See where a draft uses explicit transitions and what relationships those signals express. The analyzer recognizes common addition, contrast, cause, example, sequence, and conclusion markers, then reports uncovered sentence boundaries for review. It helps writers diagnose mechanical or missing connections without suggesting that every sentence needs a transition word; coherent order and repeated key terms often connect ideas implicitly.
The report maps transition phrases to sentence positions and semantic categories, then lists boundaries with no explicit signal.
Transitions can be implicit, and the same phrase can serve different roles in context. High coverage is not automatically better.
Input: The first trial produced inconsistent results. However, the revised procedure reduced measurement error. For example, the team calibrated each sensor twice. The final readings were therefore more reliable.
Expected check: The report identifies and organizes the relevant patterns in this sample, with sentence or component details that can be verified against the input.
Processing occurs locally in the browser with deterministic JavaScript rules. Sentence boundaries, word forms, cue phrases, and labeled fields are analyzed without an external API.
Heuristics cannot fully interpret syntax, meaning, disciplinary conventions, or source credibility. Treat the report as a revision checklist, not a definitive evaluation.
It uses transparent rule-based text patterns, so it is useful for screening and revision but cannot replace contextual reading or full linguistic analysis.
No. The analysis runs in your browser, although files you later save or share are outside the tool’s control.
You can use the report to revise or organize your own work, but verify every classification and follow your institution’s authorship and citation rules.
Abbreviations, unusual punctuation, discipline-specific terms, implied relationships, and syntactic ambiguity can all affect heuristic analysis.
Return to the original passage, inspect each flagged item in context, and make only changes that improve accuracy, clarity, or argumentative structure.
| Field | Meaning |
|---|---|
| Findings | Patterns detected by the tool’s documented rules |
| Context | Sentence or component used for manual verification |
| Export | Structured data for later review |
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