A new capability, the cost of the task, quality, speed or only the interface?
APIS LAB / Lab
Researching what changes the way teams grow
The Lab is not a blog for the sake of publishing. We use it to unpack new technology, international growth, analytics and working hypotheses in a form that helps a team make a decision, design an experiment or change the architecture of its system.
Editorial principle
Fact → Interpretation → Validation → Decision
We separate primary information from opinion and always show the limits of the claim.
Editorial policy
We do not publish “articles for articles’ sake”
A note appears only when there is a distinct idea, method, observation or practical question that cannot be closed honestly in two short paragraphs. Technology topics separate official documentation from our interpretation; strategic topics make the assumptions and limits visible.
2026 radar
Technologies and approaches worth following without hype
We do not score novelty. We look for a change in process economics, decision quality or access to the customer.
Maturity: use now
AI search
Source quality matters more than mechanical optimisation
Maturity: use by needServer-side measurement
Control and connected data flows
Maturity: pilotAI agents
Automation of bounded workflows
Maturity: use nowTarget-account B2B
Marketing organised around real deals
Maturity: foundationalHypothesis system
An infrastructure for learning
Maturity: use nowCreative systems
Speed without losing structure
Analytical lens
Four questions to ask of any new technology
Which process becomes cheaper, faster or more reliable?
What still requires human judgement, control or clear limits?
Which pilot and which business metric can answer the question?
Dossier / international growth
A new market as a system of decisions
A series of notes from market selection to demand validation, buyer access, unit economics and the commercial role of CGI.
01
How to choose a new market without an expensive mistake
Reachable demand, evidence quality, economics and the criterion for the first pilot.
Open the analytical note →02How to validate international demand before a large investment
A ladder of signals: from a conversation to a concrete commercial commitment.
Open the analytical note →03International B2B: access to the buyer
When the market is made of hundreds of companies, precision matters more than reach.
Open the analytical note →04The economics of international growth
Why a profitable contract can still create a weak cash model.
Open the analytical note →05CGI in real estate as a commercial system
How visualisation works together with segmentation, pages, sales and analytics.
Open the analytical note →06Seven market-entry failure modes
Why the failure often starts long before the advertising campaign.
Open the analytical note →Decision methodEvidence map: stop confusing confidence with fact
Levels of evidence, cost of error, a decision log and the rule for when a hypothesis really changes.
Read →International growth12 months: an operating rhythm instead of an activity calendar
What has to be proven quarter by quarter and why scale begins only after commercial signals exist.
Read →Methods and practice
Deep notes instead of short placeholders
Every note includes the mechanism, the limits, the questions worth testing and a practical checklist. The text is written for the person who has to make a decision, not for a search robot.
01
AI search: visibility starts with source clarity
What changes before the click and how to build a source worth citing.
Open the analytical note →02First-party data and server-side measurement
Events, CRM, IDs, consent and data-quality control instead of another pile of tags.
Open the analytical note →03AI agents: value appears inside the process
Boundaries, control, action logs and a measurable pilot.
Open the analytical note →04Hypothesis system
How to turn tests into accumulated learning and better decisions.
Open the analytical note →05B2B demand through target accounts
Why twenty correct companies can be more valuable than a thousand leads.
Open the analytical note →06Creative as a system
Modularity, speed, human control and measuring learning.
Open the analytical note →07The website as a decision architecture
Conversion, proof, useful friction and downstream quality.
Open the analytical note →08Content as a system
Different content roles, editorial logic and measurement by job-to-be-done.
Open the analytical note →From analysis to action
Method becomes stronger when you can apply it to your own data
That is why the Lab is connected to the tool set: economics, funnels, markets, measurement, content, channels and readiness for international launch.
Capabilities
Go directly to a solution
Open the relevant APIS LAB solution directly. The order matches the common product matrix.