Finance leaders deserve answersat the speed they make decisions.
Your ERP holds one piece. Your data warehouse holds another. Your contracts live somewhere else entirely. Getting an answer that spans all three means filing a ticket and waiting. QuaerisAI changes that.
The data is there.Getting to it is the problem.
Finance teams are sitting on the answers to every question the board will ask. The problem is accessing them without a data engineering sprint.
Three systems, no single answer
Your ERP holds transactions. Your warehouse holds history. Your contracts live in SharePoint. Getting a single answer that spans all three requires someone who can navigate all of them manually.
One analyst between you and the answer
Every ad hoc question joins a queue. Your best FP&A analyst spends their week pulling data instead of interpreting it. Every decision waits for one person.
Three versions of the same number
The CFO has one gross margin figure. The VP of Finance has another. The board deck has a third. Nobody is wrong — they are just pulling from different cuts of the same data at different points in time.
Ask once. Get everything.From every system at once.
QuaerisAI connects to your ERP, warehouse, and document store. One question returns a sourced answer that spans all of them.
Everything searchable together
ERP data, warehouse tables, and contract documents are all searchable through a single natural language interface. No switching systems, no manual joins.
Anyone can ask, not just analysts
Finance leaders, controllers, and FP&A managers ask questions directly, in plain English. The analyst bottleneck disappears.
One number everyone agrees on
Every answer is sourced. When two people get the same number from the same query against the same data, the version conflict disappears.
Analytics that deliver Quantifiable value
Transitioning to an AI-driven analytics model produces a clear, demonstrable return on investment across efficiency, risk reduction, and customer experience.
increase in BI adoption across the organization, up from 3–10% with traditional dashboards
reduction in BI consulting and in-house development costs
to deploy, with no rip and replace of existing infrastructure
SQL skills needed for any team member to get a governed answer
Questions your finance teamis already asking.
Spend
"Show me total committed spend vs. budget by department for Q4."
Revenue
"What is our revenue by product line this quarter compared to last year?"
Contracts
"Which contracts expiring in the next 90 days have a renewal value over $500K?"
Vendors
"Which vendors account for more than 15% of our total cost of goods sold?"
Headcount
"What is our total people cost by function this month versus plan?"
Margin
"Which business units are tracking below 80% gross margin this quarter?"
Your team has better things to dothan wait on data.
See how QuaerisAI connects your financial systems and answers your first question in the same call.
Walk into every board meetingknowing exactly why the numbers moved.
Variance reports show you the gap. They rarely tell you what caused it. QuaerisAI gives you the root cause, structured, sourced, and ready to present, before the meeting starts.
Product mix shift
Lower-margin SKUs rose to 18% of revenue, up from 11% in September
COGS increase
Raw material costs up $340K versus September. 2 supplier contracts repriced
Discount pressure
Average deal discount up 2.3pts in ENT segment. 4 deals closed above threshold
The numbers tell you something changed.They rarely tell you why.
Standard variance reporting stops at the gap. The story behind it takes your team days to piece together manually.
Three days to diagnose
Tracing a variance back to its root cause across ERP, CRM, and procurement data is a multi-day exercise. By the time the answer arrives, the board meeting has already happened.
Numbers without a story
Your CFO walks into the board meeting knowing margin dropped. They are not confident about why. The explanation gets built in the room, which is not where you want to be building it.
Always explaining, never preventing
Variance analysis happens after period close. The damage is already done. Teams spend their time explaining what happened rather than catching what is about to.
Ask why. Get the full story.In under a minute.
QuaerisAI traces a variance back to every contributing factor across every system, and explains it in plain English, with source citations attached.
Root cause across every system
QuaerisAI searches ERP, CRM, procurement, and contract data at the same time. What used to take three days of manual cross-referencing takes under a minute.
A story, not just a number
Every answer is a structured breakdown. Each driver is quantified, sourced, and explained in plain English. Board-ready without reformatting.
Catch it before it lands
Agents monitor key metrics continuously. When a variance starts emerging mid-period, your team gets an alert, not an end-of-quarter surprise.
Quantifiable Analytics for Variance
Transitioning to an AI-driven variance analysis model delivers a clear and compelling return on investment across efficiency, risk, and customer outcomes.
to trace root cause across every connected system
answer traceability back to source data on every query
searched simultaneously in a single natural language query
analyst tickets needed for routine variance questions
The questions your CFO asksthe morning before a board meeting.
Margin
"Why did gross margin drop 4pts this quarter versus plan?"
Opex
"Which cost centres are more than 10% over budget this month and what is driving it?"
Revenue
"Why is ENT revenue 8% below plan? Which deals slipped and when?"
COGS
"Which vendors contributed most to our COGS increase in Q3?"
Headcount
"What is driving the $2M headcount overspend versus the annual plan?"
Budget vs Actuals
"Compare Q3 budget vs actuals by department and show me the top 3 variances."
Know why before your board asks.Every time.
See how QuaerisAI traces variance to root cause across your financial systems in under a minute.
Forecast risks your team can act on,not just explain after.
