Warehouse and fulfillment management systems for brands and 3PLs. Right now, Manhattan Associates is the brand AI assistants recommend most, with a Visibility Score of 44 and the #1 spot in 24% of answers. Head-to-head: Manhattan Associates vs ShipHero →
These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.
Manhattan leads, but the model splits make this race complicated.
Manhattan Associates sits clearly at the top with a 43.9 score and mentioned in 56% of answers, yet its lead is built on uneven ground: Claude and Gemini favor it heavily while ChatGPT scores it roughly the same as ShipHero. ShipHero is the starkest case of model polarization in this set, scoring 65 on Gemini and zero on Claude, meaning its rank-two position would collapse entirely if Claude carried more weight. Blue Yonder holds the third-highest mention rate at 49% but has never been anyone's first pick, which signals recognition without real conviction from any of the three models.
AI-generated analysis of the July 2026 measurements.
| # | Brand | Visibility Score | Mention rate | Avg. position | #1 pick rate | Models |
|---|---|---|---|---|---|---|
| 1 | | ±6.4 | 56% | 3 | 24% | ChatGPT #2 Claude #1 Gemini #2 |
| 2 | | ±3.5 | 43% | 4 | 14% | ChatGPT #3 Claude Gemini #1 |
| 3 | | ±3.2 | 49% | 4 | 0% | ChatGPT #4 Claude #4 Gemini #4 |
| 4 | | ±2.9 | 54% | 6 | 8% | ChatGPT #6 Claude #2 Gemini #8 |
| 5 | | ±3 | 38% | 5 | 4% | ChatGPT #7 Claude #3 Gemini #11 |
| 6 | | ±5.5 | 28% | 5 | 0% | ChatGPT #10 Claude #7 Gemini #7 |
| 7 | Zoho Inventory | ±3.9 | 21% | 3 | 10% | ChatGPT #1 Claude #14 Gemini #10 |
| 8 | | ±5.2 | 24% | 4 | 6% | ChatGPT #11 Claude #9 Gemini #6 |
| 9 | | ±3.1 | 32% | 6 | 1% | ChatGPT #13 Claude #5 Gemini #12 |
| 10 | | ±5.1 | 29% | 6 | 0% | ChatGPT #15 Claude #11 Gemini #3 |
| 11 | | ±5 | 15% | 2 | 3% | ChatGPT #5 Claude #10 Gemini #13 |
| 12 | | ±4.5 | 14% | 1 | 11% | ChatGPT #8 Claude #6 Gemini |
| 13 | | ±4.1 | 18% | 4 | 1% | ChatGPT #14 Claude #13 Gemini #5 |
| 14 | | ±2.4 | 25% | 7 | 3% | ChatGPT #9 Claude #8 Gemini |
| 15 | | ±2.2 | 15% | 4 | 1% | ChatGPT #12 Claude #12 Gemini #9 |
The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.
Just below the cutoff: Cin7 (9.9), Oracle WMS Cloud (9.7), Oracle (9.7), Fishbowl Inventory (9.2), Linnworks (9). 73 brands were scored in this category; the leaderboard shows the top 15.
Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.
Openness 56/100: the share of this category's recommendation weight not held by the leader.
Compare brands in Warehouse Management (WMS) head-to-head → · Explore the prompt tree →
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Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.
When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.
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Each model answered every prompt 3 times in July 2026. Prompts are brand-neutral so no vendor gets seeded into the question.