Agent Arena 2026 · FinPilot
Foresight
Tells you where your money is heading, checks its own advice before it reaches you, and gives every number a receipt.
Shipped
Nothing yet. Foresight is being built in stages, and each feature appears here once its evaluation passes.
Not shipped yet
- Stage 1 CSV statement import with reconciliation
- Stage 1 Transaction categorisation (rules + Ledger Agent)
- Stage 1 Income and recurring-bill detection
- Stage 1 90-day cash-flow forecast with uncertainty band
- Stage 1 What-if simulation against the same engine
- Stage 2 Coordinator and five specialist agents (LangGraph, Mesh)
- Stage 2 Behaviour trends and anomaly detection
- Stage 2 Advisor and Verifier loop (advice checked before you see it)
- Stage 2 Evidence and audit trail for every recommendation
- Stage 2 Ask — conversational analysis with generated UI
- Stage 3 Briefing (intelligence home)
- Stage 3 Decision Lab scenario comparison
- Stage 3 Ledger, imports and categorisation review
- Stage 3 Scheduled Telegram digest
- Stage 3 Goal tracking with adaptive advice
- Stage 3 Checking whether accepted advice worked
- Stage 4 Multi-account and joint household layer
- Stage 4 Generic PDF statement import
- Stage 4 India locale (INR, UPI narrations)
- Stage 4 Additional currency formats (EUR, JPY, mixed)