Every answer is grounded in your governance framework - not a model's guess. Full lineage from question to source. Role-based access enforced at query time. Enterprise compliance, built in.
100% audit trail coverage Every query, answer, and policy decision logged
Query-time enforcement Policies applied at execution, not dashboard level
Zero hallucinated numbers Agents retrieve from certified semantic layer only
Full lineage on every answer Question → metric definition → source table
Quaeris enforces data policy at query time, certifies every metric, and writes an immutable record of every answer delivered.
Quaeris evaluates your organization's data-access policies at query time, not at load time. Every answer is scoped to what the requesting user is actually permitted to see, before a single row leaves the warehouse.
Access permissions resolve per role at query time, not at report build time. Finance sees margin detail; field reps see their own territory; executives see the aggregate. No manual filter maintenance, no risk of over-sharing.
Every KPI in Quaeris passes through a structured certification workflow before it can surface in a governed answer. Owners, reviewers, and expiry dates are attached to each metric, so stale definitions never reach a decision maker.
Quaeris writes an immutable, time-stamped record of every question asked, every permission checked, and every answer delivered. The audit log is tamper-evident, exportable to your SIEM, and queryable through the governance console.
Your data team defines the truth once - revenue, churn, activation rate. Agents query that semantic layer, not raw tables. Every answer traces back to a certified definition.
Define your metrics once in the semantic layer. Every agent query returns the same number - no regional conflicts, no dashboard wars.
Agents retrieve answers from your governed semantic layer, not from a language model's training data. If a question can't be answered from certified metrics, the agent says so.
Click any result to see: which metric definition was used, which table it queried, which business rule applied. Full traceability in one step.
Role-based access and data lineage controls are applied at query execution time - enforced by the agent, not bolted onto dashboards. Users see exactly what they're permitted. Nothing more.
Your governance team defines which roles can see which metrics. Finance can see P&L; product can see engagement KPIs. These policies map to your existing warehouse role hierarchy. No manual dashboard filter logic - enforcement is native.
Learn about role-based accessRole → Metric Access Map
When a user asks a question, the agent checks role-based policies before generating an answer. If the user's role doesn't permit access to a metric, the agent declines - it doesn't hide the number in fine print or filter the dashboard. Access is enforced at the architecture level.
Explore governance architectureEvery question, every answer, every policy decision is logged and queryable. Who asked what? When? Was access granted or denied? Why did a metric return that value? Answers in seconds.
Governance-first architecture means Quaeris is purpose-built for regulated verticals: finance (SOX compliance), insurance (model risk management), healthcare (HIPAA audit trails), and more.
Certified metrics audit trail satisfies SOX 404 requirements for IT change management and access controls. Every answer is traceable to source and policy-enforced. Lineage one click away for auditors.
Insurance regulations require transparent model decisions and full audit trails. Quaeris agents are not black-box LLMs - they execute governed queries with full lineage. SR 11-7 ready by architecture.
Role-based access enforced at query time - not dashboard-level - ensures PHI access is granular and auditable. Who saw what PHI? When? Why? Always logged. HIPAA controls are on our roadmap.
Data never moves. Agents run queries in your warehouse. Tenants in regulated regions (EU, Canada, Australia) can deploy with zero cross-border data movement. Tenant-scoped governance policies.
Most BI tools add governance as an afterthought. Quaeris is governance-first by architecture.
A leading financial institution
Deployed Quaeris semantic layer with certified revenue and margin definitions. Role-based access policies mapped to existing GL hierarchy. Full query audit trail enabled from day one. SOX audit team had complete traceability for the first time.
Read the full case studyEvery query, every answer, every policy decision logged
From warehouse connection to certified query with full lineage
Deployed customers, zero untraced queries
Compliance team can audit any metric or user activity in minutes
Book a demo. We'll connect your warehouse, show you a governed query with full lineage, and walk through your governance policy options. No slides. Real answers.
