Inventory optimization software: AI search visibility ranking (2026)
How AI search engines rank inventory optimization 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. Inventory optimization software used to balance stock levels, improve forecasting, reduce carrying costs, and align purchasing with demand across supply chains and commerce operations. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 16, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Netstock, Inventory Planner, and Infor share the top three ranks with identical visibility scores of 12.5% and composite scores of 8.8, all driven entirely by Google AI Mode. The category average visibility sits at just 1.9%, meaning these three brands are running at roughly 6.6 times the category average. All three are new entrants to visibility this period, rising from 0%, which signals a sudden shift in how Google AI Mode is surfacing this category rather than a gradual climb by established players.
A clear divergence exists between being named in AI responses and being cited as a source. Netstock, Inventory Planner, and Infor each hold 12.5% visibility but 0% citation, meaning AI mentions them without linking back to their domains. ToolsGroup and StockIQ show the opposite pattern, with 0% visibility but 12.5% citation each, meaning their domains are referenced as sources without the brand being prominently named in responses. No single brand currently achieves both visibility and citation simultaneously.
The top cited sources in this category are dominated by third-party and community platforms, with YouTube and Reddit appearing before any vendor domain. StockIQ's domain stockiqtech.com appears in the cited sources list, which aligns with its 12.5% citation rate. Other cited domains such as kleene.ai, doss.com, concentrus.com, and johngalt.com are smaller or niche sites rather than the major enterprise vendors like Blue Yonder, Kinaxis, or RELEX Solutions, all of which score 0% on both visibility and citation.
Movers & shakers since last refresh
Biggest visibility risers
-
Netstock 0% → 12% · rank #0 → #1+12pp
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Inventory Planner 0% → 12% · rank #0 → #2+12pp
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Infor 0% → 12% · rank #0 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
netstock.com
|
12% | 0% | Google AI Mode |
Netstock leads with 12.5% visibility and a composite score of 8.8, placing it roughly 6.6 times above the 1.9% category average, though it holds zero citation share. |
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| 2 |
inventory-planner.com
|
12% | 0% | Google AI Mode |
Inventory Planner matches Netstock exactly at 12.5% visibility and 8.8 composite score, with zero citations, making the two brands statistically indistinguishable in this audit period. |
||||
| 3 |
infor.com
|
12% | 0% | Google AI Mode |
Infor shares the 12.5% visibility and 8.8 composite score held by ranks 1 and 2, notable given its enterprise scale, yet it also records zero citation share like its co-leaders. |
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| 4 |
toolsgroup.com
|
0% | 12% | Google AI Mode |
ToolsGroup scores 0% visibility but 12.5% citation, the highest citation rate in the dataset, meaning AI engines reference its domain as a source without naming the brand in responses. |
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| 5 |
stockiqtech.com
|
0% | 12% | Google AI Mode |
StockIQ mirrors ToolsGroup with 0% visibility and 12.5% citation, and its domain stockiqtech.com appears directly in the top cited sources list, confirming it is used as a reference resource. |
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| 6 |
blueyonder.com
|
0% | 0% | Google AI Mode |
| 7 |
kinaxis.com
|
0% | 0% | Google AI Mode |
| 8 |
o9solutions.com
|
0% | 0% | Google AI Mode |
| 9 |
e2open.com
|
0% | 0% | Google AI Mode |
| 10 |
relexsolutions.com
|
0% | 0% | Google AI Mode |
| 11 |
anaplan.com
|
0% | 0% | Google AI Mode |
| 12 |
logility.com
|
0% | 0% | Google AI Mode |
| 13 |
oracle.com
|
0% | 0% | Google AI Mode |
| 14 |
sap.com
|
0% | 0% | Google AI Mode |
| 15 |
slimstock.com
|
0% | 0% | Google AI Mode |
| 16 |
lokad.com
|
0% | 0% | Google AI Mode |
| 17 |
gainsystems.com
|
0% | 0% | Google AI Mode |
| 18 |
flieber.com
|
0% | 0% | Google AI Mode |
| 19 |
demandworks.com
|
0% | 0% | Google AI Mode |
| 20 |
manh.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on inventory optimization 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 inventory optimization 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 inventory optimization software AI visibility
Who leads AI visibility in inventory optimization software?
Netstock, Inventory Planner, and Infor jointly lead with identical visibility scores of 12.5% and composite scores of 8.8, all sourced from Google AI Mode. No other brand in the top 10 records any visibility at all.
What sources does Google AI Mode cite most for inventory optimization software research?
The top cited sources are YouTube and Reddit, followed by smaller or niche domains including doss.com, kleene.ai, stockiqtech.com, johngalt.com, concentrus.com, and heimdalsecurity.com. No major enterprise vendor domain dominates the citation list.
Is there a brand that is both highly visible and frequently cited in this category?
No, the data shows a clean split. The three most visible brands hold zero citation share, while the two brands with the highest citation rates, ToolsGroup and StockIQ at 12.5% each, have zero visibility.
How does category-wide AI visibility compare across the 20 brands audited?
The average visibility across the category is just 1.9% and average citation is 1.2%, with the majority of the top 10 brands scoring 0% on both metrics, indicating very low overall AI presence.
Which well-known enterprise vendors are absent from AI visibility and citation in this category?
Blue Yonder, Kinaxis, o9 Solutions, e2open, and RELEX Solutions all score 0% on both visibility and citation despite being recognized players in supply chain and inventory planning software.
Are the current visibility leaders new entrants or established AI-visible brands in this category?
All three leaders, Netstock, Inventory Planner, and Infor, rose from 0% visibility in the previous period, each recording a delta of 12.5%, which means their prominence in AI responses is a recent development rather than an established pattern.