STELLA Automotive AI vs Referee.chat
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
STELLA Automotive AI compared with Referee.chat
| Detail | 
STELLA Automotive AI | 
Referee.chat |
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| What it does | Conversational AI voice assistant for automotive dealerships that answers calls 24/7 and books service appointments
| An AI panel debates your goal; a referee rules on re-checkable evidence
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| Stage | Not given
| Not given
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| Founded | 2022
| Not given
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| Based in | US
| Not given
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| Pricing model | Contact for pricing
| Freemium
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| Pricing | Low setup fee plus monthly subscription; contact for pricing details
| Free: $1.00 starting credit once. Credit plans from $10 top-up with no expiration. Your own key: 5% infrastructure fee after the first $5.00 of usage.
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| Key features | - Multi-language support including English, Spanish, and Canadian French
- Customizable messaging and business rules
- Omnichannel engagement via voice, chat, and SMS
- Integration with major dealership systems
- SOC-2 compliant data security
| - Panel of up to six AI models from different vendors
- Referee rules on re-checkable evidence only
- Searches academic databases: arXiv, OpenAlex, Crossref, Europe PMC
- Executes Python code to verify claims
- Customizable acceptance standards
- Matches pause and resume without losing work
- Shared ledger prevents re-derivation
- Spending limit per match
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| What makes it different | - Appointment booking without human involvement - converts 56% of booking opportunities into confirmed appointments
- Approved FordDirect Vendor
- Purpose-built for automotive workflows with proprietary technology
- Frees up dealership staff for high-value customer interactions
| - Referee decides on evidence, not argument quality
- Panel from different vendors fails in different directions
- Stuck is a targeted question, not model thrashing
- Cost grows with ledger, not round count
- Published matches become research record
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 41 ● no change since last check | 2 ● no change since last check |
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| Trust Flow (Majestic) | 11 | 0 |
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| Citation Flow (Majestic) | 18 | 13 |
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| Referring domains (Majestic) | 150 | 31 |
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5 details filled in for both companies.
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