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03 / Methodology

The method, including its limits.

A readout is only worth the trail behind it. This page sets out what Meriax reads, what it does with the document, what it refuses to do, how output is checked, and the failure modes we already know about.

Product
AI-assisted analysis
Output
Dated, sourced readouts
Adviser status
Not an investment adviser
01

Data we read

Meriax works from material that is already public and can be checked by anyone. Each input is recorded with its date and identifier so a readout can be traced back.

  • Public company filings, including annual reports, quarterly reports and current reports.
  • Company announcements and press releases published by the issuer.
  • Historical price and volume series from a third-party market-data source.
  • Public sector and industry classifications used to assemble a stated peer set.

We do not use paywalled research, leaked documents, non-public information or purchased ratings. If a source cannot be named, it does not enter a readout.

02

What the model does

The model reads the source set and produces three things: a change detection pass, an anomaly flag and a short digest. It is a document and data tool, not an opinion engine.

  • Compares the current filing with the prior version and marks changed passages.
  • Flags unusual price or volume readings against a defined historical window.
  • Summarises the changed passages while keeping the source reference attached.
  • Formats the result as a dated readout with a visible source trail.

Inputs are public documents and historical series; outputs are descriptions of what changed. We do not promise an accuracy rate, a coverage rate or a particular result.

03

What it does not do

  • It does not give price levels, ratings or transaction instructions.
  • It does not tell you what to buy or sell, or how much to hold.
  • It does not give personalised advice or manage money.
  • It does not say where a price will go, and it does not call a market direction.
  • It does not rank securities as better or worse investments.

A readout describes an event in a document and the context around it. What you do with that is your decision, made with your own licensed adviser if you have one.

04

Validation

Every output carries a date, a source trail and a model version. A sample of readouts is read by a person against the underlying filing, with attention to changed numbers, quoted language and the source references.

When an error is found, the readout is corrected and re-issued with the correction noted; the original version stays in the archive. To report an error, email [email protected] with the readout date, the ticker and the passage in question. We do not publish a validation score because a sampled review is not an accuracy guarantee.

05

Known limitations

  • Filing scope can change between periods, so like-for-like comparison is not always possible.
  • One-time items, restatements and changed accounting language can distort a simple trend.
  • Halted, thinly traded or low-liquidity securities may have price and volume series with gaps.
  • Third-party data can arrive late, be revised, or carry an error we have not yet caught.
  • Document extraction can misread a table, a footnote or a cross-reference.
  • The model summarises what is in the source; it cannot know facts that are not in the record.

These limits are part of the product, not an edge case. A readout should be checked against the source before anyone relies on it.

06

No performance claims

We do not publish investment performance, a track record, a success percentage or a comparison against a benchmark. We do not claim that using the product improves a result.

The sample on the Market page is an illustration of format. Its figures are examples, not reported results, and it is not a current view. Past price or volume behaviour does not guarantee a future result.

Read the full risk disclosure