Unstructured information overload
Earnings calls, filings and research reports pile up faster than analysts can read them.
Finance & Investment
AI for finance, investment and fintech teams
Finance teams drown in transcripts, filings and data. We build multi-agent pipelines that turn earnings calls into client-ready reports, agents that query live financial data under human approval, RAG-ready investment databases and predictive models.
Safeguards we build in
- Source-linked figures in every report
- Human approval before sensitive actions
- Audit logs for agent decisions
- Role-based data access
- Backtested, validated models
The challenge
What makes AI hard in Finance & Investment.
Accuracy and auditability
Every number in a client report must be traceable to its source.
Live data
Decisions depend on current market and company data, not last quarter's snapshot.
Controls
Automated actions on financial data need approval steps and audit trails.
Solutions
What we build for Finance & Investment.
Earnings-call and filing analysis
Specialized agents that extract, summarize and structure financial documents into reports.
Research agents with live data
MCP-connected agents that pull financial data, with human approval before sensitive calls.
Investment data for RAG
Large CSV and SQL investment datasets cleaned and structured for retrieval.
Forecasting and risk models
Statistical and machine learning models for prediction and planning.
Compliance Q&A
Sourced answers on internal policies and regulatory requirements.
Proof
Delivered in production, measured in results.
Finance & investment
Multi-Agent Financial Document Intelligence
Specialized AI agents that turn earnings calls and financial PDFs into client-ready reports
- specialized CrewAI roles
- Multi-agent
- specialized CrewAI roles
- transcript to report
- End to end
- transcript to report
- structured output
- Client-ready
- structured output
Enterprise AI & finance
MCP Multi-Tool Agent Platform
A governed agent platform with persistent memory and human approval before sensitive actions
- pluggable tool access
- MCP
- pluggable tool access
- sensitive calls human-approved
- 100%
- sensitive calls human-approved
- memory across restarts
- Persistent
- memory across restarts
Services
The capabilities behind these solutions.
AI Agent Development
Agents that use your tools, remember context and ask before acting.
- Hours of manual operations handled by agents
- Human approval before any sensitive action
- Persistent memory across sessions and restarts
RAG Development
Grounded answers from your documents, with citations and access control.
- Answers in under 2 seconds across 50,000+ documents
- Every answer cites its source passage
- Access control enforced down to the document
Machine Learning & Computer Vision
Predictive models and vision systems built around measurable accuracy.
- 95%+ backtested accuracy on a real-time prediction model
- Medical image classification with transfer learning
- Models deployed with monitoring, not left in notebooks
Document AI & Anonymization
Turn scanned, messy documents into clean, compliant, searchable data.
- 98% PII detection on multi-jurisdiction legal data
- 100% data-protection and OHADA compliance
- Scanned archives converted into RAG-ready JSON
Finance & Investment FAQ
Questions from Finance & Investment teams.
Can't find your answer? Ask us on a free strategy call or send a short brief.
Can AI produce client-ready financial reports?
Yes. Our CrewAI pipeline turns earnings-call transcripts and financial PDFs into structured, client-ready reports, with an analyst review step.
How do you control agents that touch financial data?
Sensitive tool calls pause for human approval, permissions are scoped per tool, and every step is logged.
Can you prepare our investment data for AI?
Yes. We have restructured large-scale CSV and MySQL investment databases into clean, RAG-ready knowledge.
Taking on new projects
Let’sbuild.
Have an AI project in mind? Let’s make it real.
Book a free 30-minute strategy call with our founder. You’ll leave with a clear view of the right architecture, timeline and next step, whether or not we work together.
- Reply within 24 hours
- NDA before you share anything confidential
- You own the code, prompts and documentation
- Hours overlap with US, UK, EU and Gulf teams