What changes
A clearly scoped improvement
Repeatable transformations, validation rules, reconciliation evidence and source-linked reporting.
Data, Finance & Executive Reporting
Stop rebuilding the same report every week.
Connect recurring inputs to validation, exceptions and a source-linked management report. Make the figures traceable before making the slide deck prettier.
A number needs a traceable source.
SourceReport treatment
Matched identifierInclude in reviewed period
Conflicting recordHold for finance review
Missing approvalExclude until resolved
Illustrative validation states, not actual financial records.
Finance / Owners / Operations
The engagement
What changes. What you receive. How we check it.
What to measure
Compare before and after
Measure report preparation time, data freshness and unresolved reconciliation exceptions.
How we start
One owner, one workflow
Bring a representative example. Together we confirm scope, access, acceptance criteria and pricing before implementation.
ExploreInsurance agencies / Brokers / Finance teams
Protect earned revenue. Catch costly exceptions before they repeat.
A useful system should help your team collect what it has earned, prevent incorrect payouts, or stop revenue-related work from being lost between systems. Start with one workflow and measure the financial result against the cost of the improvement.
Prevent excess payouts
Stop incorrect producer payouts before money leaves.
A duplicate statement, outdated producer split or missed reversal can lead to an incorrect payment.
What changes: Connect approved commission rules and effective dates with statement and payout records. Show the amount and source that need review before payment.
You receive a source-linked exception list and a repeatable check for the next payout cycle.
How we check value: Measure confirmed overpayments prevented, correction hours reduced and ongoing operating cost.
Review my payout workflowCollect earned revenue
Turn unresolved commissions into an actionable collection list.
Different carrier formats and unclear policy references can leave earned commissions unresolved.
What changes: Separate payment timing, reversals and missing information from discrepancies requiring follow-up. AI can assist with document interpretation; approved rules govern calculations.
You receive a prioritised list with the policy, amount, evidence, owner and next action, plus reusable import checks.
How we check value: Measure confirmed unpaid amounts resolved, cash actually received and investigation hours reduced.
Review a carrier statement workflowProtect the acquired book
Keep acquired agency revenue connected to an owner.
An acquired insurance agency can have renewal records without an owner or commission balances that do not match the receiving system.
What changes: Compare source exports with the receiving workflow, checking policy references, renewal owners and commission balances.
You receive a handover exception report and a test to rerun after corrections.
How we check value: Measure missing balances restored, unassigned renewals resolved and repeated cleanup reduced. Count retained revenue only when supported by your records.
Review an agency data handoverYour team approves exceptions, accounting treatment and payments. We agree the sample, inputs, scope, fixed fee and acceptance criteria before work starts.
A concrete example of financial value
Illustration only: if your team confirms and stops a duplicate USD 2,000 producer payout before release, USD 2,000 of cash is preserved. Subtract implementation and running costs to evaluate the financial benefit. This is an example calculation, not a customer result or savings forecast.
A flagged amount becomes a financial benefit only after the error and the corrective action are confirmed.
Real estate teams / Brokers / Property managers
Keep property decisions and reporting connected to the source documents.
When a lease, quote or invoice changes, see which figures need attention before they reach a buyer, an owner or a payment run.
Keep deal numbers current
A revised deal document should not leave an old number in the memo.
What changes: Compare approved rent rolls, renovation quotes and financing terms with your existing model.
You receive a source-linked list of changed inputs and the report sections that need review.
How we start and check value: Start with two completed deals and one revision each. Measure corrections found and the paid effort needed to update the analysis.
Review my deal-document workflowCheck rent charges
Check approved lease terms against the billing schedule.
What changes: Compare agreed rent amounts, effective dates and concessions with billing records.
You receive a discrepancy list showing the source, amount and item requiring your team’s decision.
How we start and check value: Start with five leases or amendments. Your team confirms contract interpretation and any billing correction. Measure confirmed corrections and cash actually collected separately.
Review my lease-to-billing handoffAccount for property expenses
Trace a maintenance charge back to the approved work.
What changes: Connect a completed work order, vendor invoice and property accounting entry.
You receive possible duplicates, missing support and allocation questions for review.
How we start and check value: Start with one property, one closed month and up to 25 invoices. Measure confirmed overpayments avoided and review cost. We first check what your current AppFolio, Yardi or other system already covers.
Review my property-cost workflowAI can help read and organise documents; agreed rules govern comparisons. Your team confirms interpretations, corrections and payments. We agree inputs, access, scope, price and acceptance criteria before work starts. Describe the workflow first; no documents are needed for the initial enquiry.
A concrete example of financial value
Illustration: an approved monthly charge of USD 1,250 appears as USD 1,000 in the billing schedule. The USD 250 difference is a review item, not automatically revenue. If your team confirms the correction and collects it, measure the cash received against the cost of the improvement. This is an example calculation, not a customer result.
