Menlo combines applied mathematics, AI agents and systems engineering to turn operational processes into measurable outcomes, with clear rules and people where there is uncertainty.
How intent algorithms and AI agents turn a property search into a conversation with context, from the first request to the keys.
A Menlo film about the RE/MAX and Clave cases: the optimization flow with AI and agents, from search intent to the right page and support for the broker. Scenes from the application in a demonstration environment.
Choose a stage to see what goes in, which rule decides, who executes and when a person steps in.
Demonstration record: invoice T-0421
Invoice T-0421 arrives from the ERP and from a store spreadsheet: two sources, the same due date.
A demonstration with synthetic data, based on the Subway Brasil tour. The values are not measured results.
Two examples to play with: how a decision changes under constraints, and how every fact in the system carries its origin.
More contacts recover more, but each one yields less and costs money. Drag the point to see where it pays off, and where the network’s policy sets a limit.
Every fact in the system has a source and relationships. Tap a node to see what it is, where it comes from and what it connects to. Drag nodes to rearrange.
The AI acts on its own within the company’s policies and calls a person when a limit is exceeded. Change the request and watch the decision.
A franchisee’s request
Discount up to 10%: within the limit
Up to 6 installments: within the limit
Confidence of at least 80%: within the limit
Decision
Event log
Send a request to see the log.
A simulation with illustrative limits (10%, 6 installments, 80%). Each client sets its own policies; Menlo executes within them.
Each case has an interactive tour that shows the algorithms, formulas and parameters behind the system. What is real data, simulation or proposal is always labeled.
Real Estate
Programmatic pages and real estate market intelligence
Demand data, geographic entities and eligibility rules become a coordinated digital operation: from demand discovery to staged publishing and property inventory management.
Operations & Finance
From a mortgage request to handing over the keys
A mortgage application moves through identity, documents, three banks in parallel, contract and registration, coordinated by agents and supervised by people. Clave checks; only the bank approves.
Franchise Revenue
Collections across a network of about 1,500 stores
Indicators from the Subway Brasil collections operation, published by Menlo.
Source: menlopagamentos.com.br/subway. Also published: first response within 1 minute in 100% of cases, 24/7 service and positive ROI in the first year, with no public percentages.
We start with processes that have volume, rules and recurring exceptions.
A system’s advantage lies in understanding how a process works, where its exceptions are and how to prove the result.
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