RYAN VINSON
Fractional CTO | AI & Media Pipeline Architect
I build AI-powered platforms, streaming systems, and production-ready pipelines that turn ideas into real, working products.
With 25+ years of experience, I work with founders and teams to turn ambiguous business goals into practical technology strategy, system architecture, delivery plans, and production software. My focus today is on generative AI workflows, media pipelines, data products, and automation across text, image, video, and audio.
I am the founder of VersusMedia, a streaming platform for independent film and music, and creator of FilmPilot.ai, a system that transforms screenplays into full pre-production deliverables using AI.
I remember the dotcom era and have experienced every wave of the internet firsthand.
Books I've Written
Published in 2017, the book Disregarded Entity: Lessons Learned by a 15 Year Freelancer was a collection of lessons, methods, and stories from my 15 years as a self-employed small business owner at that time. My full Amazon author profile is here.
What I Actually Do
I specialize in building end-to-end systems that connect product vision to execution. This includes AI-driven platforms, media streaming infrastructure, data products, and automated workflows that scale.
I also bring structure to the operational details that determine whether a platform works after launch: reliable data ingestion, third-party integrations, scheduling, background processing, workflow state, alerting, user roles, auditability, and monitoring.
- AI systems for content generation, analysis, research, and decision support
- Multi-stage AI pipelines that combine models, tools, data, and human review
- Streaming platforms, media pipelines, and FAST channel infrastructure
- Automation systems for marketing, content, research, and distribution
- Full-stack architecture using Django, Python, APIs, databases, and cloud services
- Technical leadership, hiring, product strategy, and execution
AI Systems and Agent Workflows
My AI work goes beyond using a model to generate text. I design the surrounding systems that make AI useful in a real product or business process: the data it receives, the tools it can use, the decisions it must make, and the checks that determine whether its output is reliable.
I build AI-assisted workflows that transform unstructured inputs such as documents, conversations, product signals, public data, and workflow activity into structured analysis, reports, dashboards, and decision support.
I use AI harnesses to coordinate multi-step workflows. A harness can route work to an appropriate model, provide browser, terminal, file, API, and memory tools, inspect the result, and then continue, retry, or escalate when the result needs review. This makes AI useful for repeatable software development, research, data collection, QA, content production, and operational work instead of relying on one-off prompts.
- Model and provider evaluation for a specific task
- Prompt, context, and structured-output design
- Tool calling and connections to APIs, files, databases, and websites
- Retrieval, enrichment, and large-scale data workflows
- Multi-agent coordination and task decomposition
- Agent memory, continuity, and scheduled workflows
- Validation, evaluation, recovery, and human approval
- Integration with Django, Python, cloud services, and production systems
The goal is not to add AI for its own sake. The goal is to identify where it improves a process, integrate it with the systems already in place, and create a measured path from experiment to dependable production workflow.
Hire Me
I work with startups and teams as a Fractional CTO, technical advisor, or hands-on builder. This includes everything from early-stage architecture and product strategy to scaling existing systems and leading engineering teams.
I help leadership teams turn unclear objectives into phased roadmaps, architecture decisions, staffing plans, delivery milestones, and practical risk controls. I can also evaluate development firms, vendor proposals, cloud choices, and existing system designs when a business needs an experienced technical perspective.
Available for ongoing roles, project-based work, or focused consultations. Reach out via email or connect on LinkedIn.
Selected Experience
- Corporate AI Platform - Advised founders for 7+ years on architecture, hiring, and product strategy. Led development of AI-driven systems for sentiment analysis, keyword and phrase classification, data processing, and analysis of large collections of conversations and educational documentation using Django and AWS.
- Media & Streaming Studio — Designed and implemented streaming infrastructure and content pipelines. Hired and led distributed teams to build web, Roku, and mobile applications, along with AI-driven audience research tools.
- Health Tech Startup — Worked directly with leadership and internal engineering teams to restructure core APIs, improve system performance, and guide long-term technical direction.
- Insurance Enrollment Platform - Built structured enrollment and submission workflows for an insurance technology platform, with attention to data accuracy, user access, operational reliability, and business rules.
- Food & Lifestyle Platform — Long-term technical advisor (20+ years), leading evolution of web, mobile, and streaming systems, including custom applications and infrastructure improvements.
- Film & Entertainment Projects — Built official websites and digital platforms for major studio releases, combining marketing, media delivery, and interactive experiences.
- Global Team Leadership — Recruited and managed distributed teams across multiple countries, coordinating developers, designers, and product contributors to deliver production-ready systems.
Core Capabilities
- AI model integration, evaluation, and structured workflows
- Agent systems, tool use, memory, and multi-step automation
- AI-driven audience analysis and data modeling
- Streaming platforms and FAST channel infrastructure
- End-to-end platform architecture (Django, Python, cloud)
- Operational systems: ingestion, integrations, scheduling, alerts, roles, and monitoring
- Automation of content, marketing, and distribution workflows
- Technical leadership, hiring, vendor evaluation, and execution
CREATION
Created in 2001, VersusMedia helps independent filmmakers and musicians work together and broadcasts films and music videos on connected Fast TV devices. Currently available as a PWA (progressive web app), Roku, Android, and Apple device app. VersusMedia has also supported and produced several grassroots indie films.
Some film credits can be found at VersusMedia's IMDB.
AI-powered Film Industry Pre-Production Tools
FilmPilot.ai is a GenAI-powered pre-production platform that transforms scripts into production-ready deliverables. It generates storyboards, character visuals, audience simulations, budget estimates, casting breakdowns, and even pilot video concepts.
Built as a multi-stage AI pipeline, FilmPilot combines screenplay analysis, multiple model types, structured production data, image and video generation, audience simulations, and workflow orchestration in a single system. The architecture is designed to turn creative analysis into useful decisions for writers, producers, and filmmakers, while keeping the filmmaker in control of the final choices.
Beach Conditions API
Beach Day API provides real-time beach condition data including water quality grades, weather conditions, ocean conditions (wave height, water temperature), tide predictions, rules, amenities, and a proprietary Beach Day Score (0-100) for 27,000+ beaches across 103+ countries worldwide.
Film Festival API
Festival API provides film festival submission data including deadlines, entry fees, eligibility and format requirements, genre and category filters, programming profiles based on what festivals have historically screened, calendar feeds with iCal export, and a proprietary Festival Score (0-100) that ranks fit for 14,000+ festivals across 30 categories in 192 countries.
Hobbies
WINEMAKING
I enjoy making wine in my spare time. I have experience in vineyards with pruning and harvesting grapes. I also crush, ferment, press, age, and bottle my own amateur wines.
Wine Blog
Photography
Podcasts
The Big Hammock Podcast
Based in Central Florida, the show brings together filmmakers, musicians, entrepreneurs, and independent creators in honest, unfiltered dialogue about building something from the ground up.
Episode: AI Filmmaking With Ryan Vinson: Storyboards in Seconds?
Playbook AI Partners
Hosted by Sandy Kibling, the podcast helps turn AI overwhelm into practical execution through expert conversations, real-world tactics, and simple workflows.
Episode: Lights, Camera, AI: How AI Is Changing Media Production