Subcategory · AI Citation Index

Who AI is citing in Shipping & Fulfillment

43 brands tracked; no shortlist data and only one evaluation audit (IBM BAW at 30). The category is effectively invisible to AI at discovery stage.

Brands tracked

43

Avg AEO score

72/100

Citation coverage

0%

of brands cited at least once

Dominant brands

0

cited > 50% of queries

Discovery stage

The shortlist

When buyers ask AI for the best Shipping & Fulfillment software

No discovery-stage prompts have been scored against this category yet — once the shortlist cron runs, this section will surface which brands AI cites most.

Evaluation stage

The battleground

How brands fare on comparison queries · category median 30/100

Only one brand has evaluation data: IBM Business Automation Workflow (BAW) scored 30 across 6 comparison queries, well below the category average of 72. The median evaluation score is also 30. With a single data point, the evaluation landscape is essentially unmapped.

Each brand's evaluation score averages how AI responds to head-to-head comparison queries that mention them. Above-median brands win their comparisons more often than they lose.

Trends

Over the last 12 months

Too few audits to establish a trend. The two available months (March and April 2026) show category average scores rising from 63 to 65, but with sample sizes of 1 and 2 respectively. IBM BAW rose 9 points month-over-month, the only rising brand recorded.

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Editorial picks

Brands worth watching

FAQ

Shipping & Fulfillment questions, answered

Which shipping software does AI recommend most often?+
None. Across 14 shortlist prompts, zero brands were cited. AI models currently show no consensus on shipping and fulfillment tools, a sharp contrast to adjacent commerce categories where shortlist coverage is measurable.
How does IBM Business Automation Workflow perform in shipping and fulfillment comparisons?+
IBM BAW scored 30 across 6 comparison queries, indicating weak citation performance in head-to-head evaluations. Its overall score of 72 matches the category average, but evaluation data suggests AI treats it as a peripheral option in this space.
Are there trends showing which shipping platforms are gaining AI visibility?+
Too early to say. Only two months of data exist (March and April 2026), each with 1-2 audits. IBM BAW rose 9 points in that window, but sample sizes are too small to confirm momentum.
What types of shipping solutions are tracked in this category?+
The 43 brands span API integrations (EasyPost), multi-channel fulfillment (Descartes Sellercloud), last-mile delivery (DoorDash for Merchants), and customs compliance (Descartes Customs suite). However, citation data covers almost none of them yet.
Why is shortlist coverage 0% in shipping and fulfillment?+
AI models may be defaulting to carrier brands (FedEx, UPS) not tracked here, or refusing to recommend in a category where solutions are highly workflow-specific. The data shows a citation gap: 43 platforms monitored, zero shortlist appearances across 14 prompts.

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