For Executives

Answers in seconds. Numbers you can trust.

Stop waiting on data tickets. Quaeris delivers governed business metrics on demand-audited, sourced, and accurate. Ask questions in plain language. Get the answers you need before the next meeting.

  • Audit trail on every query
  • Role-based access enforced
  • Warehouse-native, zero data copy
Executive Intelligence Brief
"What drove the $2M revenue miss in EMEA?"
Revenue Variance Root Cause: EMEA Q3
Volume decline−$1.2M ▼
ASP flat vs. plan−$0.8M ▼
FX impact+$0.2M ▲
Sources verified: billing.revenue · contracts.segment · geo.region
100%Traceable
14 minTo insight
ZeroHallucinations
Query by CFO · 2026-06-14 09:22 UTC · role: CFO_EMEA
Core Capabilities

One answer. Every metric.
Board-ready from the first ask.

Quaeris gives executives a single, governed command center: certified KPIs, plain-language answers, and full audit lineage - no analyst queue, no spreadsheet reconciliation.

Ask in plain English. Get a certified number.

Type a question the way you would say it in a board meeting. Quaeris returns a governed, warehouse-native answer - not a guess, not a dashboard you have to decode.

  • Natural-language query against live warehouse data, no SQL required
  • Every figure is pinned to a certified metric definition, not a local formula
  • Answers surface in seconds, with the source table visible on demand
The Executive Data Problem

Metrics used to be a conversation. Now they're a process.

Three patterns break executive decision-making in governed enterprises.

Problem

Metric Definition Drift

Finance says revenue is $X; sales says $Y. Two teams, two numbers, one angry board.

Solution

Single Governed Definition

Every query uses the certified metric your data team owns. When definitions change, the audit trail shows who changed it and why. No more conflicting numbers.

Problem

Analytics Request Backlog

"I need Q3 performance by region." You email analytics. They add it to the queue. You get the answer Thursday, but you needed it Monday.

Solution

Instant Self-Service

Ask in plain language. Quaeris executes against your governed metrics in 14 minutes. No queue, no waiting, no "I'll get back to you."

Problem

Hidden Query Logic

You see a number in a dashboard but can't trace where it came from. Did someone change a filter? Is this old data? You don't know.

Solution

Full Lineage & Audit Trail

Click any metric. See the exact query, the data source, the business rules applied, and who asked the question. Traceability by design.

Why Executives Trust Quaeris

Three layers of oversight, zero hallucinations.

Governed agentic analytics means every answer is grounded in certified metrics, fully audited, and tied to the semantic layer your data team controls.

No Hallucinations

Quaeris agents query governed metrics, not language model memory. Every number is certified and traceable. If the answer can't be sourced, the agent says so.

0% hallucinated numbers - architecture guarantee

Complete Lineage

From question to source data. Executives click any metric and see the exact query, business rules applied, and who asked. Governance by design.

One click from answer to warehouse source

Enforced Access Control

Role-based permissions apply at query time, not as a dashboard filter. Each executive sees only the slice of data their role permits-automatically, consistently.

Enforced at query time, not filter time
How Executives Use Quaeris

Real questions, real answers, real outcomes.

Across finance, operations, and strategy-executives skip the queue and get governed answers in seconds.

CFO

Revenue Variance

"What drove the $2M revenue miss in EMEA last quarter?"

Volume down 8% + ASP flat vs. plan. Sourced from billing + contracts tables. Certified metric: revenue_emea v2.1.

Example - illustrative data for demonstration only. Click any tile to expand the answer.

How Quaeris Works for Executives

From question to trusted answer in 14 minutes.

No data team bottleneck. No waiting for the report. Ask a question in plain language. Quaeris returns a governed answer-sourced, audited, and ready to act on. Every answer shows its metrics, its lineage, and who asked. Compliance built in.

14-minute median time to first insight - from plain-language question to a certified, audited answer.

87% reduction in ad-hoc data requests - executives get answers without ticketing the data team.

3× faster time-to-insight - across governed enterprises, from question to decision.

