INITIALIZING_INTERFACE...
Every AI interaction linked to a matter. Every pricing decision backed by evidence. A live intelligence layer that turns AI activity data into defensible pricing and measurable margin improvement: one matter at a time.
85%+
of firms lack per-matter AI visibility
£Millions
average uncaptured margin per firm
3x+
better realisation with pricing evidence
50h+
average AI attribution per matter
Fee suggestions drawn from comparable closed matters. Multiplier insights on margin, realisation, and blended rate: all adjusted for AI efficiency deltas.
Hours and fees per task with benchmark comparisons. Median hours, p25/p75 distributions, and fee earner grade analysis: all linked to attributed AI work units.
Per-tool profitability and break-even rate analysis. License cost versus effective matter rate, with total AI session time and hours saved attributed to each vendor.
Hybrid scoring combining structural and semantic similarity. Auto-suggested comparables from your firm corpus with fee range distributions and side-by-side comparisons.
See exactly how much value AI creates per matter. Track whether efficiency gains flow to margin improvement or are absorbed by scope creep and client discounting.
A searchable, filterable view of AI activity and pricing health across every active matter. Filter by practice area, billing model, health status, or AI tool used.
No black boxes. Every pricing suggestion traces back through comparable data, AI attribution, and margin projections: ready for client presentation.
Matter selected
MAT-50921 Blackstone M&A - matched against 12 comparable matters
Comparable scoring
Structural similarity: 91% · Semantic match: 87% · Confidence: high
Fee analysis
Median £84,200 · p25 £72,100 · p75 £96,300 · Your matter: in-range
AI credit applied
34 AI work units attributed · £3,200 efficiency credit · -3.8% adjustment
Risk adjustment
Scope uncertainty flag: multi-jurisdiction · +2.1% uplift applied
Output generated
Fee recommendation: £81,800 fixed · Projected margin: 85% · Evidence: export-ready
Connect your practice management data and see every matter's AI footprint, pricing health, and value shift: all in one place.