Subcategory · AI Citation Index

Shipping & Fulfillment

The shipping and fulfillment landscape shows remarkable fragmentation with eight brands achieving 35-57% shortlist rates and high model diversity (all scoring 4/4), indicating evaluators see meaningful differentiation across solutions. Shippo's 57% lead over ShipStation's 49% is modest, while specialized players like ShipBob (3PL-focused) and EasyPost (API-first) maintain competitive 44-46% rates alongside enterprise giants Amazon and legacy WMS providers. The 74 consensus brands against only 12 evaluation brands suggests this category suffers from vendor proliferation where most solutions lack distinctive positioning.

177 discovery queries · 313 head-to-heads · refreshed Jul 13, 2026

Discovery stage

The shortlist

Across 177 buyer-style "Shipping & Fulfillment" queries

0%13%26%39%52%Coverage — share of discovery prompts where the brand surfaces64%71%79%86%94%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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Score shifts, new entrants, citation gaps — every Monday.

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
3Fishbowl
5/6
4SAP
5/6
5Infor
4/6
1Shippo
6/6
2Amazon
4/6
3ShipStation
4/6
4Focused
4/6
5Descartes
4/6
1Manhattan Associates
5/5
2Fishbowl
5/5
3ShipBob
5/5
4EasyPost
5/5
5Shippo
5/5
1ShipBob
4/5
2Shippo
4/5
3EasyPost
4/5
4ShippingEasy
3/5
5Blue Yonder
3/5
1ShipStation
4/5
2SAP
3/5
3Oracle
3/5
4Chain
3/5
5Descartes
3/5
1Brightpearl
4/4
2ShipBob
4/4
3Manhattan Associates
4/4
4Shippo
4/4
5Loop Returns
4/4
1Blue Yonder
4/4
2Linnworks
4/4
3Zoho Expense
4/4
4ShipBob
4/4
5ShipStation
4/4
1ShipBob
3/3
2EasyPost
2/3
3Confirm
2/3
4Shippo
2/3
5Manhattan Associates
1/3
≥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 10/100

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

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X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 10/100

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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