AI Advisory & Partnership

Embedding AI Spec-Driven Development

Beyond AI tool adoption, we help your organization make the entire development process AI-native. We embed our proprietary AI Spec-Driven Development methodology and help your team keep improving on its own.

Because we work at the front line of AI-enabled delivery, we transfer practical expertise directly to you — not through a one-off workshop, but through continuous, hands-on partnership on real projects.

Putting AI into production often brings the same risks: unexpected hallucinations, destructive actions, or unclear root causes. We practice AI-Harness Engineering — guardrail design and root-cause analysis — so you can use AI in production with confidence.

  • Embedding AI Spec-Driven Development across your organization
  • Making the whole development process AI-native
  • Weekly / monthly partnership reviews
  • High-density support from a dedicated consultant
  • Support applying the methodology to your own product development
  • AI enablement training for your team
  • AI-Harness Engineering (guardrail and hook operations)
  • Root-cause analysis of hallucinations / destructive actions

How the partnership works

  1. 01

    Diagnosis & methodology onboarding

    1–2 weeks

    We assess your current development process, select the right tool stack, and design an introduction plan — including an AI operational-risk diagnosis.

    • Process diagnosis report
    • Introduction plan
    • Tool stack selection
    • AI risk diagnosis
  2. 02

    Pilot project

    4–8 weeks

    We run a real pilot project together, producing tangible deliverables and a customized prompt library, plus the first draft of internal guidelines and project-specific guardrails.

    • Pilot deliverables
    • Prompt library
    • Internal guidelines (v1)
    • Project guardrails
  3. 03

    Team rollout & self-sufficiency

    2–3 months

    We train your team, build out a knowledge base, and stand up a KPI monitoring structure so the practice spreads and sustains itself.

    • Internal training
    • Knowledge base
    • KPI monitoring
  4. 04

    Continuous improvement

    Ongoing

    We keep you current with monthly improvement reports, support for adopting new tools and methods, and access to our community.

    • Monthly improvement reports
    • New tool/method adoption
    • Community access

Ready to transform with AI?

Tell us what you are trying to change — from your first AI use case to organization-wide adoption — and we'll map out a practical next step together.