AI products, built end to end.

An idea to a live AI product — model layer, backend, app, billing, launch site.

You have a product in mind that needs AI at its core. I build the whole thing: the model orchestration, the API, the app, the job pipeline that makes it reliable, the billing, and the marketing site it launches on. One person, one stack, no handoffs between agencies.

What you get

• Working product in your repo, not a prototype
• Model layer that routes each task to the right provider
• Backend API and background job pipeline
• Web app frontend
• Auth, billing and usage metering
• Deployment and infrastructure setup

Shipped in Playcut ↗ Outfeed AI ↗

Route each task to the model that's actually best at it — not whichever one you wired up first.

Most AI features wrap a single model and inherit all of its weaknesses. I build the routing layer instead: per-task model selection, one model picker instead of a tab per tool, one credit balance across providers, and a catalog you can extend when a better model ships.

What you get

• Per-task model routing with a documented catalog
• Provider abstraction so a model swap isn't a rewrite
• One credit balance across every provider

Shipped in Playcut ↗

Make your product something an AI agent can actually drive.

An MCP server turns your app into a set of tools Claude and other agents can call directly. I build the server, design the tool surface so an agent can succeed without hand-holding, and handle auth and rate limiting.

What you get

• MCP server exposing your product's real capabilities
• Tool surface designed for agent success, not API completeness
• Auth, scoping and rate limiting
• Docs an agent can read

Shipped in Playcut ↗

The unglamorous layer that decides whether a product survives real users.

Multi-tenant auth, workspaces and sharing rules, background jobs that retry properly, media pipelines, subscription billing and usage limits. This is the work that turns a demo into something you can charge for.

What you get

• Multi-tenant auth and organization model
• Workspace, folder and sharing permissions
• Durable background job pipeline with retries and timeouts
• Subscription billing, plan limits and usage metering

Shipped in Outfeed AI ↗ Playcut ↗

A fast static marketing site with an SEO system behind it, not just pages.

A static Astro site that scores well and loads instantly, plus the infrastructure underneath: schema markup generated from validated data, a content pipeline, an anti-cannibalization keyword index, and verified index-status tracking against the Search Console API.

What you get

• Static Astro site — fast, accessible, zero unnecessary JS
• JSON-LD generated from data, so markup can't drift from the page
• MDX content pipeline with validated frontmatter
• Keyword index and campaign planning system
• Search Console integration for real index-status tracking

Shipped in Playcut ↗ Outfeed AI ↗