Conveyancing AI needs a rework ledger before it scales
Summary
The article argues that conveyancing firms should assess AI tools using a 30-day rework ledger, not just vendor accuracy claims. It says the real measure of value is the total work created after an AI output is produced, including checking, correction, escalation and downstream repair.
Why it matters
For residential property surveyors involved in conveyancing-related workflows, the piece highlights a practical way to test whether AI genuinely improves efficiency without increasing hidden risk. It is also relevant to firms considering automation of document review, triage and data extraction, where professional judgment remains essential.
Key points
- Vendor accuracy testing is necessary but does not capture live workflow costs.
- Firms should track gross time saved, checking time, correction time, escalations and downstream rework over 30 days.
- Over-flags and under-flags create different risk profiles and should be measured separately.
- The government’s 2026 home-buying and selling reform roadmap supports AI use in document classification, triage and data extraction.
- A pilot should have a predefined stop rule based on net savings and rework burden.
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