AI that earns its place in the stack.
Visibility in the new search surfaces. Automation across the work nobody enjoys. Product features that use models because they actually help — not because the board asked.
What we build
Four practices, one operator. Pick one or stitch them together — most engagements start with an audit and a single concrete shipment within a month.
AI visibility & discoverability
Be the answer when ChatGPT, Perplexity, and Gemini are asked about your category.
- —Brand & entity audits across major LLMs
- —Schema, content, and citation engineering
- —Tracking that shows what changed and why
AI-assisted content & ops
Models in the loop where they speed up real work — drafting, classification, summarization.
- —Custom prompts and evaluation harnesses
- —Internal tools your team will actually use
- —Guardrails, review, and audit trail
Workflow automation
Replace recurring manual work with simple, observable pipelines.
- —Scheduled jobs and event-driven flows
- —Connected to your CRM, store, or warehouse
- —Human-in-the-loop where it matters
Custom AI features
Search, recommendations, chat, and copilots embedded in your product.
- —RAG over your own data, with citations
- —Streaming UX, fallbacks, cost controls
- —Evaluation and regression testing
Audit → Prototype → Ship → Measure
We look at what you have, what's working, and where AI actually adds leverage — not where it just looks good in a deck.
A small, real thing in front of users within two weeks. No 90-day discovery.
Production-grade rollout with monitoring, evals, and a kill switch. We don't ship demos.
Hours saved, conversions earned, citations won. We instrument it before we celebrate it.
Already curious about AI visibility?
Start with the free AI Visibility Toolkit — a 2-minute read on whether AI tools can find your business today.
Open the toolkitTell us where AI could help.
A few sentences is enough. We reply within 1–2 business days with a direct read on fit and what we'd ship first.