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Patterns

What repeats becomes a signal, with the proof behind each one.

A pattern is not something the customer said. It is a repetition across conversations, events and actions, found by a written rule, with the parameters you set. Every pattern points to the records that support it, applies for a set period and goes through the same access rule as the facts. The agent adjusts what it offers before the first word, and your company can explain where each signal came from.

How it works

Pattern foundexample

Third complaint about a technician visit in 90 days

Rule

Recurring complaint, version 3: three complaints on the same subject in 90 days

Evidence
  • Aug 4, 2026 · AppThe technician visit ran three hours late.
  • Aug 29, 2026 · WhatsAppThe technician came without the part. Visit rescheduled.
  • Sep 22, 2026 · PhoneThe technician never showed up.
Valid until

Nov 2, 2026

Reaches
  • Support receives it
  • Billing does not: its purpose does not allow it
  • A written rule, never a model’s guess: subject, count and window, with the parameters you set
  • Every pattern points to the records that support it
  • It expires at the end of its period and leaves the context on its own
  • Same access rule as the facts: each agent receives only what its purpose allows
  • A sensitive category never becomes a pattern: health, religion, politics, origin, sex life, union membership, biometrics and genetics
  • Before a rule goes live, you see how many customers it would have flagged in the last 90 days. A wrong pattern comes off in one click

The next agent can already show up knowing.

Tell us what you are building. The people who reply are the people who write the code.