Not a Chatbot.
An Autonomous Team.
We don’t just add an LLM UI. We build tool-using agents with memory, guardrails, and human oversight to execute complex financial workflows safely.
Reasoning you can audit
In financial services, automation must be explainable. FopsAI is designed to capture what happened, why it happened, and who approved it—so operations teams can defend decisions with evidence.
Reasoning + Evidence
✓ Decision rationale and key evidence captured
✓ Tool usage governed by policy guardrails
✓ Human review for low-confidence/high-impact actions
Compliance-Ready by Design
✓ Audit trails and access controls
✓ Data residency and privacy controls
✓ Budgeting and circuit-breaker style safety limits
Active AI Agents
Transform Agent
Specializes in data wrangling. Understands messy CSVs, nested JSONs, and maps them to your canonical schema without regex.
Match Strategy Agent
An expert in reconciliation logic. Suggests 1:1, 1:M, and aggregation rules based on data patterns and business context.
Semantic Intelligence
Vector embeddings for semantic mapping (often 90%+ on clean, well-labeled data). Tenant-scoped indices with caching.
Intelligence Roadmap
The Co-Pilot Era
AI Agents:
- Transform Agent
- Match Strategy Agent
- Semantic column mapping
- Natural language rule creation
Infrastructure:
- Multi-provider LLM (Azure, Anthropic, Groq)
- Vector embeddings
- Conversation memory
- Tool orchestration
Guarded Autonomy & Compliance-Grade AI
Guarded Autonomy (Research & Orchestration):
- AI Break Research Assistant (Multi-source data)
- Chat approvals (Slack/Teams integration)
- AI Studio (Visual Workflow Canvas)
- Cost forecasting & budgets
Compliance-Grade Safety:
- WORM evidence storage (S3 Object Lock)
- Policy-as-code guardrails
- Model Risk Management (MRM) framework
- EU AI Act readiness