By the time a forecast problem surfaces at quarter-end, the window to act has already closed. QuaerisAI monitors your financials continuously and tells you what is coming before it becomes a problem.
Most CFOs are forecastingwith last quarter's assumptions.
Forecasting should tell you what is coming. For most teams it is still a backward-looking exercise built on spreadsheets that are already out of date.
Surprises at quarter-end
Cash flow issues surface when period close arrives. The window to course-correct has already passed. The CFO is left explaining a miss instead of preventing one.
Models that are already stale
Forecasting models get rebuilt manually each cycle. By the time a new version is ready and agreed, the inputs have already moved. The model is always one step behind.
Numbers you cannot explain
AI forecasting tools produce outputs your board will ask about. If you cannot explain the reasoning behind a number, you cannot present it with confidence. Black-box outputs create more problems than they solve.
Know what is coming.Before it arrives.
QuaerisAI monitors your financials continuously and tells you what the numbers are pointing to, in plain English, with the reasoning attached.
Alerts before the problem lands
Agents monitor cash flow, payables, and receivables continuously, without anyone running a report. When a threshold is breached or a risk emerges mid-period, the right person is alerted in time to act, not in the month-end close.
Forecasts you can stand behind
Every forecast comes with a plain-English explanation of what is driving it. Every figure is traceable to its source. You can present it to the board and answer the follow-up questions.
Ask what-if questions directly
"What is our cash position on Dec 31 if the Apex deal does not close?" No spreadsheet rebuild. QuaerisAI pulls from live pipeline and AR data and gives you the scenario answer immediately.
Quantifiable Forecasting Insights
Moving to an AI-driven forecasting model delivers a clear and compelling return on investment across efficiency, risk, and customer experience.
continuous agent monitoring of cash flow, payables, and receivables
from question to sourced forecast answer
spreadsheet rebuilds needed for scenario queries
forecast figures traceable to their source data
Forecasting questions that used to requirea full day and a spreadsheet rebuild.
Cash Flow
"What is our projected cash position at the end of Q4 based on current AR and payables?"
Scenario
"What is our cash position on Dec 31 if the Apex deal does not close this quarter?"
Revenue
"Based on current pipeline, are we on track to hit our Q4 revenue target?"
Runway
"At current burn rate, what is our cash runway and when does it become a concern?"
Risk
"Which receivables over 60 days are at risk of not being collected this quarter?"
Payables
"Show me all large payables due in the next 30 days with no matching approved AR."
Stop reacting to what already happened.
See how QuaerisAI monitors your cash flow and surfaces forecast risks before they become quarter-end surprises.
Audit season costs your finance teamthree weeks every quarter.
Audit prep should not take weeks. Every financial query in QuaerisAI is automatically sourced, logged, and traceable. When auditors need lineage, it is already attached to the answer.
Audit prep takes weeksbecause the data was never ready.
The audit process should be a formality. For most finance teams it is three weeks of scrambling to prove numbers that should have been traceable from day one.
Days to trace a single figure
Auditors ask where a number came from. Your team spends days cross-referencing ERP entries, spreadsheets, and emails to reconstruct the lineage that should have been captured automatically.
No record of who accessed what
When auditors ask for access logs, your team cannot produce them without a lengthy IT request. Data access was never structured for auditability.
Engineers distracted from real work
Every audit cycle pulls your data engineers off their roadmap to write ad hoc queries and generate audit-specific exports. It is expensive and entirely avoidable.
Audit-ready before the auditors arrive.Not because of them.
QuaerisAI attaches lineage to every answer automatically. Every access is logged. Every figure is traceable. Audit prep becomes a formality, not a fire drill.
Lineage attached to every answer
Every query result includes its source citation — which system, which table, which record. Auditors get the lineage without your team having to rebuild it.
Every access logged, automatically
All data access through QuaerisAI is logged by user, timestamp, and query. When auditors ask who looked at payroll data in Q3, you have the answer immediately.
Stays inside your network
For regulated industries, data sovereignty is not optional. QuaerisAI deploys on your infrastructure. Your financial data never leaves your network, ever.
Quantifiable Audit Value
Adopting an AI-driven internal audit model delivers a clear and compelling return on investment across efficiency, risk, and customer experience.
CLM investment replaced by QuaerisAI's document intelligence capability
query lineage automatically attached to every answer
manual audit trail assembly required
audit prep time reduced through governed, traceable answers
Audit questions your teamcan now answer before lunch.
Revenue
"Show me the revenue recognition entries for Q3 with source citations for each line."
Intercompany
"Show me all intercompany transfers in Q3 that lack a signed agreement."
Access
"Who accessed the payroll data set in the last 90 days and what did they query?"
Deferred Revenue
"Pull the deferred revenue schedule with source data for the external auditors."
Controls
"Which purchase orders over $50K were approved by a single approver in Q3?"
Journal Entries
"Show me all manual journal entries posted after period close in Q3 with approver details."
Audit season should not cost your team weeks.
See how QuaerisAI traces every financial figure back to its source and keeps your team audit-ready at all times.