Sophie is the constraint-driven AI advisor inside GRIP OS by Caugia. She names the binding constraint, cites every claim by named source (framework slug, peer-reviewed DOI, ISBN-tagged book, or named-operator essay), and prescribes 3 next moves with owner, cost, and deadline. She scores every workspace deterministically (12 pillars × 4 G/R/I/P dimensions), submits her answers to an independent weekly grader, and runs a weekly hallucination audit — 0 hallucinations measured in the last 1,000 citations.

How does Sophie compare to ChatGPT or Claude for GTM advice?

ChatGPT and Claude are horizontal language models. Sophie is a vertical AI advisor: structured knowledge graph, vertical-native vocabulary, deterministic GRIP scoring, citation discipline, and audit trail. Every claim resolves to a framework slug, a peer-reviewed paper DOI, or an operator-essay URL. No hallucinated references.

How many GTM tools does Sophie connect to?

Sophie connects to 300+ GTM tools across 25 categories (472 push-handler implementations in the registry; we cite 300+ as the conservative public count). The library splits into two lanes. Pull-sync inbound runs daily at 06:00 UTC across CRM, billing, product analytics, mailbox, helpdesk and customer success - feeding the diagnostic with real signal. Push outbound is event-driven and lands actions or constraints as native artefacts in Asana, Atlassian, Clay, Brevo, Capsule, Apollo, Airtable and 80 more. 86 push handlers are hard-active today; 386 sit in soft no-op until the destination API opens. Credentials are stored AES-256-GCM at rest with envelope encryption. The full breakdown lives at https://os.caugia.com/sophie/connectors.

Sophie | Caugia

1 924

entità citabili

390

framework

784

paper

750

saggi di operatori

Copertura per vertical

907

B2B SaaS

632

DTC

478

Fintech B2B

406

Professional Services

367 framework -> archetype application rules · 36,307 citazioni emesse fino a oggi

Un assaggio di ciò che Sophie cita

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