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Product note · DataFluxo4 min read

A list of CNPJ records is not yet company intelligence.

The official registry answers who exists. Commercial work starts afterward: understanding where that company operates, how it can be reached, and whether an observed fact still deserves confidence.

Written byAlexandre AndradeFounder · Product and engineering

Ten opportunities with source and context are worth more than one thousand rows nobody can defend.

01

The registry is necessary — and insufficient

Industry codes, municipality, size, registration status, and ownership are excellent starting points. They create a coherent universe, but they do not say whether a company has an active website, which professional channels it publishes, or when somebody last reviewed that information.

In the gap between a registry and actual use, teams accumulate large spreadsheets. The problem stops being company discovery and becomes the separation of useful signals from old, duplicated, or unattributed fields.

02

Enrichment should keep evidence beside the data

The DataFluxo engine looks for signals in public sources, relates each result to the official record, and preserves source page, observation date, and freshness state where possible. An email without context does not carry the same weight as a contact published on an official domain and observed recently.

Human curation does not disappear after automation. A person can confirm, correct, or reject a finding, and that decision should survive later refreshes instead of being silently erased.

03

What must remain explicit

A public source is not permanent truth. Websites change, teams move, and two pages may disagree. The product therefore presents evidence and freshness as observed states, not as an absolute guarantee.

The objective is not to automate commercial outreach. It is to reduce wasted work beforehand and give decision-makers better material for reviewing purpose, context, and quality.

This note records a decision and the state observed on its publication date. The product will continue to evolve.

Alexandre Andrade

DataFluxo

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