Thunderdome B2B SaaS AI Visibility Index

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September 2026 snapshot · 72 AI answers Greenfield

Manufacturing ERP: AI Visibility Ranking

ERP software for manufacturers covering production planning, inventory, work orders, and shop floor operations. Right now, Epicor Kinetic is the brand AI assistants recommend most, with a Visibility Score of 38 and the #1 spot in 7% of answers. Head-to-head: Epicor Kinetic vs Odoo →

These rankings are measured from what the three models know from training, not a live web search. When the models DO search the web, see which sources they cite. Methodology.

Manufacturing ERP is unclaimed territory with no clear AI favorite.

The leader, Odoo, appears in 49% of answers yet scores only 32 out of a possible 100, which signals that no brand has locked up this category in AI recommendations. SAP S/4HANA is the first pick 19% of the time despite ranking fourth overall, suggesting the models reach for it when a question fits but skip it otherwise. Katana and MRPeasy both outperform their mention rates on first-pick frequency, meaning the field is genuinely contested and a sustained visibility push could move any of these brands into a dominant position.

AI-generated analysis of the September 2026 measurements.

# Brand Visibility Score Mention rate Avg. position #1 pick rate Models
1 Epicor Kinetic
38
±5
53% 3.9 7% ChatGPT #2 Claude #2 Gemini #5
2 Odoo
32
±5
49% 4.5 4% ChatGPT #5 Claude #8 Gemini #1
3 Katana
26
±7.8
35% 3.6 14% ChatGPT #11 Claude #7 Gemini #2
4 SAP S/4HANA
25
±5.4
29% 2.4 19% ChatGPT #8 Claude #1 Gemini #12
5 MRPeasy
23
±6.1
32% 3.7 13% ChatGPT #4 Claude #13 Gemini #3
6 NetSuite
23
±4.7
36% 4.7 4% ChatGPT #1 Claude #10 Gemini #9
7 Acumatica
22
±4.4
39% 5.4 0% ChatGPT #3 Claude #14 Gemini #4
8 JobBOSS
20
±5.6
32% 4.7 0% ChatGPT #10 Claude #3 Gemini #7
9 Infor CloudSuite Industrial
19
±4.4
28% 4.1 1% ChatGPT #6 Claude #4 Gemini #10
10 Microsoft Dynamics 365
13
±4.2
17% 3.2 0% ChatGPT #7 Claude #9 Gemini #14
11 Microsoft Dynamics 365 Business Central
13
±5.2
17% 3.4 4% ChatGPT #9 Claude Gemini #6
12 SYSPRO
12
±3.9
26% 6.4 1% ChatGPT #13 Claude #5 Gemini
13 Fishbowl
10
±4.3
17% 4.8 3% ChatGPT Claude #6 Gemini #13
14 Oracle Fusion Cloud ERP
10
±4.1
11% 2.1 0% ChatGPT #12 Claude #11 Gemini #11
15 Plex
9
±3.8
19% 6.5 0% ChatGPT #14 Claude #12 Gemini #8

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: Katana MRP (7.5), Microsoft Dynamics 365 Supply Chain Management (7.2), Oracle Manufacturing Cloud (6.3), Oracle NetSuite (6.1), SAP Business One (5.8). 90 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 62/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Manufacturing ERP 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 Epicor Kinetic Odoo Katana SAP S/4HANA MRPeasy NetSuite Acumatica JobBOSS Infor CloudSuite Industrial Microsoft Dynamics 365

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 Position in the answer · 1 = the first product recommended Epicor Kinetic Odoo Katana SAP S/4HANA MRPeasy NetSuite Acumatica JobBOSS Infor CloudSuite Industrial Microsoft Dynamics 365

What each model recommends first

ChatGPT

gpt-5.4

1 NetSuite
45
2 Epicor Kinetic
39
3 Acumatica
37
4 MRPeasy
34
5 Odoo
33

Claude

claude-sonnet-4-6

1 SAP S/4HANA
52
2 Epicor Kinetic
50
3 JobBOSS
28
4 Infor CloudSuite Industrial
27
5 SYSPRO
27

Gemini

gemini-3-flash-preview

1 Odoo
46
2 Katana
43
3 MRPeasy
28
4 Acumatica
25
5 Epicor Kinetic
24

The questions we asked

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

  1. Best overall
    What's the best ERP for a small manufacturer? See who wins it →
  2. Use-case fit
    We're a discrete manufacturer that needs production planning, inventory, work orders, and shop floor tracking in one system. What should we use? See who wins it →
  3. Top tools in 2026
    What are the top manufacturing ERP platforms in 2026? See who wins it →
  4. Startup & small team
    Which manufacturing ERP is best for a small job shop on a budget? See who wins it →
  5. Enterprise pick
    Which undefined should a large enterprise standardize on, considering security, compliance, and scale? See who wins it →
  6. Feature-led ask
    I need an ERP with bill of materials, production scheduling, and inventory control for our factory. What do you recommend? See who wins it →
  7. If you could pick one
    If you could only pick one manufacturing ERP, which would it be and why? See who wins it →
  8. Budget & alternatives
    What manufacturing ERP has the best integrations with our accounting and CAD tools? See who wins it →