We build AI where it belongs
We scope where AI genuinely helps in your product and across your operations. We build it and make sure your team can use it.
AI built into your product
We find where AI can reduce friction or surface buried insights, then build those features into production. Specific use cases, not general-purpose chatbots. We also check your foundations before we build, so we don't just multiply existing issues.
Platform Readiness
Data quality
Structured, trusted data your AI can reason on.
Permissions & access
Clear rules about what AI can touch and on whose behalf.
Auditability
Logging so you can see what AI did, when, and why.
API readiness
A stable layer external tools and agents can connect to.
AI Features
AI assistant layer
RAG | Semantic | VectorYour users stop hunting through your product and start asking it questions. Answers surface from your data.
Workflow copilots
Human-in-loopUsers approve work instead of creating it from scratch. AI drafts the next step, and they decide.
Autonomous agents
Event-driven | ScheduledReplace specific manual processes end-to-end.
Integration engineering
MCP | REST | CLIYour product shows up where your team or clients already work.
AI in your operations
AI should fit your processes. We spend time understanding yours before we build anything. AI should adapt to how your team works. Not the other way around.
AI coding workflows
Your dev team ships slower than they should. We configure AI coding tools directly into your existing environment, connected to your codebase and conventions.
Ops automation
Manual reporting, data moving between tools, repetitive approval chains. We find the workflows eating disproportionate time and automate them.
Cursor, Codex & Claude setup
Configured for your codebase, connected via MCP to your internal systems and documentation. Ready to use from day one.
Custom AI agents
Purpose-built agents for higher-complexity tasks that off-the-shelf tools cannot handle. Scoped, built, and handed over with documentation.
Stack integration
We connect the tools your team already relies on into a coherent AI workflow via REST, MCP, or CLI.
Handover documentation
Your team can maintain, extend, and add new automations independently. We do not build things only we can fix.
AI Readiness
Not every team is ready to jump straight in. We help you build a foundation first.
Readiness assessment
Clear picture of where your product, processes, and people stand, and what needs to happen before you can go further.
AI tool setup
Cursor, Claude, Copilot, or whatever fits your stack. Configured, connected to your infrastructure, and ready to use from day one.
Baseline workshops
Practical sessions built around your team's actual roles and workflows. Real habits, not generic AI theory.
AI usage playbooks
Role-specific guides on how to use AI in daily work. Something your team refers back to, not a one-time read.
How it works
From first conversation to production.
Free consultation
Fill out a short questionnaire or just talk to us. Within a week, you get a readiness report, your biggest AI opportunity, and an honest recommendation. No commitment required.
Discovery Phase
A structured deep-dive into the areas that need attention. We map opportunities, estimate effort, and produce a prioritized roadmap with clear milestones.
Build and implement
We build what the workshop surfaces. AI features engineered, automations set up, coding workflows configured. Each service can run independently or in parallel.
Every great product starts with a conversation
Driving systemic change to unlock your full business potential.