Firsthand 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.
Firsthand compared with Referee.chat
| Detail | 
Firsthand | 
Referee.chat |
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| What it does | AI-powered Brand Agents built for marketers and publishers to engage consumers with their knowledge, everywhere.
| An AI panel debates your goal; a referee rules on re-checkable evidence
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| Stage | Not given
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| Founded | Not given
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| Based in | Not given
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| Pricing model | Contact for pricing
| Freemium
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| Pricing | Not given
| 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 | - Shorten the path from interest to action
- Know your customers through rich transcripts
- AI-first data rights management with Lakebed™
- Brand safety controls at every stage
- Deep analysis of user actions performed on the website
- Operates wherever your customers are
- Real-time adaptive brand experiences
| - 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 | - Industry's first Brand Agent Platform for marketers and publishers
- Full control over brand voice, knowledge, and data while using AI
- Real-time consumer insights through Brand Agent interactions
- Secure data collaboration with Lakebed data rights management
| - 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) | 35 ▲ +1 (up) since last check | 2 ● no change since last check |
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| Trust Flow (Majestic) | 10 | 0 |
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| Citation Flow (Majestic) | 32 | 13 |
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| Referring domains (Majestic) | 190 | 31 |
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4 details filled in for both companies.
More alternatives to Firsthand More alternatives to Referee.chat