Gradient Labs 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.

Gradient Labs compared with Referee.chat
Detail	Gradient Labs	Referee.chat
What it does	AI agents for financial services customer operations	An AI panel debates your goal; a referee rules on re-checkable evidence
Stage	Startup	Not given
Founded	2024	Not given
Based in	GB	Not given
Pricing model	Contact for pricing	Freemium
Pricing	Outcomes-based pricing model where customers pay only for successful query resolutions. Integration options include day 1 value on Intercom, Zendesk or Freshdesk, typically delivering 20-50% resolution rate for easiest queries, or more comprehensive integration achieving 80-90% handling time automat	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.
Key features	End-to-end dispute automation with evidence gathering and chargebacks Collections agent for account arrears with personalized outreach KYB automation with document verification and business checks Insurance claims intake and processing Customer service agent with conversation memory and action execution Procedural agent controlled in plain language without coding Built-in financial services compliance guardrails Omnichannel support across phone, chat, email, SMS and social Real-time monitoring and performance tracking Multi-language support with same quality and compliance	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
What makes it different	Full operational depth covering back-office work that other AI agents avoid Consistently higher CSAT than human teams with 98% customer satisfaction No platform fees - pay only for successful query resolutions Seamless integration with existing platforms without replatforming	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
Community votes	0	0
DR (Domain Rating by Ahrefs)	55 no change since last check	2 no change since last check
Trust Flow (Majestic)	11	0
Citation Flow (Majestic)	37	13
Referring domains (Majestic)	458	31

5 details filled in for both companies.

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