The challenge
Advisors stitch together spreadsheets, news, and vendor terminals to answer client questions—slow and inconsistent across desks.
Black-box signals fail compliance review; teams need explainable drivers and documented assumptions.
Analytics AI
Investment Strategy Analysis & Prediction Platform
Scenario planning, risk signals, and portfolio narratives grounded in live market data.
An analytics copilot we develop for wealth managers, fintech apps, and research teams—ingesting positions, macro feeds, and alt data to produce explainable forecasts, stress tests, and client-ready briefs. Compliance-friendly audit trails and role-based views keep advisors in control of every recommendation.
We build and develop products like this end-to-end—from discovery and architecture through production rollout and ongoing optimization.
Platforms
- Web App
- iOS
- Android
- API
- Cloud SaaS
Our solution
Unified workspaces connect portfolios, benchmarks, and scenario libraries; ML models rank risks and opportunities with SHAP-style explanations.
Automated memos summarize week-over-week changes, flag breaches, and draft talking points advisors can edit before client delivery.
Key features
Core capabilities we engineer into this product—each designed for production use with configuration, observability, and integration hooks your team can operate after launch.
- 01
Portfolio scenario lab
Adjust rates, FX, and sector shocks; compare distribution of outcomes.
- Engineered for your teams as part of Investment Strategy Analysis & Prediction Platform, with configuration and policy controls your operators can manage.
- Configurable workflows, approval gates, and policy rules adapt to how your team operates day to day.
- Production observability covers usage metrics, error tracking, and quality sampling after launch.
- 02
Signal explainability
Top feature drivers and historical analogues for every alert.
- Engineered for your teams as part of Investment Strategy Analysis & Prediction Platform, with configuration and policy controls your operators can manage.
- APIs, webhooks, and standard connectors integrate this capability with CRM, ERP, and internal portals.
- Supports phased rollout—from pilot cohorts and shadow mode through full production traffic.
- 03
Advisor memo generator
Client-segmented briefs with citations to source data.
- Engineered for your teams as part of Investment Strategy Analysis & Prediction Platform, with configuration and policy controls your operators can manage.
- Role-based access, audit logs, and admin controls keep operators and compliance teams aligned.
- Designed for long-running operations with versioning, rollback, and change review built in.
- 04
Policy guardrails
Mandate checks, concentration limits, and approval workflows.
- Engineered for your teams as part of Investment Strategy Analysis & Prediction Platform, with configuration and policy controls your operators can manage.
- Templates and presets accelerate setup while still allowing fine-tuning for your domain.
- Exportable reports and dashboards help stakeholders track adoption, ROI, and model quality.
- 05
CRM & custodian sync
Positions and notes flow back to Salesforce and portfolio systems.
- Engineered for your teams as part of Investment Strategy Analysis & Prediction Platform, with configuration and policy controls your operators can manage.
- Human-in-the-loop checkpoints ensure sensitive decisions stay under expert review when needed.
- Extensible architecture lets you add data sources, channels, and automations as programs mature.
Platforms
- Web App
- iOS
- Android
- API
- Cloud SaaS
Tech stack
- Python
- Snowflake
- React
- Airflow
- MLflow
- Bloomberg/API hooks
AI technologies
- Time-series forecasting
- NLP on filings & news
- Scenario simulation
- Explainable tabular models
- Anomaly detection on flows