Finance Teams
Defensible numbers for board decks and filings.
$48.2M
Secure, Governed Analytics.Powered by Trusted Agents.
Ask questions, get trusted answers - on a secure platform your enterprise can rely on.
Audit-grade lineage Question to source in one click
Certified metrics only No hallucinated numbers in any report
Role-based access Controllers see actuals; managers see budget only
Role-gated data access Row- and field-level masking, enforced at query time
Connects to any data source - warehouses, databases & spreadsheets
SnowflakePostgreSQLBigQueryMongoDBDatabricksMySQLAmazon RedshiftRedisSQL ServerGoogle SheetsOracleElasticsearchExcelMariaDBGoogle CloudApache SparkAirtableAzureSQLiteTableauSnowflakePostgreSQLBigQueryMongoDBDatabricksMySQLAmazon RedshiftRedisSQL ServerGoogle SheetsOracleElasticsearchExcelMariaDBGoogle CloudApache SparkAirtableAzureSQLiteTableauSnowflakePostgreSQLBigQueryMongoDBDatabricksMySQLAmazon RedshiftRedisSQL ServerGoogle SheetsOracleElasticsearchExcelMariaDBGoogle CloudApache SparkAirtableAzureSQLiteTableau
AI-first
AI isn’t a feature here. It’s how every answer is made.
Intelligence runs through every layer of Quaeris - from understanding your question to citing the metric behind the answer. Agents don’t just fetch data; they reason over your governed semantic layer to deliver answers your whole team can trust.
Natural-Language Queries
Ask in plain English. Agents translate your question into governed queries against the semantic layer - no SQL, no waiting on the data team.
Smart Semantic and Context Layer
Unlike traditional BI tools requiring months of modeling, Quaeris automatically learns your business definitions and data relationships as you interact.
Trusted responsible Agents
A conversational analyst that turns questions into answers, charts, and next steps across your entire warehouse.
Data+Documents+Collaborations
Every answer maps to certified metrics and definitions, so the number you see is the number everyone else sees.
Predictive & Proactive Insights
Agents forecast, flag anomalies, and diagnose root causes - sending proactive alerts to your inbox or Slack before issues impact your business.
Source Citations & Lineage
Each result cites the tables, metrics, and logic behind it. Trace any number back to its source in one click.
Explore the Quaeris platform
Upload any document, contract, financial statement, or compliance file and ask questions directly from it. Every answer is sourced, cited, and ready to share.
Talk to Us
Governed analytics,
tuned to how you're regulated.
Data Teams
Certify once, stop re-answering the same question.
net_revenue
Compliance
Every answer pre-audited, access enforced at query time.
100% Logged
Warehouse-Native & Secure
Your data never leaves your warehouse.We bring the agents to it.
Quaeris queries Snowflake, BigQuery, Databricks, Redshift, and Synapse in place. No copy. No egress. Role-gated at query time. Every question logged.
Architecturepush-down execution
Audit Trail
- 09:14:03 UTCJohn asked a question"What was Q3 net revenue for APAC?"user: john@co · role: Analyst
- 09:14:03 UTCRole verified · Scope: APACFinance data access confirmed. Row-level filter applied.Scope: APAC
- 09:14:04 UTCMatched certified metricnet_revenue v3 · Owner: FP&A · Certified 2026-04-12Certified v3
- 09:14:05 UTCQueried FINANCE_DW in placeFINANCE_DW.fct_revenue · Snowflake push-down0 rows copied · 0 egress
- 09:14:06 UTC$48.2M returned · +6.1% QoQAnswer delivered to John. Audit record written.Audit #A-10293
- 09:17:44 UTCMarketing user asked a question"What was Q3 net revenue for APAC?"user: mktg-user@co · role: Marketing
- 09:17:44 UTCRole check: MarketingScope evaluated: Finance datasets not in role grants.No Finance Scope
- 09:17:44 UTCAccess denied at query timeQuery blocked before warehouse execution. No data touched.Audit #A-10294
SOC 2 in progress
GDPR supported
HIPAA roadmap
Real outcomes. Real data teams.
