Research library · updated daily

Where AI can actually earn its keep in a trade business.

We rank opportunities by frequency, recoverable value, implementation friction and consequence of error. The winning products reduce office drag without pretending software can replace licensed judgement.

Priority shortlist

The five strongest starting points.

These are broad-market hypotheses for 1–30 person operators. Pilot interviews and measured usage will decide what becomes a full SaaS product.

Enquiry-to-job brief

Turn a call, web form, SMS or email into a structured brief with contact, site, urgency, trade-specific questions and missing-information prompts.

High frequencyRevenue recoveryLow commitment risk

Quote follow-up radar

Track every issued quote, recommend the next follow-up and capture why work was won, lost or delayed.

Revenue conversionFast MVPHuman sends

Field evidence pack

Organise approved photos, voice notes, materials, defects and customer sign-off into a searchable job record.

Dispute defenceHandover qualityPrivacy controls

Variation capture

Convert an on-site change into a drafted scope, evidence bundle and approval request before extra work disappears into the job.

Margin protectionApproval requiredHigh value

Invoice and debt workflow

Create the invoice trigger when work is complete, monitor payment state and prepare relationship-aware reminders and escalations.

CashflowAccounting integrationHuman escalation
Australian evidence

Why the operating pressure is worth solving.

Labour capacity

329,500 job vacancies nationally

ABS reported 329,500 seasonally adjusted vacancies in May 2026, including 293,800 in the private sector. Software cannot create skilled workers, but it can reduce avoidable office handling around scarce capacity.

ABS Job Vacancies, Australia · 25 June 2026

Cashflow

Payment timing is a survival issue

ASBFEO states that cashflow is vital to the survival of small and family businesses. Completion-to-invoice and controlled follow-up therefore remain direct commercial targets.

ASBFEO Payment Times Reporting Scheme

Safety and records

Automate evidence—not judgement

Safe Work Australia describes construction as particularly dangerous, while ATO guidance requires accurate and complete business records. The product opportunity is lower-friction capture with clear human accountability.

Three-lane market atlas

193 observations across 192 first-party domains.

Explore 564 logged first-party pages, lane-specific capacity and control pressures, direct counterexamples and the shared controlled-exception mechanism. One domain carries material observations in two lanes and is deduplicated in the cross-lane reach. These are sample counts—not market percentages.

Use-case register

Initial opportunity map.

Use caseBusiness outcomeAutomation shapeControl boundaryProduct lane
Missed-call recoveryMore qualified callbacksCapture details and ask approved questionsNo price or attendance promiseJobBrief
Lead qualificationLess time on poor-fit workService area, trade, urgency and customer-type checksHuman handles exceptionsJobBrief
Quote scope draftingFaster quote preparationStructure approved notes and inclusionsLicensed person approves scope and priceQuoteCraft
Quote follow-upHigher win rateTimed reminders and reply classificationHuman approves customer messageQuotePulse
Win/loss learningBetter pricing and targetingClassify decision reasonsAggregate, do not overfit sparse dataQuotePulse
Schedule readinessFewer failed visitsCheck access, parts, permits and customer confirmationDispatcher owns scheduleCrewReady
Travel clusteringLess windshield timeSuggest geographic groupingHuman balances urgency and skillCrewReady
Technician briefingBetter first-time preparationSummarise job history, site notes and required evidenceSource-linked summarySiteProof
Voice-note job summaryRecords completed before memory fadesTranscribe and structure field notesTechnician confirms recordSiteProof
Photo evidence sortingSearchable before/during/after proofGroup and label imagesConsent, retention and manual reviewSiteProof
Variation workflowProtect marginDraft scope and customer approval requestNo work/price commitment without approvalVariationGuard
Handover packCleaner close-out and fewer callbacksAssemble approved documents and mediaRequired certificates remain authoritativeSiteProof
Invoice triggerInvoice soonerDetect completion and prepare invoice dataAccounting record and human approvalCashChaser
Overdue remindersShorter debtor daysStage reminders by age and contextPause on dispute or vulnerabilityCashChaser
Maintenance remindersRecurring revenueService-due campaigns from installed asset historyOpt-out and accurate asset dataServiceLoop
Parts and materials readinessFewer return visitsSuggest checklist from job type/historyTechnician validates compatibilityCrewReady
Procedure searchFaster answers for crewsSearch approved internal knowledgeCitations; never substitute for regulationsTradeDesk
Daily owner briefSee exceptions before they become firesSummarise unquoted, unscheduled, incomplete and unpaid workRead-only firstTradeDesk
Evidence and design constraints

Official sources we are grounding against.

The research ledger will gain quantitative findings and interview evidence as they are verified. These sources establish the labour, safety, record-keeping and cyber boundaries.

Research participation

Run a trade business? Challenge the list.

Tell us which job lifecycle step leaks the most time or money. We will use interviews to reorder the roadmap rather than building from software-industry assumptions.

Join a research interview →