Enzo★ FinalistDeep-reviewed
by Khalig Isgandarov
What they're building
Enzo is Restaurant Operating Intelligence for live restaurant operations. It helps restaurant teams track orders, kitchen pressure, delivery risk, reviews, promotions, finance, customers, devices, recovery actions, approvals, and audit trails in one working demo. The core loop is: signal → diagnosis → recommendation → prepared action → approval boundary → audit trail. The demo uses Nebius for server-side recommendation/audit summaries, Tavily for external operating context, Composio-ready prepared action handoffs, and local workflow/audit primitives inspired by OpenClaw. Sensitive actions are approval-gated and simulated: no real payments, messages, supplier orders, device actions, or moderation actions execute. The hardest part was turning many restaurant workflows into one coherent, safety-gated operating loop that works end-to-end across restaurant and diner views. https://www.loom.com/share/8b1215a346444890a9f67e0d7250943e
AI code reviewrepo: real
Real, deployed Next.js app (runenzo.com renders live restaurant-ops surfaces: kitchen load 81%, delivery risk, module cards) backed by a substantial 287-line deterministic operating-evaluation kernel feeding a signal->diagnosis->recommendation->approval-gated handoff->audit loop via /api/operating-evaluation. Nebius and Tavily are genuinely implemented server-side: nebius-summary-adapter.ts does a real fetch to {baseUrl}/v1/chat/completions with AbortController timeout, JSON response_format and full fallback diagnostics; tavily-context-adapter.ts does a real fetch to api.tavily.com/search with answer extraction plus sophisticated relevance/contradiction filtering against internal state. Composio is NOT real - composio-action-handoff-adapter.ts has no network call and returns 'no_safe_prepare_endpoint' even when keyed (floor on Composio). ⚑ Ships in Demo Mode by default (deterministic local fallbacks); live Nebius/Tavily paths require keys and were not demonstrated executing. Composio is scaffold-only. Many integrations/*.ts are display stubs, but the lib/server adapters are real.