Generic claims don't move data leaders. Here is what deploying Quaeris actually looks like after 90 days.
Kova Finance
Reduced ad-hoc analytics requests to the data team by 84% while expanding self-serve access to 600+ business users - without relaxing governance controls.
84%Fewer ad-hoc requests
600+Self-serve users
90Days to full rollout
Connected Quaeris to their Snowflake warehouse, migrated 120 certified metric definitions into the semantic layer, and opened the agent interface to all business teams - with row-level security enforced automatically.
Read the storyOrbit Analytics
Cut time-to-insight from an average of 3 days to under 20 minutes - eliminating the request backlog that had blocked four product launches.
20 minAvg. time-to-insight
3×Faster than tickets
0Hallucinated numbers
Deployed the Quaeris semantic layer across their product, revenue, and marketing metrics. Agents now answer product-usage and pipeline questions directly - with sources cited in every response.
Read the storyNorthwind Co.
Unified conflicting metric definitions across 6 regional teams - giving executives a single, consistent view of performance for the first time.
6Regional teams aligned
1Metric definition per KPI
11×ROI on analytics time
Audited 300+ metric variants across legacy BI tools, consolidated to 80 certified definitions in the Quaeris semantic layer, and retired four dashboards that had been the source of conflicting board reports.
Read the storyBuilt with the teams who own the numbers.
CFOs, data leaders, and analysts across finance, insurance, and retail - in their own words, with the outcomes they measured after deploying Quaeris.
Trusted by finance, data & compliance teams at regulated enterprises.
“The lineage view alone justified the rollout. Anyone can click an answer and trace it straight back to the source table - so we stopped re-litigating numbers in every meeting and started acting on them. That transparency is what governance actually looks like.”
Every answer traceable to source
Sofia ReyesVP, Analytics · Orbit Analytics41%self-serve BI adoption, up from 9% on the old stack
0hallucinated numbers - answers query governed metrics, not a model's memory
Orbit AnalyticsB2B SaaS · Snowflake“Every analytics AI we tried invented numbers when it didn't know the answer. Quaeris is architecturally different - it queries governed metrics, so it simply can't hallucinate. That's the part our board cared about.”
0 made-up numbers in any report
Devon WalshChief Data Officer · Lumio Retail100%answers traced to a certified, governed metric
0made-up numbers in any board report
Lumio RetailRetail · Snowflake“I was wary of giving executives direct query access. Role-based controls meant I didn't have to be - everyone sees only what their role permits, enforced at query time, not bolted on after.”
Access enforced at query time
Aanya TanHead of Data Platform · Vertex Health100%queries enforced against the user's role, at query time
0manual access reviews needed after rollout
Vertex HealthHealthcare · BigQuery“My analysts had become the pipeline - every question turned into a ticket. Now finance asks in plain English and gets a sourced answer in under a minute. The backlog just disappeared.”
3 days → under 1 minute
Marcus HaleDirector of FP&A · Kova Finance<1 minaverage time from question to a sourced answer
3 daysprior turnaround through the analyst queue - now gone
Kova FinanceFinance · Databricks“Quarterly regulatory submissions took three weeks of reconciliation. With certified metrics and automatic lineage on every answer, we're done in four days - and examiners stopped asking where the numbers came from.”
Submissions: 3 weeks → 4 days
Hannah BrooksController · Meridian Insurance4 daysto complete quarterly regulatory submissions
3 weeksprior reconciliation time - now cut to days
Meridian InsuranceInsurance · Redshift“We'd spent years and real budget on a modern stack almost nobody used. Quaeris pushed self-serve adoption past 40% in a quarter and cut our BI dev spend by 70% - without another hire.”
Adoption <10% → 40%+ · 70% lower BI cost
Chris JordanChief Analytics Officer · Cedar Group40%+self-serve adoption reached in a single quarter
70%lower BI development cost, without another hire
Cedar GroupB2B SaaS · Synapse
See Quaeris answer your own questions.
We connect to your warehouse, load your certified metrics, and show agents answering - with sources cited - against your own data. No copy, no migration.