Platform

The architecture behind every application

Each Menlo Tech case is an instance of the same foundation: context, agents, mathematical decision and observability. Four capability families that support one another.

Family names are proposed labels for the reference architecture. A component is described as implemented only when there is public evidence; not every deployment contains every family.

Architecture map: choose a family

IntelligenceEngineAgentOSDecisionEngineIntelligenceObservatory
  • Intelligence Engine → Decision Engine: structured context becomes choices.
  • Intelligence Engine → Agent OS: context feeds planning.
  • Decision Engine → Agent OS: choices become actions.
  • Agent OS → Observatory: every action leaves a trace.
  • Observatory → Intelligence Engine: evaluation improves context and models.

Menlo Tech Intelligence Engine

Enterprise context and semantic retrieval.

Status: Proposed architecture

Responsibilities

  • Gather data from systems, spreadsheets, documents and email.
  • Resolve entities and link facts to sources.
  • Retrieve context by meaning and by relationship.

Technical components

  • Data connectors
  • Entity resolution
  • Knowledge graph
  • Semantic index (embeddings)
  • Model routing

Input and output

Input: Raw company data and its sources.

Output: Structured context, with origin and confidence.

Dependencies

  • Observatory (access and audit)

Business applications

  • RE/MAX: geographic graph and semantic retrieval.Illustrative example
  • Clave: field extraction from documents.Proposed architecture
  • Subway: portfolio structured from ERP, spreadsheets and email.Simulated values

Governance boundaries

  • Every fact carries a source and relations.
  • Access by defined purpose.
  • Menlo Tech Intelligence Engine: Enterprise context and semantic retrieval.
  • Menlo Tech Agent OS: Agent coordination, state and approvals.
  • Menlo Tech Decision Engine: Optimization, forecasting, simulation and allocation.
  • Menlo Tech Intelligence Observatory: Traces, evaluation, audit and governance.

Where each family appears in the cases

CaseIntelligence EngineAgent OSDecision EngineObservatory
RE/MAXIllustrative exampleIllustrative exampleIllustrative exampleProposed architecture
ClaveProposed architectureProposed architectureProposed architectureProposed architecture
Subway BrasilSimulated valuesPublished indicatorSimulated valuesPublished indicator

The matrix shows the status of what each case presents, not a claim that the family is in production.

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