Work output
Can we rely on this work?
Task permissions; model/vendor scorecard; citation and coverage test pack.
Your AI budget grew.
Did your margin?
More subscriptions. Faster drafts. Another pilot. If review, staffing, pricing, and collections haven’t changed, what did you actually buy?
Transform safely, profitably, and intentionally.
Time saved ≠
profit earned.
Usable capacity
Sell more
work.
work.
Redeploy
people.
people.
Leave it
idle.
idle.
AI safety & liability
Getting fat on
low-calorie cookies.
A lean, founder-led firm can use AI to take on more clients without building your cost base. If your rollout leaves how work is staffed, reviewed, and sold unchanged, you’re paying more to run the same business. We trace where AI improves margins and where it adds risk.
22%
of CEOs surveyed said AI increased costs.
PwC CEO Survey · January 2026 · 4,454 CEOs20%74%
The top 20% of companies captured 74% of reported AI-driven returns.
PwC AI Performance Study · 1,217 companies · May 2026Who is the
human liable?
AI misalignment and failed controls are already costing big firms.
Deloitte refunded part of its fee after AI-generated errors reached a government report.
- Have all necessary materials been covered in this draft?
- Is client information protected?
- Is AI use disclosed?
- Did local models handle sensitive PII or IP?
Choose the protection
your firm needs.
Four areas of review, with evidence and responsibility made explicit.
Client protection
Is client information protected and its use properly explained?
Data-flow and privacy gap map; handling rules; disclosure policy and engagement clauses.
People & agents
Are people and agents operating within clear boundaries?
Review and sign-off matrix; ethical-wall tests; adversarial test report.
AI governance
Can we govern AI consistently and prove our controls?
Ownership and policy pack; incident/review processes; client/insurer evidence pack.
Introducing
Neoeconomica
Our Neoeconomica consortium brings together small and effective legal/audit firms interested in partnerships. We measure baselines, share implementation risk, and tie compensation to achievable effort.
Time savings is not realized EBIT.
Only 37% report enterprise EBIT impact;
6% are high performers.1
Remonetization makes
1.5–2.5X layoffs and
3X future hires avoided.
100 hours released
30%More time on penumbra
Judgement, relationships
& private know-how
Judgement, relationships
& private know-how
25%Utilize excess capacity
Serve more existing demand
Serve more existing demand
20%BD & revenue capture
Client-facing roles
Client-facing roles
25%Redeploy & promote
Higher-margin teams or practices
Higher-margin teams or practices
Your judgement
is an asset.
Private tacit knowledge, client relationships & subjective judgement are your unreplicable edge.
$$ → $$$
Two ways
to begin.
30 days.
One workflow. One practice group.
Safety / AI audit
Control gaps, test evidence, and a prioritised remediation plan.
Economics / non-attest
Dashboard and partner working sessions.
Sovereignty
& metaprocurement.
Enterprise DMS, cloud office, and systems of record.
Before you commit.
Bring one workflow, the risks you need to control, and the return you need to see. In 30 minutes, we’ll scope the right first engagement.
Don't send confidential client material before we agree a channel and scope.