Selected work
Every engagement below is anonymized. Client references available on request.
Content Automation
Production
Automated Video Production at Scale
A hands-off engine that turns a brief into finished, captioned, on-brand video - start to finish, with people involved only for final sign-off.
Challenge
A content brand was capped at roughly 3 videos a week per editor. Growing meant either hiring a team or building a system. They chose the system.
Solution
We built an end-to-end production engine that handles scripting, generation, editing, and captioning automatically - orchestrated so each video moves through the pipeline untouched until QA.
Outcome
Production time per video cut by roughly 80%. Monthly output raised from about 12 to 30+ at the same quality bar.
Generative VideoAutomated ScriptingAuto-CaptioningSelf-Hosted
Paid Social
DTC
AI Ad Creative Engine
A UGC-style ad creative system for a DTC brand - fresh hooks, captions, and on-brand visuals delivered on a 48-hour cycle.
Challenge
Paid social burns through creative fast. Booking creators was slow and resource-heavy, with long turnaround windows, and performance kept stalling from creative fatigue.
Solution
A brand-trained creative engine that produces platform-native (9:16) ads with multiple hook variations per concept, captioned and ready to upload.
Outcome
Turnaround compressed from 5–10 days to 48 hours. Production efficiency improved dramatically versus creator-led workflows. Volume scaled to 8–30 variations per month.
Generative VideoAI AvatarsHook VariationAuto-Captioning
Conversational AI
Live
Always-On Conversational AI
A production assistant with persistent memory, context awareness, and smart model routing. Live on this site - try it, bottom-right of any page.
Challenge
Off-the-shelf bots couldn't handle nuanced inquiries or hold context between sessions, and closed platforms meant vendor lock-in.
Solution
We built a self-hosted assistant with a persistent memory layer and intelligent routing across frontier language models - so quality and cost can be tuned per workload, with no lock-in.
Outcome
Always-on intake that replaced manual triage, with the flexibility to tune performance without re-architecting.
Persistent MemoryIntelligent Model RoutingSelf-HostedNo Lock-In
Post-Production
Utility
Automated Captioning Pipeline
Drop in a video, get back branded burned-in captions and a subtitle file - a standalone module any content workflow can call.
Challenge
Manual captioning ate 30–60 minutes per video and produced inconsistent, off-brand styling.
Solution
An automated transcription and caption pipeline that applies brand-defined styling and delivers finished files - triggered automatically, no one touching it.
Outcome
Captioning time cut by roughly 60%, with consistent, on-brand, platform-ready output.
Automated TranscriptionBranded CaptionsFully Unattended
Specialized Workflow
Content
Custom Content Production Workflow
A specialized, B-roll-driven content pipeline for a niche creator vertical - rebuilt as a portable, reusable system.
Challenge
The general-purpose pipeline didn't match the look and pacing a niche vertical demanded. They needed a specialized variant.
Solution
We forked our core engine into a vertical-specific build with custom templates and assembly logic, packaged so it can be reused across future content runs.
Outcome
One shared foundation now produces multiple production-grade variants. New verticals launch by tuning, not rebuilding.
Generative VideoCustom TemplatesPortable & Reusable
Lead Ops
Email Automation
Inbound Lead Capture & Auto-Response
A web-form-to-inbox system that catches every new lead, sends a branded confirmation in minutes, and tracks status in a single source of truth.
Challenge
Inbound leads were landing in a sheet with inconsistent follow-up and no clear status view, so warm leads went cold.
Solution
We wired form submissions to an event-driven workflow that sends a branded welcome email instantly, notifies the right team members, and writes delivery status back to the source of truth.
Outcome
Every inbound lead gets acknowledged in minutes, with zero manual lift and clean visibility into what needs attention.
Lead CaptureBranded Auto-ResponseCRM SyncRetry Logic
Analytics
Reporting
Automated Performance Reporting at Scale
Weekly multi-platform performance pulls for creator and artist rosters, turned into clean, client-ready reports and sent automatically.
Challenge
Teams were burning hours each week manually collecting metrics and writing reports by hand, creating delays and inconsistent output.
Solution
We built a scheduled analytics engine that pulls platform metrics, stores them in a client-owned data layer, and generates executive-ready summaries with week-over-week trend analysis.
Outcome
A full day of weekly reporting work now runs before the team logs on. Reports go out on time, every time, with consistent quality.
Multi-Platform AnalyticsAutomated ReportingAI-Written InsightsClient-Ready Output
R&D
Content Strategy
Content Intelligence Engine
A reverse-engineering system that extracts the full production formula from high-performing short-form videos so teams can replicate what works.
Challenge
Most teams copy by feel, not by formula. They cannot reliably explain why a video works or reproduce the same quality signal at scale.
Solution
We built a multimodal analysis workflow that outputs scene-by-scene replication templates, including script structure, framing, lighting, performance direction, and pacing.
Outcome
Hit content becomes repeatable instead of guesswork. Teams can ship variations that preserve what made the original work.
Multimodal Video AnalysisReplication TemplateBuilt-In QAConnects to Production