INITIALIZING_INTERFACE...
Product
See what AI actually changed on the matter.
Connect available AI activity, work, time and billing evidence to review delivery effort, staffing and cost. Inform AI investment and pricing, with assumptions and gaps visible.
Matter economics intelligence · review · understand · inform
Selected sources under development and validation, coverage varies
Microsoft 365/
Harvey/
Clio Manage/
Elite 3E/CSV upload/
REST API/
Microsoft 365/Harvey/Clio Manage/Elite 3E/CSV upload/
REST API/
The challenge
Firms are working from disconnected AI evidence
As AI changes how legal work gets done, firms need a clear record of what changed, what the data supports, and what still needs validation.
01
AI activity is disconnected from matters
Firms deploy AI tools across hundreds of matters but lack a reliable way to connect activity to the work performed, the client matter, and the available economic context.
02
Investment decisions need matter context
Adoption counts alone do not explain how work is delivered. Innovation teams need to relate AI activity to effort, staffing and economic context when assessing further investment.
03
Confidence is hard to see
When AI-driven efficiency is questioned, firms need to show what the data supports, what remains inferred, and which gaps require human validation.
How it works
Three moves, one review.
01
See
A matter-by-matter view of delivery, tool contribution, and how recorded time and billing line up.
02
Understand
Distinguish recorded activity, estimates and human-reviewed attribution. Review confidence, assumptions and evidence gaps.
03
Act
Use reviewed evidence to inform delivery, staffing, cost, AI investment and pricing decisions.
A defensible chain of evidence
Check the basis for each conclusion.
01
Observed
What the firm systems directly recorded.
02
Inferred
What the evidence suggests, with uncertainty visible.
03
Validated
What a human has checked and can defend.
Matter economics intelligence, three ways in
The same record, three ways in.
01
Firm Insights
A firm-level view of evidence coverage, attribution, and confidence for matters represented in connected data.
Explore02
Matter Intelligence
Per-matter AI activity, effort and economic context to inform delivery, staffing and pricing decisions.
Explore03
Pricing Engine
A traceable pricing reference, grounded in comparable matter evidence and attributed AI signals.
ExploreUse cases
One connected matter record, four decisions.
Use case 01 / 04matter view
Review matter delivery
Explore available AI activity alongside work, time and billing. Compare effort and staffing patterns, with attribution limits visible.
ExploreUse case 02 / 04innovation
Inform AI investment
Bring evidence of activity and matter context to adoption, training and investment reviews. Usage alone does not establish return.
ExploreUse case 03 / 04firm view
Assess staffing and cost
Review work mix and recorded effort alongside available cost assumptions. Compare patterns without assuming AI caused a difference.
ExploreUse case 04 / 04pre-proposal
Price the next matter
Explore a fee reference from comparable matters, with AI-linked work and pricing assumptions qualified before use.
ExploreDiscuss a working session
Explore the evidence behind your next decision.
Matter economics reviewDelivery and staffingAI investmentPricing support
Start by scoping your sources and questions. A sample walkthrough can help assess what a review might show; customer-data access requires a separately agreed scope.