MAS.Ai is now delivered only to existing paying customers. Further development has stopped.
The human consultative offering will be discontinued or replaced by AI and robotic systems. New development effort is focused on Entriva.ai.
Read the fieldnote explaining the change
The system already built
MAS.Ai was built as commercial intelligence for law firms around a simple question: can observable changes in the market help a law firm understand possible legal demand earlier and act on it more intelligently?
Where it started
The project grew out of the working problem: Can law firms detect demand before the buyer starts looking for legal help?
That problem is still open. Built does not mean the thinking is finished.
What we built
MAS.Ai turns observable market changes into structured commercial intelligence that can be investigated, matched to relevant law firms and lawyers, and followed through to real outcomes.
The work produced a real system and a public surface around signals, need, fit, timing, authority and outcomes. That history remains visible while the system is delivered to existing paying customers.
Live
What I am learning from it
Building MAS.Ai has made the commercialization problem more precise. Detecting a signal is not the same as identifying a need. Identifying a possible need is not the same as being the right firm or lawyer. And producing a recommendation is not the same as learning whether it was right.
That is why the work increasingly connects observation, hypotheses, matching, evidence, human decisions and outcomes rather than treating lead generation as the whole problem.