Reading our research
Research evidence and methodology
AllMind publishes research guides, comparisons, and explanations of its own products. This page explains how to interpret their evidence and check the support for a claim. Each article’s sources and stated limitations define what it can establish.
Our commercial interest
AllMind sells financial research software and data products. We have a commercial interest in the workflows and products discussed here, including comparisons with other providers. Read claims about AllMind in that context and inspect the supporting evidence.
Identify the kind of evidence
Public-source analysis
An interpretation of linked papers, filings, documentation, or other published material. Follow the cited source to check the claim, date, and scope.
A discussion of a benchmark does not mean AllMind ran that benchmark or achieved its published scores.
Documented comparison
A comparison supported by the documentation and sources identified in the article. Check which capabilities, versions, and access conditions the comparison covers.
Documented capabilities are different from results observed in a shared test. Do not assume hands-on access unless the article describes it.
Product methodology
AllMind’s explanation of a product, data method, or workflow. Read the stated inputs, definitions, and limitations alongside the description.
An explanation of how a product works is not an independent evaluation of its accuracy or performance.
For examples, read the financial research benchmark guide and AllMind’s fundamentals methodology. The first interprets external research; the second describes AllMind’s approach to data.
Distinguish a proposed test from reported results
A prompt, example schema, or evaluation protocol explains a method. It does not establish that a product was tested. When an article reports a product run or dataset study, look for:
- The task, sample selection, source documents, and test date.
- The product or model version, settings, prompts, and access conditions.
- The actual outputs, answer key or grading criteria, and treatment of errors or missing answers.
- The available supporting artifacts and any access or reproduction limits.
Read a result within those conditions. A model’s score on an external dataset does not establish the performance of a different product, task, or source collection.
Read the byline, dates, and revision notes
Linked bylines lead to contributor profiles and their published articles, including Anwaar Malik and Rida Malik. A byline identifies the contributor; it does not establish independent review. Where a reviewer and review scope are explicitly named, interpret the review within that scope.
The publication date identifies the original article. An updated date identifies a recorded revision, and a revision note, where provided, explains the change. An update does not mean every linked source, product capability, or quoted result was checked again. Look for source-specific dates and limitations in the article itself.
Report a correction
Email anwaarmalik@allmindinvestments.com, or use the contact form and choose Support. Include the article URL, the specific claim or passage, and a source or explanation for the correction. For a broken citation, include the affected link and a replacement source if you have one.