Pre-Seed Discovery LLC

Lean by Design.
Impact by Choice.

FairInfer LLC is a boutique concept discovery partner. I bypass corporate bloat to deliver surgical AI solutions that actually matter.

One Person, Deep Integration.

FairInfer LLC doesn't send a sales team to win business and then hand clients off to a junior analyst. I operate as a tactical unit of one.

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Agile Execution

Zero bureaucracy, maximum velocity.

One Member Model

A single point of accountability. Partners work directly with the founder to ensure the strategy is never lost in translation.

Embedded Specialist

FairInfer LLC plugs into existing teams like a modular component, learning specific friction points from the inside out. Some engagements involve collaborators brought on as 1099 contractors, but the work is directed and delivered by one person.

100%

Focused on the "Why" before the "How". FairInfer LLC doesn't build technology for technology's sake. I solve business outcomes.

Built, not just advised

Selected Work

FairInfer LLC's consulting work is backed by hands-on development across local AI, voice systems, agent orchestration, AI engineering workflows, privacy-aware applications, and automation.

Founder-Led R&D

ClairaVoice

A private, local-first voice companion research project exploring practical assistance, memory, and voice interaction for older adults.

Local AI + voice systems arrow_outward AI Engineering Systems

ATHENA

A traceable AI-assisted delivery framework connecting requests, decisions, requirements, implementation, and shipped code.

Traceability + evaluation arrow_outward Agent Systems

CORTEGE

A multi-agent security companion prototype designed around household-specific scam, fraud, and security signals.

Agents + privacy-aware systems arrow_outward Voice + Applied AI

AI Interview Practice

A document-driven realtime voice application that creates personalized interview sessions from a resume and target job description.

Realtime voice + evaluation arrow_outward Voice + Multimodal AI

Ate the Mic

A real-time AI public-speaking coach that uses live audio and camera input to provide spoken feedback across four coaching modes.

Live coaching + multimodal feedback arrow_outward

Explore the technical portfolio arrow_forward

FairInfer LLC's North Star

The greatest unlock for organizations changing the world.

Small businesses and nonprofits are the drivers of positive global change. While corporate giants spend millions on AI, FairInfer LLC ensures these critical mission-driven leaders aren't left behind.

My mission is to democratize intelligence, making sophisticated automation the greatest unlock for those focused on making the world a better place.

Values FairInfer LLC Lives By

Foundational principles that guide every discovery session and technical deployment.

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Direct Partnership

No middle managers. No ticketing systems. Partners have a direct line to the person building the solution.

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Ethical Simplicity

Complexity is the enemy of adoption. I strip away the jargon to deliver tools that are transparent and easy for teams to master.

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Boutique Global Reach

I serve partners across continents with a universal focus on impact. Small-scale discovery has no borders.

Ready for a focused conversation?

FairInfer LLC isn't looking for every client. I'm looking for the right ones. Let's see if this agile model fits your needs.

Start Discovery Contact Me

Lean by Design.Impact by Choice.