Everything your revenue team needs.
In one place.

Most forecasting tools give you a number. LTprophecy gives you a number, a confidence interval, a feature importance breakdown, and the ability to challenge every assumption. Our ensemble stacks XGBoost, LightGBM, and BayesianRidge — tuned automatically with Optuna. Every model is backtested on your actual historical data before it goes anywhere near a board meeting.

• Ensemble: XGBoost + LightGBM + BayesianRidge
• Optuna hyperparameter optimisation
• Monthly rolling forecasts with 95% CI
• Backtesting on holdout periods
• MAPE, R², RMSE, MAE tracking
• Model drift monitoring and alerting
• Conformal prediction for calibrated uncertainty
• Scheduled forecasts via cron

You don't have time to read 40 news articles a week about your market. Our agents do. They crawl financial filings, competitor press releases, macro indicators, and industry signals. Then they synthesise it into actionable intelligence — and automatically propose adjustments to your knowledge graph. You review and approve. The model learns.

• LangGraph + CrewAI multi-agent framework
• Configurable research depth and focus areas
• Autonomous factor extraction from documents
• Hypothesis-driven research sessions
• Web crawling and document ingestion
• Findings approval workflow (HITL)
• Research exports and shareable reports
• Context-aware scenario generation

Revenue doesn't drop because of one thing. It drops because of a chain of things. LTprophecy's causal knowledge graph lets you model the relationships between business factors — NPS, CAC, churn, macro indicators, competitive moves — and run Bayesian simulations to understand which levers actually matter. Before your next hire, partnership, or price change, model it first.

• Graph-based causal modelling
• Internal, macro, external, and stressor factors
• Scenario construction and comparison
• Bayesian simulation engine
• What-if simulator with lever controls
• Factor impact attribution
• Neo4j-backed graph storage
• Visual DAG pipeline editor

LTprophecy is built for B2B from the ground up. Every organisation runs in complete data isolation via Postgres RLS. Clerk handles authentication with SSO and MFA. API keys are SHA-256 hashed and never stored in plaintext. Activity logs capture every action. If your security team has questions, we have answers — and docs.

• Clerk auth with MFA and SSO
• Postgres row-level security per org
• SHA-256 hashed API keys
• AES-256 encryption at rest
• Activity logs for every action
• Webhook endpoints for integrations
• GDPR-conscious data handling
• Data residency controls