Your Digital Analyst for Reconciliation
Deploy AI agents that understand financial data end-to-end — from raw file ingestion and transformation to matching and break management. Configure through conversation, execute on a Rust-powered engine, and audit every decision with Glass Box reasoning.
See the AI Onboarding Agent in Action
From raw file upload to live reconciliation — in a single guided conversation.
Not Just Tools. Intelligent Agents.
Traditional reconciliation software requires you to configure everything. FopsAI agents understand your data and do the heavy lifting.
AI Onboarding Agent
Upload a file and have a conversation. The agent profiles your data, maps schemas, configures transforms and match rules, validates and activates — all in one session.
AI Transform Agent
50+ operators for data cleaning and transformation. Auto-detect delimiters, headers, and map columns to your schema using semantic AI understanding.
Polars Match Engine
Rust-powered engine processing million-row datasets in seconds. 1:1, 1:M, M:M and aggregation strategies with 3-pillar matching: Exact, Fuzzy, and Semantic AI.
Break Management
Automated break detection with full lifecycle tracking, SLA monitoring, priority escalation, reason/resolution taxonomies, evidence capture, and approval workflows.
Near Real-Time Matching
File-arrival triggers, intraday re-reconciliation, and continuous monitoring. Catch breaks before settlement cutoff, not the morning after.
Enterprise Security
Cloud-native on AWS. Serverless compute (ECS Fargate), VPC-contained AI inference, RBAC, immutable audit trails, and private deployment options.
End-to-End: From Raw Data to Matched Results
Most reconciliation tools expect clean, formatted data as input. FopsAI starts earlier — ingesting raw files from any source, transforming them with AI-assisted rules, and matching them in a single pipeline. No separate ETL tools. No handoff gaps. No data loss in transit.
| What Others Require | FopsAI Built-In |
|---|---|
| Separate ETL tool (Informatica, Talend, scripts) | Multi-channel extraction (file, email, SFTP) + 50+ transform operators |
| Manual data formatting before matching | AI-powered data profiling, cleaning, and transformation |
| Custom scripts for column mapping | Semantic column mapping (AI maps "settlement_dt" → "Settlement Date") |
| Separate match engine | 3-Pillar Match Engine processes directly from staged data |
| Multiple vendor contracts and handoffs | Single platform, single pipeline, full lineage tracking |
No Code. No Consultants. No Waiting.
Every capability in FopsAI is accessible through three interfaces — choose the one that fits your team.
Visual Canvas
For operations analysts
AI Conversation
For anyone
DSL Editor
For technical users
No vendor professional services required. No 12-week implementation projects. Your team configures and owns the reconciliation from day one.
Built for the Autonomous Era
Legacy tools are just rule engines wrapped in a UI. FopsAI is built on a "Digital Analyst" architecture where agents perform tasks, and humans provide oversight.
- No-Code Semantic Mapping (Zero regex)
- Conversational Rule Building via AI Agents
- Policy-as-Code Guardrails with Glass Box Reasoning
- Cloud-Native: Serverless, Polars (Rust), VPC-Contained AI
Traditional Recon
Implementation Time
FopsAI Agent
Implementation Time
Ready to hire your first Digital Analyst?
Join the Early Adopter Program. We are currently onboarding select financial institutions for the Beta phase.