Piece 1
Data intake
Pull data from CRMs, job systems, accounting tools, spreadsheets, forms, inboxes, or custom tools.
Operations dashboards
Benri builds reporting and operations dashboards that pull leads, jobs, documents, invoices, tickets, and exceptions into a view built for decisions.
Free. 30 minutes. No payment until we agree on scope.
What this service should create
One clear view across scattered operational systems
Exception queues for stuck, late, large, or risky work
Reports built around decisions instead of vanity metrics
Alerts and owner views connected to the workflows they represent
Dashboard surface
Dashboards should not decorate data. They should show what is stuck, late, unowned, aging, or ready for action.
Signal
Jobs, leads, invoices, documents, tickets, or tasks feed one view.
Collected
Exception
The dashboard emphasizes aging, blockers, owners, and missed steps.
Surfaced
Action
Owners get the next decisions without opening five tabs.
Briefed
Starter build preview
The build can combine data from existing tools into a focused dashboard that shows what is open, late, blocked, escalated, or ready for review.
Workbench flow
Template-readyPull
Data comes from tools, exports, spreadsheets, or custom workflows
Shape
The dashboard organizes status, owner, age, risk, and next action
Act
Exceptions trigger reminders, alerts, review queues, or follow-up
Build pieces
Piece 1
Pull data from CRMs, job systems, accounting tools, spreadsheets, forms, inboxes, or custom tools.
Piece 2
Turn scattered records into statuses, owners, age, priority, risk, and next-action views.
Piece 3
Surface stuck work, overdue items, missing documents, large balances, and unresolved requests.
Piece 4
Send the right alerts, reminders, or tasks when a metric needs action instead of just observation.
The first build
A dashboard should answer the question that currently sends the team into multiple systems or a weekly export.
01
Lead, job, and dispatch owner views
02
Document and intake status dashboards
03
AR and invoice exception dashboards
04
Support queue and SLA views
05
Open work and aging work reports
06
Daily or weekly operations briefs
Your stack stays useful
Benri can build from existing tools, exports, spreadsheets, databases, and custom workflows depending on what is reliable enough to use.
Tools Benri connects to
Business systems
HubSpot
QuickBooks
ServiceTitan
Tools Benri can extend
Data sources
Airtable
Google Sheets
CSV exports
Tools Benri can replace with custom software
Outputs
Custom dashboards
Email briefs
Alerts
Service signals
88%
of McKinsey survey respondents said their organizations regularly use AI in at least one business function.
McKinsey State of AI 2025
23%
reported that their organizations are already scaling an agentic AI system somewhere in the enterprise.
McKinsey State of AI 2025
51%
of organizations using AI reported at least one negative consequence, which is why Benri keeps review paths explicit.
McKinsey State of AI 2025
Benri designs dashboards around decisions: what is stuck, what is late, who owns it, what changed, and what should happen next.
If the data is messy, the build should show confidence, freshness, and source context so the team does not trust a stale number blindly.
Keep going
Proof fit
Benri only shows proof here when the build actually relates to this service. Otherwise, the service page keeps a placeholder until a better demo or case study is ready.
Placeholder
This service needs a matching demo or case study before it should show proof. For now, this slot stays honest instead of borrowing an unrelated build.
Helpful guides
Questions
Yes, if the tools expose usable data through an API, export, database, or reliable reporting path.
No. Benri focuses on operational views that show exceptions, owners, status, and next actions.
Yes. Alerts, reminders, and exception queues are often what make the dashboard useful.
Then the first build may include cleanup rules, source notes, and confidence indicators before any automation depends on the data.
Start with the audit
Thirty minutes. We will map what is worth automating, what needs human review, and what should go first.
Free. 30 minutes. No payment until we agree on scope.