Set AI alert thresholds with review capacity in view
Compare missed problems, false alarms and review time before choosing an AI alert threshold. Includes a worked example with explicit capacity limits.
Read the articleInsights
Practical answers for choosing software, connecting the work and giving AI a useful job.
Build an AI test set around costly exceptions
Turn missing facts, conflicting requests and duplicate inputs into a small AI challenge set. Define expected actions and keep its limits explicit.
Read the articleTest AI extraction against documents with known answers
Build a reviewed document test set with explicit match rules and critical-field checks. Measure corrections before using AI extraction in business work.
Read the articleDefine an AI assistant’s approval limits before it acts
Write an AI action-authority matrix that names the target, permitted change and approver. Decide when approvals expire and how uncertain results are checked.
Read the articleTest what an Odoo AI tool can actually change
Define an Odoo AI tool action, then test its permissions, approvals, duplicates and interruptions. Inspect saved records before allowing broader actions.
Read the articleAI in a roofing business: Review a scope change before updating the job
Use AI to extract a roofing change request while keeping proposed scope, price, authorization and release separate. Includes a synthetic review record.
Read the articleAI in a landscape business: Turn field notes into reviewable office records
Extract completed work, unresolved items and requests from landscape field notes without turning a suggestion into approved work. Includes a synthetic example.
Read the articleAI call summaries for HVAC: Test what the dispatcher must not lose
Test an AI call summary against caller facts, uncertainty and missing dispatch information. Includes synthetic cases and a reviewer correction log.
Read the articleAn AI quality-control test must count missed defects
Evaluate AI quality checks with missed defects, false alarms and reference judgments. A worked table shows why one accuracy number can hide a problem.
Read the articleAn AI production proposal still has to fit the available work
Test AI production proposals against materials, capacity, sequence and permissions. Use a worked overload example and a plan for changed inputs.
Read the articleUse AI with less business data: Design the smallest useful input
Reduce business data sent to AI by selecting fields, replacing identifiers and testing what the task needs. Includes a payload worksheet and retention questions.
Read the articleThree AI workflow ideas, one team: Decide which pilot earns the time
Compare competing AI workflow ideas using evidence, review capacity and reversible actions. Includes an elimination sheet and an illustrative workload calculation.
Read the articlePut an idea to work.
Use a checklist or worksheet to find a place to start with your team.
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