Method

From open fieldto momentum score.

Riveln runs one engine. Agents read the open field, a language model classifies what they find, and every consumer brand resolves to a score you can interrogate. This page is the whole method.

The pipeline

Five stations, one machine.

01

Read

Agents read the open field continuously: threads, posts, comments, videos.

Posts, threads, comments, videos

02

Classify

The model reads every candidate mention and decides what it is: which brand, which niche, real talk or noise.

Brand, niche, context

03

Merge

Mentions dedupe and merge into one record per brand. One name, one record, however loud the field gets.

One brand, one record

04

Score

Each brand gets a momentum score from 0 to 100, normalized within its niche and smoothed over time.

0 to 100, niche normalized, smoothed

05

Deliver

Scores become a daily brief, dossiers on demand, and spike alerts, on the desk and in Telegram.

Brief, dossier, alert

The number

What the score means.

Range

0 to 100, recomputed continuously. The scale never moves. The reads move across it.

  • Chanel

    72.8

  • Pixi

    57.3

  • Laneige

    45.9

Figure a. The board's highest, middle and lowest reads today, three real rows on the one fixed scale.

Niche normalized

A niche of quiet forums and a niche of loud video are graded on their own curves.

Cosmetics

75 names

  • Chanel

    72.8

Confectionery

13 names

  • Crafters Zone

    67.8

Figure b. The loudest field and the smallest field on the board, real counts printed. Each is graded on its own curve, so the two leaders read on equal footing.

Smoothed

Momentum is a trajectory, not a single spike. One viral day cannot whipsaw the number.

Chanel

Rising

46.652.050.361.857.860.767.072.8
Figure c. Eight real mornings of the board's confirmed front runner. We publish the smoothed trajectory, not the daily noise, so one loud day cannot swing the read.

Scale recomputed continuously. Snapshot 2026-07-17.

Four reads

The four states of a name.

  • rising

    momentum building from a low base

  • hot

    high and still climbing

  • plateauing

    high but no longer climbing

  • fading

    momentum leaving the name

Discipline

Refusals, by design.

  • 01

    Thin data is labeled an early signal, never dressed as a verdict.

  • 02

    Every score traces back to mentions you can open and read.

  • 03

    Fads, giveaways and bought noise are filtered out.

  • 04

    No private data. The agents read the open field only.

The read

Read continuously, niche normalized, evidence linked

See the method working.

The same engine runs behind every Riveln desk. Open Prodrom to watch it read a board live, or ask us for a desk of your own.

Request accessMeet Prodrom

Jurisdiction

Built and operated in the European Union.

Residency

Signal data is processed and stored on EU infrastructure.