Structural Patterns to Avoid
The checks below are editorial prompts for clarity and style, not reliable indicators of authorship. The examples are constructed. Preserve supported claims, actors, and quantities; revise only when it improves clarity, accuracy, or fit for the requested register and format.
1. Participial -ing Tack-Ons
A comma followed by an -ing phrase can make a sentence feel padded when the phrase adds no concrete information.
Less direct version:
The team launched the product, revolutionizing the industry. The temple was built in 1850, symbolizing the community's enduring faith. As of 2008, the population stood at 56,998, creating a lively community.
More direct option:
The team launched the product and revolutionized the industry. The temple was built in 1850 and symbolizes the community's enduring faith. As of 2008, the population was 56,998. [Add a specific supported description of community life only if relevant.]
Rule: Remove a clause only when it adds no useful information or its claim is unsupported. Otherwise, retain its claim and state it directly or in a separate sentence.
2. The Rule of Three
Lists can feel formulaic when they repeatedly use the same number of items.
Less direct version:
The conference features keynote sessions, panel discussions, and networking opportunities. The design is bold, innovative, and timeless.
Keep the original list when the items form a real group:
The conference features keynote sessions, panel discussions, and networking opportunities. The design is bold, innovative, and timeless.
Rule: Use prose when it reads more naturally. Keep bold labels and colon-separated descriptions when they help readers or the requested format.
3. Negative Parallelisms
"Not just X, but also Y" / "It's not X, it's Y" / "Not only X, but Y"
Less direct version:
This is not just a memoir — it's a love letter to the city. The painting represents not merely an artistic achievement, but a cultural milestone.
More direct option:
It's a memoir and a love letter to the city. The painting is both an artistic achievement and a cultural milestone.
Rule: State what something IS. Don't frame it as a correction of what someone might wrongly think.
4. False Ranges ("From X to Y")
Vague figurative spectrum using "from X to Y" where no real scale exists.
Less direct version:
From intimate gatherings to global movements, the organization has made its mark. From beginners to experts, everyone can benefit. From the singularity of the Big Bang to the grand cosmic web...
More direct option:
The organization has made an impact in intimate gatherings and global movements. Beginners and experts can benefit. The discussion covers the Big Bang singularity and the cosmic web.
Rule: Only use "from X to Y" when there's a real, identifiable midpoint on a real scale.
5. "Despite Its... Faces Challenges" Formula
The formulaic challenges-and-future-prospects ending.
Less direct version:
Despite its industrial prosperity, Korattur faces challenges typical of urban areas, including... With its strategic location and ongoing initiatives, Korattur continues to thrive.
More direct option:
Korattur is industrially prosperous but faces typical urban challenges, including... It also has a strategic location and ongoing initiatives, and continues to thrive.
Rule: Name problems with source-supported evidence. Retain relevant context and outlook, but explain the relationship instead of using a stock pivot.
6. Copula Avoidance ("Serves As" / "Stands As")
Elaborate verb phrases can obscure a simple state or action.
Less direct version:
Gallery 825 serves as LAAA's exhibition space for contemporary art. The gallery features four separate spaces. She holds the distinction of being the first female director.
More direct option:
Gallery 825 is LAAA's exhibition space for contemporary art. The gallery has four separate spaces. She was the first female director.
Rule: Use "is," "are," "has," "was." Simple copulas are not boring — they're clear.
7. Superficial Analysis Padding
Generic commentary attached to facts that need no commentary.
Less direct version:
The city has a population of 56,998, creating a lively community within its borders. The inscriptions offer valuable insights into the construction of the mosque. These citations illustrate the enduring relevance of his work.
More direct option:
The city has a population of 56,998. [Retain a supported description of community life if relevant.] The inscriptions provide evidence about the mosque's construction. These citations show the continued relevance of his work.
Rule: If the analytical statement could apply to literally any subject, it adds nothing. Delete it.
8. Elegant Variation (Synonym Cycling)
Cycling through synonyms to avoid repetition can make prose less clear.
Less direct version:
Soviet artistic constraints... non-conformist artists... their creativity... the confines of state-imposed artistic norms... the artistic aspirations...
More direct option:
Soviet artistic constraints restricted artists' creative work and aspirations.
Rule: Repeat words when clarity demands it. Don't cycle through "constraints / confines / norms / limitations" to avoid saying the same word twice.
9. Em Dash Overuse
An em dash (—) is one punctuation option; in Indonesian prose, a comma, period, colon, or parentheses may read more naturally in some contexts.
Less direct version:
The article complies with policies — including WP:V, WP:RS, and WP:BLP — with all claims supported by multiple sources.
