1
Inbound raw payload
A billing event enters with narrative, timekeeper, rate and duration.
MatterTX-77321RoleSenior associateRate$650/hrTime4.5 hours
Entry “Research and printing for client strategy.”
DRE · demonstrator
AI-Powered Legal Billing Compliance & Consensus Pipeline
From raw time entry to compliant, auditable billing entry.
Illustrative workflow · proposed decisions require authorized reviewScroll down to explore all six stages in order.2
Deterministic rules engine
Versioned rules produce repeatable findings before any AI review.
OCG-04
No printing charges
No printing charges
OCG-11
Vague “research” narrative
Vague “research” narrative
Evidence rule IDs + engine version retained
3
FLAGGED · REVIEW REQUIREDEvaluation result
Two explainable exceptions are packaged with the original entry.
Finding bundle
Forbidden task signal, vague language and adjustment candidate.
Status no irreversible action taken
4
Service bus broadcast
The normalized event is distributed to independent reviewers.
Validated event
+ evidence envelope
+ evidence envelope
Trace correlation ID follows every response
5
Multi-agent consensus
Specialized agents assess the same evidence; a referee reconciles their votes.
Agent ASchema validator
Agent BDomain expert
Agent CAnomaly detector
Consensus: separate printing from substantive research, clarify narrative, and propose a 4.0-hour compliant entry.
Referee action reconstruct / split · confidence and dissent retained
6
Outbound compliant payload
A review-ready entry and complete audit record leave the pipeline.
$2,925original amount
$2,600proposed amount
Time4.0 hoursRate$650/hrStateAwaiting approval
$325 identified adjustment · signed evidence chain
Raw eventRule matchFlag bundleBroadcastConsensusReview-ready output
Data & transportDeterministic findingAI consensusProposed output