Not a menu of services. A description of what I actually build and who it's for. If the brief fits, I'm direct about whether I can help and how.
End-to-end pipeline builds for AI content and film production at scale. Built for studios, production companies, and content businesses that need to remove the human bottleneck from generation without losing quality.
Good fit for
Proof
ApeFX — consumer AI platform at $200K+ MRR, all content via automated pipeline built solo.
What gets built
Multi-model routing architecture — choosing and orchestrating the right model for each task type (photoreal, character, video, illustration)
Character development pipelines — LoRA training, dual-reference injection, per-character consistency systems
Generation automation — batching, prompt construction, QC gates, retry logic, CDN delivery
Video production pipelines — Kling, Seedance, or Veo depending on the brief. Script-to-CDN with no per-asset handholding
n8n orchestration — connecting generation, storage, review, and delivery into a single workflow
Custom AI agent stacks for companies that need internal AI infrastructure running in production — not prototypes, not prompts in a Google Doc. Systems that operate unattended, remember context, and route work intelligently.
Good fit for
Proof
13 custom agents deployed. 55 live workflows. Running in production across multiple client environments daily.
What gets built
Agent design — role scoping, tool selection, memory architecture, escalation paths
Claude API + MCP server implementation — custom tools, resource access, multi-agent orchestration
Vector context memory — Qdrant setup with per-client or per-domain collections, reindex triggers, context retrieval
n8n orchestration — connecting agents to data sources, external APIs, webhooks, CRMs, and output surfaces
Observability — Grafana dashboards, error handling, circuit breakers, ClickUp escalation
Systems designed around business outcomes, not just technical correctness. The CMO background changes the brief — I've been responsible for what pipelines produce. I build for distribution, not just operation.
Good fit for
Proof
CMO track across fintech, crypto, gaming, consumer SaaS. Built the systems I used to wish I could buy.
What gets built
Generative Engine Optimization — systems that produce content cited by AI answer engines (ChatGPT, Claude, Perplexity, Google AI Overviews)
Content production at scale — blog pipelines, social automation, AI content systems aligned to search and discovery
Growth infrastructure — lead scoring, outreach automation, pipeline-to-CRM systems
Fractional AI CTO — ongoing retainer covering architecture decisions, build oversight, and production ops
AI readiness audits — current state assessment, what to build first, where automation breaks down
Two structures: ongoing retainers where I run systems for you monthly, or one-off builds where I hand over a production-ready system. Scope always defined before a dollar moves.
Monthly retainers
Foundation
Growth
Full Stack
One-off builds
System Audit
$1,500Current-state assessment of your AI and automation setup. What exists, what's broken, what to build first. Delivered as a structured scope doc.
Single Pipeline Build
$2,500One production-ready workflow or agent system. Scoped, built, handed over with documentation. Blog pipeline, lead scorer, generation pipeline, etc.
Full Infrastructure Build
CustomMulti-system architecture build. Agent stack, n8n fleet, context layer, observability. Scoped on a call. Timeline and price from the scope doc.
All engagements start with a scope call. Pricing confirmed in the scope doc before anything begins.
No discovery call decks. No NDAs before I'll talk. Tell me what you're building, what the problem is, and what good looks like. I'll tell you honestly whether it fits.
If there's a fit, I move fast. Scoping takes days not weeks. I don't run teams — I build the system and you see it running.
Reach out
Email or contact form. Tell me the brief in plain language. What are you building, what is broken, what do you need.
Quick scope call
20–30 minutes. I ask the technical questions. You get a direct read on whether I can help and roughly what it involves.
Scope doc in 48 hours
What gets built, rough timeline, engagement structure. No surprises after this point.
Build
I work directly. No account managers, no juniors. If you're asking me a question, I'm the one answering it.