AI features that solve a real problem, not a demo that never ships.
LLM-powered features, internal tools, and workflow automation that removes manual work — grounded in what a model can actually do reliably in production, not what's trending this week.
What's included
- LLM-powered features built into your existing product — search, summarization, chat, classification
- Internal tools that automate the repetitive parts of your team's workflow, not just a chatbot wrapper
- Data pipelines that keep the automation fed with clean, current data
- Evaluation and guardrails so an AI feature fails safely and visibly, not silently and expensively
- Cost-aware architecture — model choice, caching, and rate limiting — so it doesn't blow up your API bill
- Clear documentation of exactly what the system does and doesn't handle
Our approach
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Discover
We find the workflow actually worth automating, not the flashiest one.
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Design
We design the guardrails and failure modes before the happy path, not after an incident.
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Build
Weekly, testable increments — you see real outputs on real data early, not a slide deck.
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Ship
Deployed with monitoring on cost, latency, and output quality from day one.
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Support
Models and pricing change fast. We keep the system tuned as they do.
Who this is for
- Teams with a specific, repetitive workflow they want automated
- Product teams adding AI features to an existing app
- Teams that tried building this in-house and hit a wall on reliability or cost
Built with
AI & Automation — frequently asked questions
We build on existing LLM APIs (OpenAI, Anthropic, and similar) for the vast majority of use cases — training a custom model is rarely the right first move, and we'll say so if it isn't needed.
With guardrails designed up front: validation, confidence thresholds, human review where it matters, and visible failure states instead of confident wrong answers.
Yes — this is often the highest-value work we do. Tell us the process and we'll tell you honestly whether automation is a good fit.
Ready to talk ai & automation?
Tell us what you're building. We reply within one business day with a real plan, not a sales pitch.
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