AI doesn't replace seniors. It multiplies them.
Three things that decide whether AI multiplies your team
INFRASTRUCTURE
AI dev infrastructure is more than a Cursor licence. We set up the agents, prompts, repo standards, evaluation harnesses and CI guardrails that make AI ship code your seniors actually trust. Battle-tested in production projects, not in slideware.
KNOWLEDGE
Your patterns are your team's IP. We capture conventions, architecture and tribal knowledge in machine-readable form — rules, templates, examples — so AI generates code that already looks like one of your seniors wrote it.
TECHNOLOGY CHOICES
Most stacks were not designed with AI generation in mind. We help you pick frameworks, libraries and architectural patterns that AI can extend safely — and we'll tell you honestly where it cannot.
How we deliver
AI Engineering Audit
Two-week assessment of your repo, conventions, tooling and team — followed by a concrete roadmap of where AI can multiply you, and where it should not.
Tooling & Guardrails Setup
Cursor rules, Claude Skills, agent workflows, repo conventions, eval harnesses, CI policies. The operating layer your team needs to scale generation without losing quality.
Team Enablement
Senior-led pairing, internal templates, examples and docs. Your people learn to drive AI as engineers — not as prompt jockeys.
Embedded Senior Support
A senior on retainer, in your channels, reviewing, mentoring, escalating. We stay close until your team owns it.
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Replacing seniors is harder than the demos suggest
Demos run on green-field repos and toy problems. Real codebases have history, edge cases and silent contracts AI can't see. Without seniors who can read the diff, AI accelerates the wrong things first.
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Build with fewer people, not without people
AI changes what one engineer can do — it doesn't change the need for taste, judgement and ownership. Our model: a small senior nucleus, AI-amplified, supported by junior delivery muscle. Cheaper than offshoring. Better than vibecoded chaos.
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Seniors stay senior because they have time to think
When AI handles the repetitive 80%, your seniors finally do what you hired them for: architecture, hard reviews, mentoring, hard customer conversations. That's where the leverage lives.
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Your conventions are your competitive advantage
The companies winning with AI aren't using better tools — they're using the same tools on top of disciplined codebases and well-encoded knowledge. That's what we install.
Ready to build the AI-native version of your team?
Tell us about your team, your stack and where you want to be in 12 months. We'll show you the senior path — honestly.
Contact form
Send us a short message and we usually reply within one business day.