Use cases

One runtime. Every question your data can answer.

Contextually isn't a tool for one workflow — it's the governed compute lane your agents use for any goal that spans your data. Ten places teams point it first:

growth

Customer outbound messaging

Compose audiences across CRM, product, and billing — with PII masked in-runtime and consent provably enforced.

explore → retention · ml

Churn prediction

Train and score in the runtime from usage, billing, and support signals. Get reasons, not just scores.

explore → finance · analytics

Revenue analytics

One revenue number reconciled across billing, CRM, and product — with provenance attached.

explore → risk

Fraud & anomaly detection

Scan the seams between payments, support, and logs. Return a ranked shortlist, not ten thousand alerts.

explore → support · success

Customer 360

Assemble the full customer picture from four systems, on demand, scoped to the question.

explore → regulated

Compliance reporting

Reports that carry their own lineage: code hash, sources, rows, policies. Replayable for your auditor.

explore → marketing

Marketing attribution

Join spend to sessions to closed revenue and compute attribution your way — per question.

explore → operations

Demand forecasting

Fit forecasts in the runtime from ERP, warehouse, and history. Return reorder points, not a research paper.

explore → finance ops

Financial reconciliation

Match bank, billing, and ERP case by case. Return only the exceptions that need a human.

explore → platform

Data quality monitoring

Cross-store drift checks written per table. Findings in plain language, not another dashboard.

explore →