Who the strategy day is for
The day is aimed at CTOs, heads of engineering, team leads and architects who decide on or are accountable for coding agents. Common starting points: some developers already use agents on their own, management expects productivity gains, and data protection or information security have raised concerns.
Neither a ban nor an uncoordinated rollout helps here. What you need is a shared picture of what the tools can do today, where their limits are and which rules should apply in your company. Regulatory context such as the GDPR and the EU AI Act is part of that conversation.
A typical agenda
neooutput's AI code engineers facilitate the day at a venue of your choice or at your offices. The agenda is agreed in advance and usually looks like this:
The live demonstrations are deliberately unpolished. We also show where agents fail, for example with vague requirements, missing tests or tightly coupled code. Those moments help leaders set realistic expectations and defend them to management and teams. They also reveal what groundwork your codebase needs before a wide rollout makes sense, such as better test coverage, cleaner builds or documented architecture decisions. These items go straight into the roadmap with their own owners.
- Current state: which tools are already in use, and what are the expectations and concerns?
- Live demonstration: Claude Code, OpenAI Codex and Cursor tackle real items from your backlog.
- Assessment: you compare results, control options, data flows and licensing models.
- Policy: you draft rules on permitted tools, data, permissions and code review.
- Roadmap: pilot teams, timeframe, metrics and owners are agreed.
Keeping knowledge and data in view
The strategy day often shows that agents touch more than code: internal documentation, tickets and customer data come into play too. For text containing personal information, Textwash Pro anonymises content automatically before it is shared with AI tools.
If the leadership team looks beyond development, for example towards a knowledge assistant for architecture decisions, runbooks or policies, kalAIDoCreate is the right platform. The result is a strategy that treats engineering and knowledge management as one topic.
Frequently asked questions
How many people should attend?
Small groups of decision makers plus a few experienced engineers work best. The day stays productive, and technical judgement feeds directly into decisions.
Does it have to be an offsite?
An offsite gives the best focus but is not required. neooutput also facilitates at your offices or remotely, and the live demonstrations work in every format.
What happens after the strategy day?
You receive a written summary with a draft policy and roadmap. If you wish, neooutput supports the pilot phase with workshops for the teams involved and helps evaluate the metrics.