Subcategory · AI Citation Index

Shipping & Fulfillment

This is a fragmented category where no brand owns AI attention outright. Shippo and ShipBob trade citations query-for-query (78% and 76% of discovery prompts, respectively), both visible across ChatGPT, Perplexity, Gemini, and Claude. EasyPost trails within five points at 73%, also surfacing on every engine. Blue Yonder and Manhattan Associates appear in two-thirds and 59% of queries, respectively, occupying the next tier. The evaluation stage is too thin to report head-to-head outcomes — only IBM Sterling Order Management meets the sample threshold, and a single brand tells no story. The category shape: contested but shallow, with three brands trading eyeballs and no clear consensus pick.

49 discovery queries · 12 head-to-heads · refreshed May 1, 2026

Discovery stage

The shortlist

Across 49 buyer-style "Shipping & Fulfillment" queries

Shippo surfaces in 78% of buyer queries about shipping and fulfillment software, visible across all four engines we track. ShipBob appears in 76% of those same queries, also on every engine. EasyPost lands in 73% of discovery prompts with the same cross-engine reach. Blue Yonder and Manhattan Associates complete the top five, appearing in 69% and 59% of queries, respectively, with full model diversity. Loop Returns is a step behind at 33%, absent on one engine.

0%13%26%39%52%Coverage — share of discovery prompts where the brand surfaces64%71%79%86%94%Engine diversity

Hover or click a logo to see brand details

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
3Fishbowl
5/6
4Infor
4/6
5ShipBob
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
3ShipBob
4/4
4ShipStation
4/4
5ShipHero
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

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

Every query in this category is top-of-funnel exploration. Buyers ask AI for the best shipping and fulfillment tools by business model ('how do retailers handle last-mile delivery challenges'), by company size ('top shipping and fulfillment tools for retail businesses'), or by operational pain point ('what's effective for managing freight claims and disputes'). No head-to-head comparison queries or pricing questions appear in the sample set.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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