Conversation infrastructure

A conversation engine that cannot make things up.

Deterministic state machines on official WhatsApp and voice channels. Fixed arithmetic scoring. Nothing in the loop writes its own answers.

  • Official Meta WhatsApp Business Platform
  • Auditable scores
  • Under 30 s to qualify

Architecture

One engine. Six stages.

Every conversation moves through the same pipeline, whatever the industry.

  1. Channel adapterOfficial WhatsApp Business Platform and dedicated voice trunks.
  2. State machineA finite set of states. Each reply is a fixed template.
  3. ScorerWeighted arithmetic out of 100. Same input, same score.
  4. RouterSends the conversation to the matching person or team.
  5. IntegrationsCalendar and booking systems, written to directly.
  6. Shared inboxA human takes over any conversation in one tap.

Guarantees

What the engine will not do.

Invent data
A price, a payment plan, a unit or a table slot is read from your inventory. One that does not exist cannot be sent.
Use unofficial routes
Official APIs only. That removes the ban risk that unofficial WhatsApp automation puts on your main number.
Hide a score
Every score has an audit log: the inputs, the weights, the result.
Use a generative model
No generative model decides, writes or prices anything. Every state change and every score is deterministic.

Verticals

One primitive, two presentations.

The same engine runs both. Only the vocabulary and the integrations change.

How the shared primitives appear in each vertical
PrimitiveReal EstateHospitality
EntityLeadGuest
OutcomeViewingReservation
Key variablesBudget, unit typeParty size, zone
SchedulerGoogle CalendarCoverManager / floor plan
InboxTeam inboxHost dashboard