Warehouse robotics software: AI search visibility ranking (2026)
How AI search engines rank warehouse robotics 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. Robotics and orchestration platforms used to automate picking, movement, storage, and fulfillment inside warehouses and distribution centers. 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 seek advice from AI engines about Warehouse robotics software, one name stands out: Symbotic. Leading the pack with a visibility rate of 12.5%, Symbotic is frequently highlighted alongside other reputable brands like Locus Robotics and GreyOrange. This suggests a strong presence and recognition in the industry.
The rankings reflect the sources AI engines most frequently cite, such as youtube.com, modula.us, and g2.com. Platforms like G2 are known for aggregating reviews, which means that brands with robust customer feedback and educational content on these channels tend to rank higher.
For a buyer, this means you should consider brands that are consistently featured by AI engines due to their recent and validated reviews. Look for those with strong third-party validation and authority in specific subcategories of warehouse robotics software to ensure your selection meets industry standards.
At a glance
What we observed in this category
Symbotic leads the warehouse robotics software category with a composite score of 12.5, the only brand where visibility and citation are perfectly aligned at 12.5% each. This matters because the next tier, Locus Robotics and GreyOrange, each match that visibility figure but record zero citation, meaning AI surfaces them by name but does not anchor responses with their own content. That gap between named recognition and cited authority is the defining structural feature of this category right now.
The visibility-citation divergence is sharpest at rank 4. inVia Robotics holds zero visibility yet records a category-high citation rate of 25.0%, making it the most-cited brand that AI does not actively name in responses. Vecna Robotics, Geek+, Swisslog, Exotec, Ocado Intelligent Automation, and Addverb all share an identical pattern: 0.0% visibility paired with 12.5% citation. Being referenced as a source does not translate into being mentioned by name in AI-generated answers in this category.
Google AI Mode is the top engine for every single brand in this dataset, indicating the audit is essentially a single-engine picture. The cited sources list includes youtube.com, g2.com, marketsandmarkets.com, and inviarobotics.com, suggesting AI is drawing on review platforms, market research aggregators, and video content rather than vendor sites directly. The average visibility of 1.9% against an average citation of 5.6% confirms that third-party and aggregator sources are doing more work in shaping AI answers than brand-owned domains.
Movers & shakers since last refresh
Biggest visibility risers
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Symbotic 0% → 12% · rank #9 → #1+12pp
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GreyOrange 0% → 12% · rank #5 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
symbotic.com
|
12% | 12% | Google AI Mode |
Symbotic is the only brand with matched visibility and citation at 12.5% each, jumping from rank 9 to rank 1, putting it well above the 1.9% category visibility average. |
||||
| 2 |
locusrobotics.com
|
12% | 0% | Google AI Mode |
Locus Robotics matches Symbotic on visibility at 12.5% but records 0.0% citation, meaning AI names it without using its domain as a cited source. |
||||
| 3 |
greyorange.com
|
12% | 0% | Google AI Mode |
GreyOrange rose from rank 5 with a visibility delta of 12.5% but gained zero citation, mirroring Locus Robotics in being visible but uncited. |
||||
| 4 |
inviarobotics.com
|
0% | 25% | Google AI Mode |
inVia Robotics is the most-cited brand in the category at 25.0% citation, yet holds 0.0% visibility, the starkest visibility-citation inversion in the dataset. |
||||
| 5 |
vecnarobotics.com
|
0% | 12% | Google AI Mode |
Vecna Robotics sits at rank 5 with a composite score of 3.8, sharing a 0.0% visibility and 12.5% citation pattern with four other mid-table brands. |
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| 6 |
geekplus.com
|
0% | 12% | Google AI Mode |
| 7 |
swisslog.com
|
0% | 12% | Google AI Mode |
| 8 |
exotec.com
|
0% | 12% | Google AI Mode |
| 9 |
ocadointelligentautomation.com
|
0% | 12% | Google AI Mode |
| 10 |
addverb.com
|
0% | 12% | Google AI Mode |
| 11 |
6river.com
|
0% | 0% | Google AI Mode |
| 12 |
autostore.com
|
0% | 0% | Google AI Mode |
| 13 |
zebra.com
|
0% | 0% | Google AI Mode |
| 14 |
seegrid.com
|
0% | 0% | Google AI Mode |
| 15 |
berkshiregrey.com
|
0% | 0% | Google AI Mode |
| 16 |
tompkinsrobotics.com
|
0% | 0% | Google AI Mode |
| 17 |
hairobotics.com
|
0% | 0% | Google AI Mode |
| 18 |
quicktron.com
|
0% | 0% | Google AI Mode |
| 19 |
koerber-supplychain.com
|
0% | 0% | Google AI Mode |
| 20 |
dematic.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on warehouse robotics 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 warehouse robotics 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 warehouse robotics software AI visibility
Who leads AI visibility in warehouse robotics software?
Symbotic leads with a composite score of 12.5 and matching visibility and citation rates of 12.5% each, placing it clearly above all other brands in the category.
Which brand is most cited by AI in warehouse robotics software despite low visibility?
inVia Robotics holds the highest citation rate in the category at 25.0% while recording 0.0% visibility, meaning AI uses its domain as a source without naming it in responses.
What sources does AI cite most for warehouse robotics software research?
The top cited sources include youtube.com, g2.com, marketsandmarkets.com, modula.us, and inviarobotics.com, indicating AI leans on video, review, and market research platforms rather than primarily vendor sites.
How does the category average visibility compare to the leading brand?
The category average visibility is 1.9%, while Symbotic, Locus Robotics, and GreyOrange each sit at 12.5%, putting the top tier more than six times above the average.
Which engine dominates AI citation and visibility in this category?
Google AI Mode is listed as the top engine for all 10 ranked brands in this dataset, making it the single dominant platform shaping AI visibility in warehouse robotics software.
Is being named in AI responses the same as being cited as a source in this category?
No. Six brands including Locus Robotics and GreyOrange are named at 12.5% visibility but receive 0.0% citation, while inVia Robotics is cited at 25.0% but named at 0.0%, showing the two signals are largely independent here.