Quaeris - Executive Query Panel
What is our Q3 revenue by region and segment?
EMEA Revenue$4.8M
AMER Revenue$9.2M
APAC Revenue$2.1M
Sources: billing.revenue · contracts.segment · geo.region
Query by CFO · 2026-06-14 14:47 UTC · role: CFO_GLOBAL · certified metric v3.1

Example - illustrative data for demonstration only

Proven Outcomes

The impact of governed answers at executive speed.

14 minMedian time to first insight

From question in plain language to a certified, audited answer.

87%Reduction in data-team ad-hoc requests

Executives answer their own questions without the ticket queue.

Faster time-to-insight

Across governed enterprises using Quaeris agentic analytics.

0%Hallucinated numbers

Every answer grounded in your certified semantic layer - by architecture.

Proven with Real Leaders

Executives cutting insight time by 3×.

From deployment to board-ready answers-here's what it looks like in the first 90 days.

Financial ServicesChief Financial Officer
"Our data team used to spend half their week fielding ad-hoc number requests from the executive floor. After six weeks with Quaeris, that disappeared. The CFO now gets answers before the stand-up ends."
84% reduction in ad-hoc data team tickets within 60 days
Median time to answer: under 20 minutes from question to audited result
300+ self-serve executive queries per month by month 3

Mid-market financial services firm - illustrative outcome, role-attributed

Read the story
Healthcare / InsuranceChief Data Officer
"We couldn't pass a compliance audit on our analytics layer. With Quaeris we know exactly where every number comes from - who asked, when, and against which metric version. That's what regulators want to see."
100% of board-reported metrics traceable to certified source tables
Compliance review prep time cut from 3 days to 4 hours
Zero hallucinated numbers across 18 months of production use

Regional health insurance group - illustrative outcome, role-attributed

Read the story
Technology / SaaSCEO + CFO Joint Deployment
"Finance and the board were working from different ARR figures. We settled it by showing both sides the certified metric lineage in Quaeris - same number, same source, no argument. That took one week to set up."
Semantic layer adopted across 5 executive functions within 3 weeks
ARR and churn definitions aligned between CEO, CFO, and board in under 10 days
Board deck reconciliation eliminated - single certified metric view for all stakeholders

Growth-stage B2B SaaS company - illustrative outcome, role-attributed

Read the story
Built for Governed Enterprises

Compliance, not an afterthought.

Quaeris is designed for regulated industries and governance-first organizations. Audit trails, role-based access, warehouse-native deployment, and BYOM as a compliance feature-not a sales pitch.

Complete Audit Trail

Every query and answer logged. Who asked the question, when, what metrics were used, and the exact business rules applied. Queryable, downloadable, SOX-ready; HIPAA controls on our roadmap.

Role-Based Access at Query Time

Permissions enforced when the agent executes, not as a dashboard filter. Users see exactly the slice of data their role permits. Role changes propagate instantly.

Warehouse-Native Deployment

Your data never leaves your environment. Quaeris queries your Snowflake, BigQuery, Databricks, or Redshift in place. Zero data residency risk.

BYOM: Your Compliance, Your Model

Connect OpenAI, Anthropic, Google, or Meta models. Your compliance team chooses the LLM vendor. Quaeris is not the model gatekeeper.

SOC 2 Type II audit in progress · GDPR supported · HIPAA controls on our roadmap

Enterprise security posture with audit-ready architecture. SOC 2 Type II audit currently in progress; GDPR supported today; HIPAA controls on our roadmap. Details available under NDA to enterprise prospects.

Common Questions

Clear answers, no fluff.

Still have questions? Book a 30-minute executive briefing with a Quaeris solutions architect. We'll walk through your governance model and show you a live answer against your own data.

No. Quaeris agents query your governed semantic layer-they don't generate numbers from training data. Every answer is grounded in certified metric definitions your data team controls and maintains. If an answer can't be sourced from the semantic layer, the agent explicitly says so rather than guessing. This is a fundamental architectural difference from generic AI chatbots.
Ready to stop waiting on data?

Start getting governed answers
in 14 minutes.

Book a personalized 30-minute executive briefing. We'll show you how Quaeris delivers trusted metrics on any device, audited end-to-end. No generic demo. We'll bring the conversation to your warehouse.