What LLMs cite
how to choose financial tracking for custom fabrication
From recent prompt runs · United States · Updated November 3, 2026
GEOGrow tested this high-intent customer question across ChatGPT, Gemini, and Perplexity. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
ECI M1
Leads across all key metrics
AI engines mentioning
2 of 3
ECI M1 appears in 2 of 3 AI engines
#1 recommendations
1
ECI M1 was the #1 recommendation once.
AI answer share
67%
ECI M1 appears in 67% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated November 3, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | ECI M1 Claim your company | 2 of 3 | 1 | 67% |
| 2 | JobBOSS2 Claim | 1 of 3 | 1 | 33% |
| 3 | MIE Trak Pro Claim | 1 of 3 | 1 | 33% |
| 4 | Infor CloudSuite Industrial Claim | 2 of 3 | 0 | 67% |
| 5 | JobBOSS² Claim | 1 of 3 | 0 | 33% |
| 6 | Genius ERP Claim | 1 of 3 | 0 | 33% |
| 7 | ProShop ERP Claim | 2 of 3 | 0 | 67% |
| 8 | Global Shop Solutions Claim | 1 of 3 | 0 | 33% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. ECI M1
- 2. JobBOSS²
- 3. ProShop ERP
- 4. Global Shop Solutions ERP
- 5. Epicor Kinetic
- 6. Fulcrum
+5 more in this answer
Gemini
- 1. JobBOSS2
- 2. Genius ERP
- 3. Global Shop Solutions
- 4. Katana Cloud Manufacturing
- 5. QuickBooks Enterprise
- 6. Cetec ERP
+5 more in this answer
Perplexity
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- linkedin.com Improve Financial Tracking in Metal Fabrication
- business.com Financial Tracking 101: Best Practices
- productive.io Project Expense Tracking – Step-by-Step Guide, Tools & Tips
- controlata.com Manufacturing Cost Estimating Software - Controlata
- cybrosys.com Odoo ERP Software for Metal Fabrication Shops
- ecisolutions.com M1 Manufacturing ERP Software
- ecisolutions.com JobBOSS² Shop Management Software
- ecisolutions.com Job Cost Accounting Software | ECI
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
ECI M1 currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
ECI M1 currently leads this conversation.
- #1 ECI M1 67%
- #2 JobBOSS2 33%
- #3 MIE Trak Pro 33%
- #4
- #5 JobBOSS² 33%
- #6 Genius ERP 33%
- #7 ProShop ERP 67%
- #8
Get ahead of the competition
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How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 3 independent AI observations.
- Question tested
- how to choose financial tracking for custom fabrication
- Market
- United States
- AI engines
- ChatGPT, Gemini, and Perplexity
- Research date
- November 3, 2026