More direct option:
The article complies with WP:V, WP:RS, and WP:BLP, with all claims supported by multiple sources.
Rule: Prefer commas, periods, colons, or parentheses for new prose in this skill. Preserve dashes in quotations or when the requested format or style calls for them.
10. Vertical Lists with Bold Inline Headers
Formatting everything as bullet points with Bold Header: description.
Less direct version:
- SEO: Traditional methods for improving visibility...
- AEO: Techniques focused on optimizing content...
- GIO: Strategies for ensuring businesses are cited...
More direct option:
- SEO: Traditional methods for improving visibility...
- AEO: Techniques focused on optimizing content...
- GIO: Strategies for ensuring businesses are cited...
11. Undue Emphasis on Notability/Media Coverage
Painstakingly listing every source that covered the topic to prove it matters.
Less direct version:
Her views have been cited in The New York Times, BBC, Financial Times, and The Hindu. The mall maintains a strong digital presence, particularly on Instagram.
More direct option:
Her views have been cited in The New York Times, BBC, Financial Times, and The Hindu. Cite the specific reports and explain their relevance. The mall maintains a strong digital presence, particularly on Instagram.
Rule: Cite the reporting that supports the point. Mention coverage when relevant, and explain why.
12. Overuse of Boldface
Mechanically bolding every key term, proper noun, or concept.
Less direct version:
A leveraged buyout (LBO) uses debt financing to let private equity firms control businesses using the company's assets and future cash flows as collateral.
More direct option:
A leveraged buyout uses debt to let private equity firms control businesses; each company's assets and future cash flows secure the loans.
Rule: Bold sparingly. In most prose, bold nothing at all.
Bahasa Indonesia: Structural Patterns to Avoid
Indonesian writing has language-specific editorial considerations beyond the English patterns above. The checks below are heuristics for clarity and natural phrasing, not statistically validated signs of AI authorship. They do not apply uniformly across models, prompts, genres, or writers.
BI-1. The "Kesimpulan" Compulsory Ending
An explicit "Kesimpulan" (Conclusion) section is useful in some formats, but can feel unnecessary in a short article or informal piece.
Less direct version:
Kesimpulan
Dengan demikian, dapat disimpulkan bahwa festival ini memiliki peran penting dalam melestarikan budaya lokal dan memperkuat kohesi sosial masyarakat.
More direct option:
Festival ini melestarikan budaya lokal dan memperkuat kohesi sosial masyarakat.
Rule: Use a section titled "Kesimpulan" when the genre or requested format calls for one. Otherwise, a final prose paragraph may be enough.
BI-2. The "Di Era Modern Ini" Opening
Temporal framing such as "Di era modern ini" can delay the point when the specific context is not needed.
Less direct version:
Di era modern ini, teknologi memainkan peran yang semakin krusial dalam kehidupan manusia. Seiring perkembangan zaman, semakin banyak orang yang menyadari pentingnya... Dalam konteks globalisasi yang terus berkembang...
More direct option:
[Peristiwa spesifik] terjadi di [lokasi] pada [waktu].
Rule: Start with the most useful context, fact, scene, or claim. Use a time frame when it matters.
BI-3. "Tidak Hanya... Tetapi Juga" Parallelism
The Indonesian equivalent of "Not only X, but also Y" can become repetitive if used as a default contrast.
Less direct version:
Pelatihan ini tidak hanya meningkatkan kompetensi peserta, tetapi juga memperkuat jaringan profesional mereka. Festival ini tidak hanya menjadi hiburan, tetapi juga sarana pelestarian budaya.
More direct option:
Pelatihan ini meningkatkan kompetensi peserta dan memperkuat jaringan profesional mereka.
Rule: Keep the contrast when it clarifies a real distinction; otherwise state the point directly.
BI-4. "Merupakan Salah Satu" Importance Inflation
The phrase "merupakan salah satu X yang paling Y" can inflate importance without giving evidence.
Less direct version:
Jakarta merupakan salah satu kota dengan perkembangan ekonomi yang paling pesat di Asia Tenggara. Teknologi ini merupakan salah satu inovasi terpenting yang pernah ada.
More direct option:
[Kota] tumbuh [angka] pada [tahun], lebih cepat daripada [kota pembanding].
Rule: Quantify or compare specifically. "Salah satu yang terpenting" says nothing — show the evidence.
BI-5. Missing Discourse Particles
Discourse particles such as nah, sih, dong, deh, lho, nih, tuh, kan, kok, ya can suit conversational Indonesian; they may be out of place in formal prose.
