Grey Mirror by JustLayMe

Grey Mirror White Paper: How Full-History Analysis Works

How Grey Mirror reads exported message histories, measures communication patterns and links findings to evidence. Read the methods, privacy terms and limits.

What does the Grey Mirror white paper cover?

It sets out how full-thread relationship analysis is done and what it refuses to claim: how an export is normalised, how participants are resolved, how metric windows are built, what counts as evidence for a finding, and where confidence drops. The argument throughout is that a claim about a relationship is only as good as the stretch of conversation it can point to, so every published finding carries its evidence window and its limits.

  • Normalisation: exports from iMessage, WhatsApp, Instagram DM and Android SMS are reduced to sender, timestamp, text and order before anything is measured.
  • Participant resolution: person-specific metrics are withheld until the participants are confirmed, because attributing behaviour to the wrong side is worse than asking.
  • Metric definitions: escalation, repair, timing drift, effort imbalance, reciprocity and future planning are defined in the metrics library rather than left as adjectives.
  • Validation: turning point detection reports 0% false positives on stationary threads across 40 synthetic threads per arm, with 100% detection and direction accuracy. A detector that finds a turning point in every thread would destroy the product claim, so the null is tested by circular block permutation.
  • Published data: aggregate findings across 29 de-duplicated histories totalling 4,600,611 messages from 20 accounts, computed per account, with the self-selection limit and six withheld measures stated alongside every figure.
  • Stated boundaries: no diagnosis, no prediction, no verdict about intent. Missing media, deleted messages and off-thread conversation are named as gaps rather than inferred.

Grey Mirror White Paper: How Full-History Analysis Works. How Grey Mirror reads exported message histories, measures communication patterns and links findings to evidence. Read the methods, privacy terms and limits.

The page explains the named communication pattern, the evidence needed to support it, and why Grey Mirror reads the full thread better than screenshot tools.

Whitepaper and supporting documents

The whitepaper is published in full, in both PDF and Markdown, alongside the benchmark results and the methodology it relies on.

Start here

More from Grey Mirror

Read the layers

Read the whitepaper from definitions to conclusions

Visual guide updated

  1. Operational definitions

    Start with what each measure is designed to count or compare.

  2. Methods and population

    Check the processing method, study input and limits on generalization.

  3. Interpretive claim

    Compare the conclusion with what the measured evidence actually supports.

Conceptual reading guide. This diagram explains what to inspect; it is not a customer report, diagnostic test or measured relationship score.
Use this guide on the question you came with

Cite the method and denominator alongside a result. Technical detail should make a claim easier to inspect, not harder to question.