Real systems, real results.

Selected work

Every engagement below is anonymized and maps to one of our three products. Client references available on request.

Content Engine Creator-led media brand Content Automation

Automated Video Production at Scale

A hands-off engine that turns one written brief into a finished, captioned, on-brand episode - scripting, keyframes, video generation with native dialogue, assembly, and delivery, 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 production team or building a system. They chose the system.

Solution

An end-to-end production engine: story generation with a critic loop that rejects weak scripts, scene-by-scene keyframes, video generation with synchronized dialogue, and automated captioning - orchestrated so each episode moves through untouched until QA. A per-client profile layer means one pipeline serves multiple brands, each with its own voice, cast, and compliance rules.

Outcome

Production time per video cut by roughly 80%. Monthly output raised from about 12 to 30+ at the same quality bar - and onboarding a second brand onto the same engine took a config file, not a rebuild.

Generative VideoScript Critic LoopMulti-Client ProfilesAuto-CaptioningSelf-Hosted

Royalty Recovery Music-rights organization Data Engineering

Catalog Data Forensics Platform

A verification engine that maps an artist's complete catalog against the complete official rights record and flags exactly what is registered, what is missing, and which problems are costing money.

Challenge

Most artists have never seen what the official royalty record actually says about their catalog - which songs are registered, which are missing, and where the paperwork is wrong. Every one of those gaps is money going uncollected, and checking by hand means weeks of research per artist across multiple databases, with records still slipping through.

Solution

We built an engine that cross-references multiple independent sources per artist against the complete official rights record and produces a clear, artist-readable deliverable: the full catalog map, every registration gap flagged with what it means and what fixing it recovers, down to an executive summary PDF. Every calculation is validated against the source's own published figures before it ships.

Outcome

Each artist gets a complete, verified picture of their catalog in minutes of machine time instead of weeks of research - and on its first full run, the system surfaced records even the client's own hand-built tracking had missed.

Large-Scale Data VerificationMulti-Source ResolutionAutomated ReportingAudit Provenance

Content Engine DTC consumer-products brand Paid Social

AI Ad Creative Engine

A UGC-style ad creative system for a direct-to-consumer brand - fresh hooks, captions, and on-brand visuals delivered on a 48-hour cycle, conditioned on the brand's real products and voice.

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 - brand-conditioned so products, claims, and tone stay accurate - captioned and ready to upload.

Outcome

Turnaround compressed from over a week to 48 hours. Production efficiency improved dramatically versus creator-led workflows, and creative volume now scales on demand instead of on headcount.

Generative VideoBrand ConditioningHook VariationAuto-Captioning

Ops Autopilot Live on this site Conversational AI

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

Content Engine Content teams Post-Production

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 was slow and inconsistent, and it held finished video hostage to an editor's queue.

Solution

An automated transcription and caption pipeline that applies brand-defined styling and delivers finished files - triggered automatically, no one touching it.

Outcome

Captioning now runs fully unattended, with consistent, on-brand, platform-ready output on every video.

Automated TranscriptionBranded CaptionsFully Unattended

Ops Autopilot Talent & casting agency Web Platform Lead Ops

Agency Platform, Jobs Board & Casting Intake

A full platform rebuild for a casting agency whose clients include major national brands - site migrated off a page builder onto owned infrastructure, plus a live jobs board and an automated casting-submission pipeline.

Challenge

The agency was paying for a page-builder site it didn't control, posting casting calls by hand, and fielding talent submissions through an inbox - so opportunities moved slower than the industry does, and warm submissions went cold.

Solution

We migrated the site to fast, self-hosted infrastructure the agency owns, built a jobs board the team updates from the spreadsheet they already use, and wired casting submissions into an automated intake that confirms to the applicant in minutes and tracks every submission's status in one place.

Outcome

New casting calls go live by editing a sheet, every applicant gets a branded response in minutes with zero manual lift, and the agency owns its whole stack - no page-builder subscription, no lock-in.

Platform MigrationSheet-Driven Jobs BoardAutomated IntakeBranded Auto-ResponseSelf-Hosted

Content Engine Niche creator vertical Specialized Workflow

Custom Content Production Workflow

A specialized content pipeline for a niche creator vertical with its own look, pacing, and content rules - built as a portable variant of our core engine rather than a one-off.

Challenge

The general-purpose pipeline didn't match the visual style and pacing this vertical demanded, and its content constraints needed different guardrails than the mainline brand.

Solution

We forked the core engine into a vertical-specific build - custom templates, assembly logic, and per-vertical content guardrails - packaged so the variant can be reused across future runs and new verticals.

Outcome

One shared foundation now produces multiple production-grade variants. New verticals launch by tuning a profile, not rebuilding a pipeline.

Generative VideoCustom TemplatesContent GuardrailsPortable & Reusable

Ops Autopilot Management companies & rosters Analytics

Automated Performance Reporting at Scale

Weekly multi-platform performance pulls for creator and artist rosters - streaming, video, and social - turned into clean, client-ready reports and sent automatically, from a data layer the client owns.

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

Content Engine Content teams R&D

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