Why it matters
Without AI, misentered or missing absentee bids, incorrect commissions, or ties can slip through, leading to withdrawn sales, disputed hammer prices, or AML and regulatory breaches due diligence gaps.
From design to safety
Design
Define bid integrity objectives
Establish data schemas for absentee, commission, reserve inputs; map decision points to audit requirements; design risk thresholds for execution corrections and alerts; align with staff roles and escalation paths.
- absentee bids
- commission bid book
- bid ties
- live bidding interface
Build
Ingest and normalize bid data
Ingest bidder IDs, timestamps, hammer prices, reserve signals, tie-break records, and phone-bank notes; normalize to unified formats for reliable comparisons and checks across channels.
- absentee bids
- commission bid book
- bid ties
- live bidding interface
Operation
Real-time bid consistency monitoring
Monitor live bids, identify mismatches, reserve flag breaches, and detect ties; trigger automated cross-checks, automated confirmations, and corrective notes in live and online portals.
- absentee bids
- commission bid book
- bid ties
- executions
Maintenance
Maintain data quality and proofs
Schedule data quality checks, reconcile post-sale results against audit trails, correct erroneous records, and archive completed transactions for compliance; perform semi-annual integrity audits.
- absentee bids
- audit trails
- executions
- live bidding interface
Safety
Regulatory and safety governance
Ensure AML due diligence, provenance checks, and export controls are reflected in the bid logs; staff approvals are logged, time-stamped, and auditable; export licence tracking maintained.
- audit trails
- reserve checks
- executions
- live bidding interface
Part by part
- 1
absentee bids
- Watch for
- Watch for mismatched bidder IDs, late entries, or missing timestamps during live and online bidding.
- AI action
- Flag discrepancies, trigger cross-check against commission bid book, and notify rostrum supervisor.
- 2
commission bid book
- Watch for
- Watch for duplicate entries, scope creep, or incorrect bid increments in commission lines.
- AI action
- Flag potential duplicates, prompt for confirmation, and log for audit.
- 3
bid ties
- Watch for
- Watch for simultaneous identical top bids across channels and ambiguous tie-breaks.
- AI action
- Apply tie-break rules, record decision, and update live display and pads.
- 4
reserves
- Watch for
- Watch for reserve breaches or misapplied reserve flags in real time.
- AI action
- Validate reserve status, notify auctioneer, and annotate potential impact on hammer outcome.
- 5
executions
- Watch for
- Watch for incorrect or delayed hammer confirmations and post-sale cancellations.
- AI action
- Approve/correct execution entry, update settlement records, and trigger post-sale notes.
- 6
audit trails
- Watch for
- Watch for gaps in sequencing or missing approvals in event logs.
- AI action
- Seal block with immutable hash, generate comprehensive audit report for compliance.
Worked example
Detecting commission bid mis-entry before hammer
Illustrative scenario with sample data.
A regional saleroom detects potential mis-entry where an absentee bid nearly matches a live bid on a high-value item, triggering a chain of cross-checks and approvals before hammer.
Signal in
lot_id=4721; bidder_id=AB123; channel=absentee; bid_time=2026-11-06T14:32:10Z; amount=52000; reserve=52000; commission_bid=51500; top_live_bid=52000; tie_flag=false; staff_note=phone-bank-entry-locked; item_category=68; region=NW; date=2026-11-06
System out
Alert raised for possible mis-entry; correction workflow initiated; audit trail updated; staff notified; decision logged with supervisor signature; post-entry review scheduled.
Human sign-off: Head of Saleroom reviews alert, validates bids, approves correction, and signs off for post-sale settlement after consulting floor supervisor.
How to roll it out
Phase 1
Weeks 1 to 4
Baseline data model and rule sets for absentee, commission, reserve, and tie handling with versioned rules and escalation ladders.
Phase 2
Weeks 5 to 8
Live testing with simulated sales, refining alerts, creating standard operating procedures, and integrating with training modules for staff.
Phase 3
Weeks 9 to 12
Pilot across three salerooms, full audit trails, and formal compliance reporting, with quarterly governance reviews and KPI alignment.
Where people stay in charge
- Decisions on bid corrections and post-sale adjustments remain with the auctioneer or supervisory lead.
- All AML and export controls must be independently verified by compliance before final settlement.
- Staff must document all corrective actions with time-stamped notes and supervisor sign-off before settlement.
Questions owners and crews ask
What happens if a bid is entered twice by mistake and a tie occurs?
The system flags duplicate entries, applies tie-break rules, and requires a supervisor sign-off before any hammer decision is finalized.
Who signs off on corrective actions to a bid?
The auctioneer and, for higher-value items, the head of saleroom operations must sign the corrective action and update the audit trail.
Can we run this without changing our current processes?
Yes, the AI checks are designed to augment existing workflows, flag issues, and document decisions while staff retain control of final outcomes.
How does this protect against AML breaches?
The system logs bidder identities, timestamps, and decision approvals, enabling traceability and independent review for due diligence and regulatory audits.