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Subcategory · AI Citation Index

Shipping & Fulfillment

The category divides into three tiers: multi-carrier shipping software (ShipStation at 61%, Shippo at 57%) leads shortlist rates by solving label generation and rate shopping; Amazon's 51% rate reflects its dual role as marketplace and fulfillment provider; and 3PL/WMS solutions (ShipBob 46%, Blue Yonder 44%, Manhattan 37%) serve businesses outsourcing logistics entirely. High model_diversity=4 across all top brands signals no AI consensus on optimal solutions, likely because buyer needs vary dramatically by shipment volume, SKU complexity, and in-house vs. outsourced operations. The 82 consensus brands against only 12 evaluated suggests a fragmented market where most tools get considered but few face rigorous comparison.

177 discovery queries · 312 head-to-heads · refreshed Oct 22, 2026

Discovery stage

The shortlist

Across 177 buyer-style "Shipping & Fulfillment" queries

24%34%45%55%66%Coverage — share of discovery prompts where the brand surfaces67%72%77%82%87%Engine diversity

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X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

1Manhattan Associates
6/6
2Blue Yonder
6/6
3Extensiv
6/6
4Extensiv 3pl Warehouse Manager
6/6
5Fishbowl
5/6
1Easyship
6/6
2Amazon
6/6
3ShipStation
6/6
4Shippo
6/6
5Zonos
6/6
1Manhattan Associates
5/5
2Fishbowl
5/5
3Extensiv
5/5
4ShipBob
5/5
5EasyPost
5/5
1ShipStation
5/5
2Amazon
4/5
3ShipBob
4/5
4Easyship
4/5
5Shippo
4/5
1ShipStation
4/5
2SAP
3/5
3Oracle
3/5
4Descartes
3/5
5Shippo
3/5
1Brightpearl
4/4
2ShipBob
4/4
3ShipStation
4/4
4Manhattan Associates
4/4
5Extensiv
4/4
1Blue Yonder
4/4
2Linnworks
4/4
3Zoho Expense
4/4
4ShipBob
4/4
5ShipStation
4/4
1ShipBob
3/3
2ShipStation
3/3
3Flexport
3/3
4EasyPost
2/3
5Amazon
2/3
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · shipping-fulfillment

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 5/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand08162432Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 5/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

Citation sources

Where AI pulls citations from

640 citations captured across Shipping & Fulfillment prompt runs.

Vendor pages

230

Product, help, and marketing pages from tracked vendors

Independent sources

156

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Shipping & Fulfillment questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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