Current vs controlled / Reference workflow
The same work. A clearer route through it.
StageCurrent / frictionControlled / accountable
01Export
CurrentDownload separate snapshots
ControlledIngest a versioned source snapshot
02Clean
CurrentFix names and dates manually
ControlledApply repeatable transformations
03Merge
CurrentJoin records with uncertain identifiers
ControlledMatch stable identifiers and hold conflicts
04Validate
CurrentFind mismatches after distribution
ControlledRoute unreconciled rows to the owner
05Report
CurrentCopy values into another workbook
ControlledPublish figures with drill-back evidence
06Review
CurrentAsk which version is correct
ControlledApprove the reconciled report and its period
Finance approves adjustments, reconciliations, accounting treatment and the released report.
Source-linked reporting / Synthetic example
Inspect the record behind the status.
Fictional operating record
EXAMPLE-104 / Awaiting approval
Reported status: ready for billing. Validation: held because the approval reference is missing.
Trace the source
Inspect the example inputs
- Source record
- EXAMPLE-104 / revision 3
- Delivery status
- Complete / entered by operations
- Approval reference
- Missing / requires owner confirmation
- Report decision
- Hold from approved billing total
A summary never fills in the missing approval. The source owner resolves the exception.
Automation / AI / Your team
Give each kind of work the right owner.
Automation
Moves and checks
Move records, validate schemas, reconcile identifiers and refresh approved reports.
AI assistance
Interprets and prepares
Explain variances and prepare narratives using permitted source records; never invent a missing value.
Human accountability
Approves and decides
Finance approves adjustments, reconciliations, accounting treatment and the released report.
Modelled impact / Calculator
Put numbers on the administrative load.
Illustrative assumptions / editable
Recovered time is capacity, not reduced payroll. Implementation, software, training and ongoing review costs are excluded.
Use this scenario in my assessment ↗Formula and sensitivity
Annual hours = people × hours per week × working weeks. Labour equivalent = hours × loaded cost. Capacity = baseline × recovery share. Optional investment / capacity ratio = investment ÷ monthly capacity value; shown only for positive values.
Practical starting points
Start small enough to verify.
Bounded workflow
Recurring management report
Inspect export: Download separate snapshots. Agree the owner and acceptance evidence before changing the live process.
ExploreBounded workflow
Invoice exception review
Inspect clean: Fix names and dates manually. Agree the owner and acceptance evidence before changing the live process.
ExploreBounded workflow
Source reconciliation
Inspect merge: Join records with uncertain identifiers. Agree the owner and acceptance evidence before changing the live process.
ExploreLaunchSoloAI engineering evidence
Inspect the artifact and its boundary.
REFERENCE ARCHITECTURE
Multi-location configuration
A published configuration pattern demonstrates design intent. It is not a measured customer rollout.
Open the evidence record- 01Shared standard
Version the agreed operating rules
- 02Local configuration
Keep permitted location differences explicit
- 03Rollout decision
Review conflicts before expanding
Decision owner
Reference architecture. A configuration pattern is not evidence of a measured customer rollout.
Implementation / Evidence before expansion
A bounded engagement, with a decision at each stage.
- 01
Map
Confirm the workflow, owner and baseline.
- 02
Bound
Agree data, permissions, scope and unacceptable failures.
- 03
Build
Implement the smallest useful intervention.
- 04
Verify
Measure report preparation time, data freshness and unresolved reconciliation exceptions.
- 05
Hand over
Train the owner, document recovery and decide whether to expand.
What you receive
Repeatable transformations, validation rules, reconciliation evidence and source-linked reporting.
Reporting automation and invoice workflows, built around your records
Turn recurring exports into a repeatable management report, or connect completed work to the evidence needed for billing. Remote delivery for U.S. and Canadian teams starts with one report or invoice workflow, agreed inputs and a reviewable result.
What does executive reporting automation include?
A scoped implementation can collect approved exports, apply repeatable transformations, flag unmatched records and refresh a source-linked report. Your team confirms the reporting definitions and signs off the figures. We measure preparation time, data freshness and unresolved exceptions.
Can invoice automation catch missing or duplicate records?
We can check invoice references against approved work, supporting documents and accounting records, then route possible duplicates or missing evidence for review. A flag is not proof of an error, and the workflow does not approve payments or replace accounting judgement.
Can you work with our existing finance systems?
We review available exports, permissions and native features before proposing custom work. Where records need to move between tools, the CRM and workflow integration service provides the connection. Scope and fees are agreed after the sample review.
A practical next step
Bring one workflow. Find the next useful move.
Start with the process, the current tools and the person who owns the next decision. No system access needed.
Analyze my business