Preserve the original argument
Core claims, tone, examples, and conclusions stay intact. We do not add ranking promises, fake cases, or unsupported statistics.
GEO article friendly
Retrofit old articles so answer engines can trust, quote, and summarize them.
Wenbyte Signal keeps the original point of view, rebuilds the structure, scores the article with a 99-point weighted model, and marks missing evidence as 建议补充 instead of inventing sources.
What changes
Old SEO articles become source-bound answer assets.
Rebuild structure for retrieval
The article gets a clear H1, summary bullets, H2/H3 hierarchy, steps, tables when useful, conclusion, and FAQ answers grounded in the original article.
Strengthen evidence discipline
Facts are separated into original-supported, externally verified, and suggested supplement items so AI systems can identify reliable passages.
Score before and after
Each rewrite includes a weighted scorecard, change notes, supplement list, and risk notes for content teams to review before publishing.
Weighted scoring
The 99-point weighted model.
| Dimension | Weight | What the audit checks | Common fix |
|---|---|---|---|
| Authoritative direct quotes | 16 | Whether expert, report, customer, or institution claims include original wording. | Mark missing source language as 建议补充原文引语. |
| Statistical data completeness | 14 | Whether each number has value, sample, time range, geography, method, and source. | Mark incomplete measurement as 建议补充数据口径. |
| Citability and traceable sources | 13 | Whether key facts can be traced to the original article, cited links, or verified sources. | Mark unsupported claims as 建议补充来源. |
| Heading hierarchy and answer structure | 12 | Whether headings, summary, steps, tables, conclusion, and FAQ make the answer easy to extract. | Rebuild as summary - method - evidence - action - FAQ. |
| Fluency and transitions | 10 | Whether paragraphs carry one idea, avoid repetition, and explain why each section follows. | Split long blocks and add plain transition sentences. |
| Semantic density | 8 | Whether entities, terms, user questions, and adjacent intents are covered naturally. | Define important terms once, then use consistent names. |
| Trust signals | 8 | Whether author, organization, method, scenario, update date, and limitations are visible. | Add known method notes or mark unknown details as suggestions. |
| Professional terminology | 6 | Whether domain terms are accurate and used consistently. | Normalize terms such as GEO, AI search, RAG, citation, and semantic density. |
| Robustness and boundaries | 5 | Whether claims include limits, counter-cases, and multi-source support when available. | Add scope notes without weakening the original conclusion. |
| Cross-domain connections | 4 | Whether the article connects to SEO, content marketing, knowledge base, or RAG use cases. | Explain transferable scenarios only when the original topic supports them. |
| Readable expression | 3 | Whether expert content remains short, clear, and usable by non-specialists. | Use plain definitions and compact paragraphs. |
The positive dimensions total 99 points. A risk-control penalty is applied when the draft contains keyword stuffing, over-optimization, fabricated data, or unsupported ranking guarantees; the final summary is normalized to /100.
Output contract
Every retrofit returns the article and the audit trail.
Supplement labels
Missing evidence is flagged, not fabricated.
建议补充来源
Use when a key claim needs a report, article, official page, customer proof, or cited source before publication.
建议补充数据口径
Use when a statistic is missing sample size, time period, geography, denominator, collection method, or source link.
建议补充原文引语
Use when the article paraphrases an expert, customer, founder, or report but does not include exact quotable language.
Risk boundary
Use when a claim depends on industry, market, date, audience, or platform behavior and should not be treated as universal.
Self-check use case
Use it before publishing or when upgrading old pages.
Best-fit inputs
Existing SEO articles, founder essays, product pages, comparison pages, white-paper sections, and agency client drafts that already have an argument but need stronger evidence and answer structure.
Not a fit
Topics with no original article, regulated compliance reviews, medical or financial advice, competitor takedown work, or requests to invent citations, studies, results, or AI ranking guarantees.
Method basis
Built from open GEO transformation instructions.
Uses a weighted, evidence-first rewrite process for existing articles.
Read sourceDefines the article-friendly workflow, scoring, output contract, and risk boundaries.
Read sourceApplied as a service workflow for article retrofits and AI-search publication QA.
Start audit