · rank #8 → #2+12pp
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Oracle Retail 0% → 12% · rank #7 → #3+12pp
Biggest visibility fallers
-
Infor 25% → 0% · rank #2 → #9-25pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
board.com
|
12% | 75% | Google AI Mode |
Board's citation rate of 75.0 percent is six times the category average of 6.2 percent, giving it a composite score of 31.2 despite sharing the same 12.5 percent visibility as seven other brands. |
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| 2 |
o9solutions.com
|
12% | 38% | Google AI Mode |
o9 Solutions rose six places to rank 2 with a citation rate of 37.5 percent, more than six times the category average, and recorded a citation delta of plus 25.0 points in the current period. |
||||
| 3 |
oracle.com
|
12% | 12% | Google AI Mode |
Oracle Retail's citation rate of 12.5 percent exactly matches its visibility rate, placing it near the category citation average of 6.2 percent and well below the two leaders. |
||||
| 4 |
blueyonder.com
|
12% | 0% | Google AI Mode |
Blue Yonder holds 12.5 percent visibility, matching the category average, but its citation rate of 0.0 percent leaves it tied with SAP, Anaplan, Centric Software, and Kinaxis on a composite score of 8.8. |
||||
| 5 |
sap.com
|
12% | 0% | Google AI Mode |
SAP achieves the same 12.5 percent visibility as four other brands at ranks 4 through 8, but its 0.0 percent citation rate means it is named by AI Mode without being used as a trusted source. |
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| 6 |
anaplan.com
|
12% | 0% | Google AI Mode |
| 7 |
centricsoftware.com
|
12% | 0% | Google AI Mode |
| 8 |
kinaxis.com
|
12% | 0% | Google AI Mode |
| 9 |
infor.com
|
0% | 0% | Google AI Mode |
| 10 |
7thonline.com
|
0% | 0% | Google AI Mode |
| 11 |
relexsolutions.com
|
0% | 0% | Google AI Mode |
| 12 |
toolsgroup.com
|
0% | 0% | Google AI Mode |
| 13 |
aptos.com
|
0% | 0% | Google AI Mode |
| 14 |
jestech.com
|
0% | 0% | Google AI Mode |
| 15 |
nuorder.com
|
0% | 0% | Google AI Mode |
| 16 |
logility.com
|
0% | 0% | Google AI Mode |
| 17 |
mi9retail.com
|
0% | 0% | Google AI Mode |
| 18 |
antuit.ai
|
0% | 0% | Google AI Mode |
| 19 |
visualretailplus.com
|
0% | 0% | Google AI Mode |
| 20 |
ucbos.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on merchandise planning 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 30 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own merchandise planning 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 merchandise planning software
Who leads AI visibility in merchandise planning software?
Board leads with a composite score of 31.2, driven by a citation rate of 75.0 percent, which is the highest in the category by a wide margin.
Which brand has the highest citation rate in this category?
Board has a citation rate of 75.0 percent, compared to the next highest brand o9 Solutions at 37.5 percent and the category average of 6.2 percent.
What sources does AI cite most for merchandise planning software research?
The most frequently cited sources are clickpost.ai, worldmetrics.org, board.com, gartner.com, toolio.com, youtube.com, o9solutions.com, and g2.com, indicating a mix of third-party aggregators, analyst sites, and vendor domains.
Which brand has seen the biggest drop in AI visibility recently?
Infor fell from rank 2 to rank 9 with a visibility delta of minus 25.0 points, dropping from 25.0 percent visibility to 0.0 percent in the current period.
Do all brands in this category perform the same across AI engines?
Google AI Mode is the top engine for every brand recorded in this audit, so no brand shows a meaningful advantage on an alternative engine.
Is being visible in AI Mode the same as being cited by it in this category?
No. Eight brands share a 12.5 percent visibility rate, but citation rates range from 0.0 percent to 75.0 percent, showing that appearing in AI responses and being used as a cited source are very different outcomes here.