Critical Research Agent: business-research guidance

A documented business-research skill prescribes contextual questions, five evidence pillars, source/confidence labels and approval of a research brief before creating a deck.

L2Research workflow Source Repository-documented Outcome Not empirically evaluated here

Evidence & verification

Source level

Repository-documented
Grounded in a maintainer repository/README. Availability, stars and forks do not establish research benefit or correctness.

Outcome verification

Not empirically evaluated here
A documented resource or intended workflow, not a demonstrated academic outcome. No empirical benefit is established by its inclusion.

Sources checked

2026-10-19 (UTC)

Commit-pinned primary documentation only; no independent execution or effectiveness verification. Selected source scope and qualifications explicit.

Source-checked does not mean independently reproduced. See the Method page for how these labels are assigned.

Sources (1)

Research applicability

Specific source-described business/market research method; no non-STEM or performed-study exclusion applied.

Getting started

Untested editorial guidance: read the pinned documentation and source limitations, choose an appropriate public/synthetic example, and plan source/output checks before any separately authorised trial. No trial was executed.

Maintenance

Repository commit and primary documentation observed2026-10-19; current service availability/long-term support not established.

License

Licence and third-party source rights not established by checked README; no licence admission requirement imposed.

Workflow & human oversight

Intended L2 business-research guidance: context questions, five evidence pillars, source/confidence tagging and triangulation lead to a brief, followed by approval before a deck. These are instructions/checkpoints, not verified enforcement or anti-hallucination effectiveness.

Workflow level is not an evidence score; higher is not better evidence.

Approach

README combines company credentials, market/category, audience voice, geographical variables and fit assessment. It requests arithmetic/trend/source/cross-pillar checks and confidence tags; such labels express a source policy, not a guarantee that claims are true.

Limitations

Full short README read; no underlying skill/code/model execution, benchmark or actual client/academic study. Production-grade, forces, validates everything and anti-hallucination language are source claims/instructions, not verified controls/effectiveness. Agreement of multiple sources can retain shared bias. Bilingual capability is claimed, not tested. No financial, strategic or investment recommendation produced. AI editorial source review only; no installation, source code execution, provider/model calls or outcome reproduction.

Reproducibility

Primary documents and exact commit preserved; source code, models and claimed outcomes were not executed/reproduced.

Adoption requirements

README names a Claude skill; precise installation, model/tool requirements and privacy/provider terms are not established by the checked README. Inspect original skill before any separately authorised trial.

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