The Lininger GroupIntelligence
Original IP. Filed, authored, and field-tested.
We invest our own capital and judgment in intellectual property: patents, frameworks, white papers, and draft model legislation for the AI economy.
Intellectual Property
Filed and proprietary work.
Agentic AI Cybersecurity Framework
U.S. Provisional Application No. 64/094,790 (2026). An agentic-AI cybersecurity framework that rotates enterprise codebases into novel, system-unique languages an intruder cannot read, infect, or hijack, even after perimeter breach. Designed for financial, defense, cloud, and critical-infrastructure operators in the AI and quantum-computing threat era. Details available under NDA.
The AI$ Gauge™
A persistent cost instrument for paid AI interfaces: real-time dollar cost, budget consumed, time elapsed, and kilowatt-hours. Unmanaged consumption models buy a one-time productivity lift at the price of a compounding variable expense; the gauge makes that cost visible before it forces reactive cuts. Published as a white paper with draft model legislation and briefed to state policymakers.
Choreographed Intelligence™
A Lean process architecture for agentic AI. Advanced reasoning models are reserved for front-end ingestion and complex exception handling, while linear business logic routes through straight-line automation at near-zero marginal cost. The result is agentic capability tied to customer retention, error-delta reduction, and margin expansion rather than runaway compute spend.
Applied Research: The Venture Lab
Choreographed Intelligence™ is proven in live operations before it reaches an engagement. Inside the firm's own ventures and select small-market deployments, we build and stress-test agentic systems end to end: automated quoting and inquiry response, review operations, content and campaign generation from a company's existing web presence, and website rebuilds engineered for AI-era discoverability (AIO/LLMO) alongside classic SEO. What survives the lab informs the method.
Case Studies
Field notes from the operating record.
Selected engagements and mandates led by the Managing Partner. Detailed references available to qualified parties.
Rescuing a $3B Global Integration
Inherited year two of a troubled 33-site, 16-country acquisition with eroding margins. Cut fifty competing metrics to two, restored channel-partner trust, reduced global lead times 24%, and beat the two-year pro forma with $18M in direct savings.
A Commercial Analytics Engine from Zero
Built a pre-IPO Commercial Analytics center of excellence across an $87B portfolio and 30+ sales teams. A proprietary ROI framework pinpointed and scaled the highest-return sales actions, producing $600M in organic growth over six years, a $99M-per-year engine.
Rebuilding an AI Capability at P&L Scale
Rebuilt a collapsed data-science function into an enterprise AI roadmap spanning four global business units and $8B in revenue. Uncovered a $100M untapped pipeline, closed $15M within 30 days, launched 20+ AI products, and averted $52M in risk.
Request a paper or a reference.
White papers and detailed case references are provided to qualified sponsors, boards, and executives on request.
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