Common builds
- LLM-powered features inside existing products
- Custom retrieval and search pipelines
- Classification, ranking, and recommendation systems
- Document understanding and extraction
- Voice, transcription, and media processing
AI
AI features that ship and stay shipped
Most AI work doesn't need a research team. It needs someone who can pick the right model, wire it into your product, and keep it accurate as the data changes. That's the part we focus on.
What we build
The kinds of ai and machine learning projects we ship
Tech stack
- OpenAI
- Anthropic Claude
- Whisper
- PostgreSQL with pgvector
- Pinecone
- LangChain
- Python
- .NET
- Background workers
Outcomes
What you get
Picked for the job
We choose models on cost, latency, and accuracy, not hype.
Production-stable
Caching, retries, and fallbacks so AI doesn't take your app down.
Measured quality
Evals and feedback loops so accuracy improves over time.
Cost-aware
Token budgets and routing layers that keep bills predictable.
Selected work
Projects we've shipped using this
Motion Optima
Lead automation for local service businesses
Motion Screener
Real-time intelligence and trend detection
Clip It Live
Automated short-form clipping for creators
FAQ
Frequently asked questions
Do you train custom models?
Sometimes. Most product use-cases ship faster and cheaper on a tuned hosted model with good prompting and retrieval.
How do you handle privacy?
We pick providers with the right data agreements, and for sensitive workloads we route through models that don't train on your data.
Industries
Where this work fits best
Local services
Software that turns calls into booked jobs
We build lead automation, scheduling, and dispatch tools for local service companies. The goal is simple. Less time on data entry, faster response to leads, more booked appointments.
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