Merchandise planning software: AI search visibility ranking (2026)
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 AI engines like ChatGPT, Claude, and Perplexity answer questions about merchandise planning software, Board comes up most consistently, appearing in citations 75% of the time across the queries analyzed. Infor and Blue Yonder follow as the next most frequently named options. If you ask an AI assistant to recommend a platform in this category, those three names dominate the response the vast majority of the time.
The rankings reflect where AI engines find their information. The top cited sources are Gartner, G2, YouTube, board.com, and impactanalytics.ai. Gartner and G2 are review and analyst aggregator sites, meaning brands that earn strong coverage there get pulled into AI answers repeatedly. A brand with deep Gartner presence or a high volume of G2 reviews will consistently outrank competitors regardless of actual product quality, simply because AI engines treat those sources as authoritative.
For a buyer, this is worth keeping in mind: AI engine rankings reflect third-party validation and review volume more than they reflect fit for your specific use case. A brand ranked lower here may serve niche retail segments, smaller teams, or specific verticals better than the leader. Use this list to build your shortlist, then pressure-test each vendor with recent G2 reviews and Gartner coverage specific to your retail or planning context.
At a glance
What we observed in this categoryauto-generated
Board leads the category with a composite score of 22.5, driven entirely by a 75% citation rate despite zero visibility. Infor ranks second at 17.5 composite but through the opposite dynamic, achieving 25% visibility with zero citations. This gap matters because the two top brands are succeeding through completely different mechanisms, and no single brand combines strong visibility with strong citation, leaving the top position structurally fragile and contestable.
The visibility-citation divergence across this category is sharp. Infor, SAP, Anaplan, and Centric Software all carry visibility scores of 12.5% with zero citation, meaning Google AI Mode names them but does not anchor its answers to their own domains. Board and Oracle Retail show the reverse pattern, cited without appearing in broad visibility counts. Only Blue Yonder achieves parity at 12.5% on both metrics, making it the only brand with balanced AI presence among the top ten.
Google AI Mode is the top engine for every brand in this dataset, confirming that AI visibility in merchandise planning software is currently a single-engine story. The cited source list is anchored by third-party authorities including gartner.com, youtube.com, and g2.com, alongside board.com as the only brand domain appearing directly. Niche sources such as impactanalytics.ai and theretailexec.com also appear, suggesting AI answers draw on specialist retail and supply chain content rather than vendor sites alone.
Movers & shakers since last refresh
Biggest visibility risers
-
Infor 0% → 25% · rank #0 → #2+25pp
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Blue Yonder 0% → 12% · rank #0 → #3+12pp
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SAP 0% → 12% · rank #0 → #4+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
board.com
|
0% | 75% | Google AI Mode |
Board holds the top composite score of 22.5 with a 75% citation rate, the highest in the category, but records zero visibility, a rare citation-only dominance pattern. |
||||
| 2 |
infor.com
|
25% | 0% | Google AI Mode |
Infor achieves 25% visibility, the highest in the category, yet earns zero citations, placing it second overall with a composite of 17.5 despite no trusted-source anchoring. |
||||
| 3 |
blueyonder.com
|
12% | 12% | Google AI Mode |
Blue Yonder is the only top-five brand with matching visibility and citation scores, both at 12.5%, giving it the most balanced AI footprint among ranked peers. |
||||
| 4 |
sap.com
|
12% | 0% | Google AI Mode |
SAP shares a 12.5% visibility score and 8.8 composite with Anaplan and Centric Software, but records zero citations, matching the pattern of named but not trusted by AI. |
||||
| 5 |
anaplan.com
|
12% | 0% | Google AI Mode |
Anaplan sits joint fourth with a composite of 8.8 and 12.5% visibility, earning no citations and sitting well above the 3.8% category average visibility only on named mentions. |
||||
| 6 |
centricsoftware.com
|
12% | 0% | Google AI Mode |
| 7 |
oracle.com
|
0% | 12% | Google AI Mode |
| 8 |
o9solutions.com
|
0% | 12% | Google AI Mode |
| 9 |
7thonline.com
|
0% | 12% | Google AI Mode |
| 10 |
relexsolutions.com
|
0% | 0% | Google AI Mode |
| 11 |
toolsgroup.com
|
0% | 0% | Google AI Mode |
| 12 |
aptos.com
|
0% | 0% | Google AI Mode |
| 13 |
jestech.com
|
0% | 0% | Google AI Mode |
| 14 |
nuorder.com
|
0% | 0% | Google AI Mode |
| 15 |
logility.com
|
0% | 0% | Google AI Mode |
| 16 |
mi9retail.com
|
0% | 0% | Google AI Mode |
| 17 |
antuit.ai
|
0% | 0% | Google AI Mode |
| 18 |
kinaxis.com
|
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 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 merchandise planning 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 merchandise planning software AI visibility
Who leads AI visibility in merchandise planning software?
Board leads overall with a composite score of 22.5, driven by a 75% citation rate. Infor leads on raw visibility at 25%, though it earns no citations.
What sources does Google AI Mode cite most for merchandise planning software research?
The top cited sources are youtube.com, gartner.com, board.com, and g2.com, alongside specialist sites including impactanalytics.ai and theretailexec.com.
Which brands appear in AI answers but are not cited as trusted sources?
Infor, SAP, Anaplan, and Centric Software all achieve 12.5% visibility with zero citation, meaning AI mentions them without linking to their own domains as sources.
Is any single brand strong in both visibility and citation in this category?
Blue Yonder is the only brand with matched scores, at 12.5% for both visibility and citation, making it the sole balanced performer in the top ten.
How does category average visibility compare to the top performers?
The category average visibility is 3.8%, while Infor sits at 25% and Blue Yonder, SAP, Anaplan, and Centric Software each reach 12.5%, all well above average.
Which AI engine dominates this category and does any brand stand out on an alternative engine?
Google AI Mode is the top engine for every brand in the dataset, with no brand showing stronger performance on any alternative engine.