// AI-Driven Innovation Venture
MillerAI Innovations builds, licenses, and deploys proprietary AI-powered applications — from intelligent automation frameworks to enterprise-grade language model integrations.
// 001 — About
MillerAI Innovations is a technology venture studio focused on the development, licensing, and commercialization of artificial intelligence solutions. We operate at the intersection of large language models, automation, and enterprise software.
Our approach mirrors that of a private equity portfolio — we identify high-value AI opportunity domains, build proprietary applications and frameworks, and systematically bring them to market through direct deployment, white-label licensing, and strategic partnerships.
Every solution we build is grounded in responsible AI practices, production-grade engineering, and a relentless focus on measurable business outcomes.
Develop proprietary AI applications from concept to production using best-in-class models and infrastructure.
Package and license our frameworks, prompting methodologies, and toolchains for enterprise adoption.
Deploy and iterate on solutions with production-grade monitoring, evaluation, and continuous improvement cycles.
// 002 — Portfolio
A Bitcoin-native required minimum framework application that helps holders plan, calculate, and manage distributions from Bitcoin-denominated retirement and wealth accounts — bridging traditional RMF compliance with a sound-money standard.
An intelligent AI assistant purpose-built for the Bitcoin ecosystem — answering questions, modeling satoshi-denominated scenarios, and providing on-demand financial insight for holders, builders, and institutions navigating a Bitcoin-first world.
A Bitcoin legacy and estate planning platform that guides holders through securing, documenting, and transferring Bitcoin wealth across generations — with AI-assisted workflows for key management strategy, inheritance planning, and beneficiary documentation.
An AI-powered e-commerce and community platform for fiber arts enthusiasts — featuring intelligent pattern recommendations, inventory management for yarn shops, and a curated marketplace connecting makers with premium materials and independent designers.
An AI fishing companion that delivers hyper-local intel — real-time conditions, species-specific lure recommendations, seasonal pattern analysis, and personalized trip planning — for anglers from weekend hobbyists to serious tournament competitors.
An executive-grade AI platform that transforms board meeting preparation, governance documentation, and strategic decision support — generating board packs, summarizing fiduciary materials, and surfacing data-driven insights for directors and C-suite leadership.
// 003 — Technology Stack
Anthropic Claude is the cognitive core across our entire portfolio — powering threat analysis, document generation, recommendation engines, and conversational AI through direct SDK integration.
// 004 — Methodologies
We architect RAG pipelines to ground language model outputs in authoritative, domain-specific knowledge — eliminating hallucinations and enabling enterprise-grade accuracy.
Our applications decompose complex goals into executable task graphs using tool-use, planning, and self-reflection loops — moving beyond single-turn prompt interactions.
We apply systematic prompt engineering — few-shot examples, chain-of-thought, structured output schemas, and DSPy-style optimization — to maximize model reliability and consistency.
Every model integration is paired with a custom evaluation harness. We measure accuracy, latency, cost, and safety before any production deployment.
Where base models fall short, we fine-tune on proprietary datasets using supervised learning and preference optimization to adapt models to specialized domains.
We design AI workflows with intentional escalation paths — routing uncertain decisions to human reviewers while automating high-confidence, repetitive tasks.
We apply Constitutional AI principles, content filtering, bias auditing, and transparent logging to every deployment — building AI that is safe, explainable, and compliant.
All our applications expose clean, versioned APIs — enabling rapid white-label integration, third-party licensing, and composable deployment across client stacks.
// 005 — Licenses & Agreements
| License / Agreement | Provider | Scope | Type |
|---|---|---|---|
Anthropic API License | Anthropic, PBC | Commercial use of Claude Sonnet and Haiku models via @anthropic-ai/sdk across all portfolio applications | Commercial API |
Vercel Pro | Vercel, Inc. | Edge deployment, serverless functions, CI/CD previews, and analytics for all Next.js applications | SaaS |
Supabase Pro | Supabase, Inc. | PostgreSQL database, row-level security, authentication, and storage across six production applications | SaaS |
Stripe Platform | Stripe, Inc. | Payment processing, subscription billing, webhook event handling, and billing portal for WOD2Earn, EtchAndMark, and SatsLegacy | Commercial API |
Resend Developer License | Resend Inc. | Transactional email API for contact forms, application notifications, and system alerts across the portfolio | SaaS |
Cloudflare Workers | Cloudflare, Inc. | Edge serverless functions for SatsLegacy license validation and lightweight API endpoints | SaaS |
Doppler Secrets Management | Doppler, Inc. | Centralized secrets management with Vercel sync across all environments and projects | SaaS |
Expo / EAS | Expo, Inc. | React Native build service, OTA updates, and app store submission for TackleboxAI and WoollyLoops mobile apps | SaaS |
Upstash Redis | Upstash, Inc. | Serverless Redis for API rate limiting, session caching, and ephemeral state management | SaaS |
MillerAI Proprietary License v1 | MillerAI Innovations | Governs white-label and enterprise licensing of our own applications, frameworks, and prompt libraries | Proprietary |
// 006 — Contact
Whether you're looking to license one of our applications, explore a custom build, or discuss a strategic partnership — we'd like to hear from you.
We work with enterprises, startups, and technology-forward organizations seeking to integrate AI capabilities without the complexity of building internal ML infrastructure.