Less direct version:
Hal ini menunjukkan bahwa pentingnya memahami konteks sosial dalam pengambilan keputusan.
More direct option:
Jadi, konteks sosial perlu dipahami saat mengambil keputusan.
Rule: Use particles only when they fit the register and voice. Their presence or absence does not establish authorship.
BI-6. The "Di Sisi Lain, Terdapat Tantangan" Formula
A generic "challenges" pivot after every positive statement can feel formulaic.
Less direct version:
Di sisi lain, terdapat beberapa tantangan yang perlu diatasi, seperti keterbatasan sumber daya dan rendahnya kesadaran masyarakat. Namun, dengan upaya yang tepat, tantangan ini dapat diatasi.
More direct option:
Sumber daya yang tersedia ialah [jenis atau jumlah sesuai sumber], sedangkan [kendala lain] masih perlu diperiksa.
Rule: When mentioning problems, name those supported by the source. Avoid vague optimism that does not advance the point.
BI-7. Nominalization Overload
Heavy noun phrases can make prose bureaucratic when a simple verb would be clearer.
Less direct version:
Pelaksanaan program pelatihan vokasional ini dilakukan dalam rangka peningkatan kompetensi tenaga kerja. Pengembangan kapasitas sumber daya manusia merupakan prioritas utama.
More direct option:
Program pelatihan vokasional ini bertujuan meningkatkan kompetensi dan kesiapan tenaga kerja serta mempercepat adaptasi mereka. Prioritas utamanya adalah mengembangkan kapasitas sumber daya manusia.
Rule: Prefer verbs over noun derivations. "Melatih" not "pelaksanaan pelatihan." "Mengembangkan" not "pengembangan."
BI-8. "Di Mana" as Relative Pronoun
The relative "di mana" can sound like a literal translation of English "where" in some sentences.
Less direct version:
Ini adalah sebuah program di mana peserta akan mendapatkan pelatihan intensif selama tiga bulan. Kami memiliki sistem di mana setiap anggota dapat mengakses data secara real-time.
More direct option:
Dalam program ini, peserta akan mendapat pelatihan intensif selama tiga bulan. Sistem kami memungkinkan setiap anggota mengakses data secara real-time.
Rule: Rewrite "di mana" relative clauses as direct sentences.
BI-9. Always-Formal Pronoun Use
Choose among "Anda," "kamu," "lo/lu," or "gue/aku" according to register and audience.
Formal version in a casual article:
Anda mungkin pernah mengalami hal serupa. Apakah Anda sudah mencoba solusi berikut ini?
Casual option:
Pernah ngalamin hal serupa? Sudah coba solusi ini?
Rule: Match pronoun register to the requested context and keep it consistent unless there is a reason to shift.
BI-10. "Dapat Dilihat Bahwa" Padding
Passive epistemic constructions such as "dapat dilihat bahwa" can add words without adding information.
Less direct version:
Dari data tersebut, dapat dilihat bahwa terdapat peningkatan yang signifikan. Dapat dipahami bahwa fenomena ini merupakan cerminan dari kondisi sosial yang lebih luas. Perlu dipahami bahwa konteks ini sangat penting bagi pemahaman kita.
More direct option:
[Indikator] naik [angka] dibanding [periode sebelumnya].
Rule: State the finding directly, preserving any measurement and qualification that matters. Remove "dapat dilihat bahwa," "dapat dipahami bahwa," or "perlu dipahami bahwa" only when the phrase adds no meaning.
Editorial Checks for Structure
Detectors estimate authorship and can misclassify human writing or AI-assisted writing. Editing for sentence variety does not guarantee a detector outcome. Use the following checks to improve the draft itself:
Repeated argument cadence
A draft may repeatedly introduce context, expand, add a contrast, and resolve. That structure is useful when the argument calls for it; change the order when repetition obscures the point. Do not force unresolved endings or omit needed context to imitate a supposed human pattern.
Repeated sentence openings or lengths
Notice if several nearby sentences begin the same way or have a similar rhythm. Vary them only where it improves flow. Do not target a word-count range or alternate short and long sentences mechanically.
Paragraphs and lists
Use paragraphs and lists according to the relationship between ideas and the requested format. Combine fragments that belong together; split dense blocks where a pause helps readers. No fixed paragraph or list count makes text more human.
Symmetric hooks and tidy endings
Contrasts such as “Many people think X. The reality is Y” and concise conclusions can work. Look for repetition, then keep, revise, or remove them according to meaning and voice, not a model stereotype.
Specificity and texture
Prefer concrete details when the source provides them. Do not invent anecdotes, errors, informal asides, or rough edges. Preserve the author's actual register and any real uncertainty.