Scope
The short step that avoids
long detours
Clarify your needs, test the right leads, and decide what's next,
from 3 days, with experts who use AI every day.
For you
or with you
Delegate to move fast, or build with us to build up your skills. The line is flexible: you move between the two depending on the project phase.
From 3 days
You want a fast analysis, a clear recommendation, and initial tests handled by GDN.
Mode
Expert scoping and, if useful, a proof of concept
- GDN analysis and recommended scope.
- Tests or proofs of concept carried out by GDN.
- Recommendation: continue, move to pilot, or revise the project.
- Business and technical documentation.
- Staging, tests, and backups if needed.
Scope,
from 3 days
A short, bounded step to turn an intuition, an idea, or a business
need into a realistic path forward.
You've already vibe-coded a prototype, or you want to build one? We start from
there: we challenge it, keep what's useful, and bring it into a
professional framework.
Your teams have already built tools with AI, sometimes used every day?
We sort through them: we keep what's useful, set aside what isn't, and we
decide what deserves to move to production.
We analyze, we challenge, we test: you decide what's next with full visibility,
without committing months of development in the dark.
The scope is deliberately limited: the goal isn't to cover everything,
but to test what matters first.
-
01
Onboarding and needs analysis
We dive into your business context:
- Understanding the problem, stakes, and constraints
- Identifying relevant AI opportunities
- Mapping what exists: tools, data, processes, prototypes, and internal tools already in use
Deliverable: clear scope and stated hypotheses
-
02
Challenging the leads
We confront ideas with reality:
- Testing leads against real constraints
- Trade-offs on cost, value, and risk
- Choosing the first useful use case
Deliverable: prioritized leads and decision criteria
-
03
Useful tests or proof of concept
We verify hypotheses against something concrete:
- A test plan targeting the key hypotheses
- Initial tests powered by AI
- Proof of concept if the project warrants it
Deliverable: hypotheses verified, visible, and demonstrable
-
04
Presentation and decision
You decide with full visibility:
- Structured report and session replays
- Realistic path forward and next steps
- Clear recommendation from GDN
Deliverable: a decision (proof of concept, pilot, or re-scoping)
You walk away with a clear decision
and, if needed to optimise your project, an AI prototype
The need comes up often: seeing AI work on your own context before investing. When a real-world test sharpens the decision, that's exactly what you get.
An AI prototype, tested on your real cases
When a real-world test helps you decide: not a throwaway demo, but an AI prototype built by professionals, on your own context and data, designed from the outset for what comes next and run in a highly cost-efficient way. Demonstrable internally, with session replays to back it up: code and documentation delivered.
from 3 daysAlways, in your debrief
- The high-impact AI use cases, listed and prioritized
- Verified AI hypotheses, tested on real cases, visible and demonstrable
- A clear recommendation: continue, move to a pilot, or reframe
- A realistic scope and path forward, with a clear, precise roadmap
- A structured debrief + business and technical documentation
Enough to decide with full visibility. And, where relevant, an AI prototype to convince internally.
A clear decision, fast
Start
From 3 days
Engineering & development
+ 25,000 hrs per year
Experience
+ 20 years
Choosing the right path
Without scoping
What often happens
- Months of theoretical specs
- Wrong use case chosen first
- Budget committed without proof of value
- Misaligned stakeholders
With GDN scoping
What you get
- Realistic path forward in a few days
- Hypotheses tested against something concrete
- First useful use case identified
- Decision made with full visibility