Thunderdome B2B SaaS AI Visibility Index

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July 2026 snapshot · 72 AI answers Greenfield

Warehouse Management (WMS): AI Visibility Ranking

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 Manhattan Associates
44
±6.4
56% 3 24% ChatGPT #2 Claude #1 Gemini #2
2 ShipHero
33
±3.5
43% 4 14% ChatGPT #3 Claude Gemini #1
3 Blue Yonder
32
±3.2
49% 4 0% ChatGPT #4 Claude #4 Gemini #4
4 Extensiv
28
±2.9
54% 6 8% ChatGPT #6 Claude #2 Gemini #8
5 Deposco
21
±3
38% 5 4% ChatGPT #7 Claude #3 Gemini #11
6 Körber
18
±5.5
28% 5 0% ChatGPT #10 Claude #7 Gemini #7
7 Zoho Inventory
17
±3.9
21% 3 10% ChatGPT #1 Claude #14 Gemini #10
8 SAP
17
±5.2
24% 4 6% ChatGPT #11 Claude #9 Gemini #6
9 Fishbowl
17
±3.1
32% 6 1% ChatGPT #13 Claude #5 Gemini #12
10 Logiwa
16
±5.1
29% 6 0% ChatGPT #15 Claude #11 Gemini #3
11 inFlow Inventory
14
±5
15% 2 3% ChatGPT #5 Claude #10 Gemini #13
12 SAP Extended Warehouse Management
13
±4.5
14% 1 11% ChatGPT #8 Claude #6 Gemini
13 SkuVault
12
±4.1
18% 4 1% ChatGPT #14 Claude #13 Gemini #5
14 ShipBob
11
±2.4
25% 7 3% ChatGPT #9 Claude #8 Gemini
15 Sortly
11
±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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Do the models agree?

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.

ChatGPT Claude Gemini
0 25 50 75 100 Visibility Score · 0 = never mentioned, 100 = always the first recommendation Manhattan Associates ShipHero Blue Yonder Extensiv Deposco Körber Zoho Inventory SAP Fishbowl Logiwa

Where they land in the answer

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.

1 2 3 4 5 6 7 8 9 10 11 12 Position in the answer · 1 = the first product recommended Manhattan Associates ShipHero Blue Yonder Extensiv Deposco Körber Zoho Inventory SAP Fishbowl Logiwa

What each model recommends first

ChatGPT

gpt-5.3-chat-latest

1 Zoho Inventory
37
2 Manhattan Associates
34
3 ShipHero
33
4 Blue Yonder
27
5 inFlow Inventory
25

Claude

claude-sonnet-4-6

1 Manhattan Associates
52
2 Extensiv
45
3 Deposco
40
4 Blue Yonder
40
5 Fishbowl
38

Gemini

gemini-3-flash-preview

1 ShipHero
65
2 Manhattan Associates
46
3 Logiwa
32
4 Blue Yonder
29
5 SkuVault
27

The questions we asked

Each model answered every prompt 3 times in July 2026. Prompts are brand-neutral so no vendor gets seeded into the question.

  1. Best overall
    What's the best warehouse management system? See who wins it →
  2. Use-case fit
    We run a 3PL and need software for multi-client fulfillment. What should we use? See who wins it →
  3. Top tools in 2026
    What are the top WMS platforms in 2026? See who wins it →
  4. Startup & small team
    Which WMS is best for a growing ecommerce brand fulfilling in-house? See who wins it →
  5. Enterprise pick
    Which warehouse management system should a large enterprise standardize on, considering security, compliance, and scale? See who wins it →
  6. Feature-led ask
    I need barcode scanning, pick paths, and inventory accuracy in our warehouse. What do you recommend? See who wins it →
  7. If you could pick one
    If you could only pick one WMS, which one and why? See who wins it →
  8. Budget & alternatives
    What's the best affordable WMS for a small warehouse? See who wins it →