AI-Driven Development & Consulting
AI-Driven Development & Consulting
We don't stop at implementation. From figuring out what to start with and where, through production operation and company-wide rollout, we support it end to end — centered on Claude.
Development
AI-Driven Development
From requirements to design, implementation, and evaluation — driven with AI.
With Claude Code and our in-house harness Banto at the core, we define the workflow with spec-driven development (SDD) and gate quality with automated evaluation (eval). Context stays in decision logs and the AI-Context-Store, so who changed what, and why, is traceable. Verified through research, delivered to production.
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Spec-driven development (SDD)
Turn requirements into a spec and make the approach explicit before implementing.
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Automated evaluation (eval)
Reproducible evaluation, including LLM-as-judge, gates quality.
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Context on record
Decision logs and the AI-Context-Store keep context so decisions aren't lost.
Consulting
AI Consulting
What to start with, and where. We support the design of adoption itself.
From generative-AI PoCs to company-wide rollout and operations improvement. We identify the right approach for each use case and stay hands-on through the design of the team, evaluation, and operations — not stopping at tool adoption, but seeing it settle into the business.
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PoC design
Start small, measure the impact, and inform the investment decision.
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Company-wide rollout
Design cross-department adoption and uptake, including team and operations.
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Operations improvement
Evaluate AI already in use and keep raising accuracy and efficiency.
Process
How we work
Never "hand it all to the AI." Every step includes human agreement and verification.
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Discovery
We start by putting your current challenges and goals into words — and decide up front what the AI handles and what people safeguard.
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Specification (SDD)
Requirements become a spec, and we agree on what "done" means before building. Requirements drifting mid-build is prevented by the process itself.
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Implementation
Claude and our harness Banto drive the implementation. Automated evaluation (eval) checks quality every time, and human review makes the final call.
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Evaluation, delivery, operations
We deliver working software together with its verification results — and stay involved through operations design and team adoption as needed.
FAQ
Frequently asked questions
Is AI-written code really production quality?
We never ship AI output as-is. Automated evaluation (eval) checks quality on every change, and only code that passes human review gets delivered. Spec-driven development (SDD) fixes what to build up front, which also keeps the output from drifting.
Is it safe to share our code and data with an AI?
Claude, our core model, offers business plans that do not use your input data for model training, with third-party certifications such as SOC 2. We sign an NDA for every engagement and agree on the scope of information handled before we start.
Can we start small?
Yes — we recommend starting with a PoC (pilot). We define the verification items first, build quickly, and give you the material to decide whether to continue. We have delivered a working demo 3 days after requirements.
Can we work with you without an in-house dev team?
Yes. We support everything from organizing requirements through design, implementation, and operations — and we design for your team to keep things running after handover, documentation included.
Do you handle existing systems and legacy migration?
Yes. Our track record includes mainframe assembler migration, core system modernization, and large-scale upgrades. AI reads across the codebase, so impact analysis comes first and the work proceeds safely.
How much does it cost?
It depends on scope and approach. Start with a free consultation — we'll come back with an estimate and a way forward together. Starting small with a PoC is always an option.
Get Started
Talk to us about AI-driven development and adoption
We propose an approach to development and adoption, tailored to your current challenges.