When analysis is used to change how a business treats customers, allocates budget, prices a product, or assesses risk, a confident-but-wrong answer is not a small problem. The cost of being wrong once — in credit policy, in a collections strategy, in a pricing decision — can significantly outweigh the cost of getting the analysis right.
Carys is built around the controls that let teams act on results and defend them. Transparency is not an optional audit feature added after the fact — it is built into every step of how analysis runs.
Secure by Design
Data access is governed end-to-end: encrypted in transit, encrypted at rest, and isolated during execution. No prompt history or question trail is retained on your business data. There is a clear separation between client data and model behaviour — the models do not learn from your queries.
Multi-LLM Validation
Carys does not rely on a single AI model. A dedicated review agent independently evaluates each analytical step, verifies calculations, and flags discrepancies before they reach a finalised output. This mirrors the rigour of a human data team — a separate reviewer checking the checker's work.
Consistent Method
Analysis runs through a structured, repeatable process. Definitions — how churn is calculated, how revenue is attributed, what counts as active — are locked before analysis begins and remain identical across every section of every report. No contradictions, no drift between pages.
Full Transparency
Teams can inspect the generated analytical code, review the method and assumptions, and trace each number back to its source. The audit Journal shows exactly how every conclusion was reached — so outputs are explainable, reproducible, and defensible if challenged by stakeholders, internal audit, or regulators.
Controlled Live Access
For external data sources, Carys uses read-only query controls with safeguards including row limits and timeouts. Credentials are handled through secure, governed credential workflows — not pasted into a chat interface or stored in a shared document.
Action-Ready Outputs
Trust only matters if the output can be acted on. Carys delivers a structured Decision Pack: a target list, recommended actions, decision thresholds, a quantified impact estimate, and a measurement plan that defines what success looks like and how it will be tracked — not just a narrative that still needs translation.