Introduction: Having a losing season?

Fact: Most business content fails.

Most business content never ranks highly on search engine results pages or gets much, if any, engagement from readers. Most websites quit dealing with comments a long time ago, and now AI summaries hand users answers before they need to click on your site.

So, writers write content and people either ignore it, power-scroll and skim it, or get the gist of it from Gemini, then never mention it or think about it again.

Why does most business content fail? Probably because it didn’t say anything new or exciting and just sat there on the page, oversized chunks of a 12-point system font stating something marginally original and every so often shoehorning in an SEO keyphrase like optimize your CRM 2026. To put it succinctly:

[!NOTE] Business content usually fails because it is boring.

And readers, having limited time and an even more limited attention span, have little patience for the boring.

People get bored when they try to read content that has nothing to do with them or their life, meanders around the point, contains inaccuracies, obscures its important information with excessive wordiness or layers of industry and corporate jargon, or makes generic, unopinionated conclusions that add nothing to the conversation.

How can you tell if B2B content will be boring to readers? Simple:

[!NOTE] If you’re bored editing it, they’ll be bored reading it.

The boredom antidote: Remember what your audience wants, hates, and tolerates

Boredom results when content writers and editors don’t work with the reader first and foremost in their mind. The busy, preoccupied, overscheduled, meeting-numbed, just-trying-their-best reader who doesn’t have enough money or time, and is now taking a few minutes to read a business article, probably on their lunch break that they hardly ever take. (This reader may use AI to write things, but most likely does not enjoy reading obviously AI-generated content.)

Keep that reader in mind, always. What do they want? (Both in their career and in life?) What drives them nuts at work? What is it they need to hear? Want to hear? (They’re not always the same thing.)

If you edit for that person, every piece of content you publish will be better. (And so will that reader’s lunch spent reading your stuff.)

Speaking of that reader, there is one thing you can know about them for sure, and that’s a question they ask themselves roughly 10,000 times per day:

Hey, what’s in it for me? (Every reader’s big question)

Every reader, as one of my first editors liked to say, is listening to the same radio station: WIIFM. As in, what’s in it for me? Why am I reading this now? We all subconsciously ask it every time we’re confronted with text on a page.

This question is actually three questions in one:

• Does this topic matter?
• Does this topic matter to our readers?
• Does this topic matter to our readers right this second?

Your very first task editing B2B content is to make sure it passes this three-point test. Once it’s confirmed relevant, now it has to answer the reader’s question: what’s in it for them?

And when the content occupying the reader’s attention is business content, their desired answers to that question are fairly obvious:

• I want to make more money.
• I want to have more time away from work (but hopefully not lose money).
• I want to level up (learn a new skill, get a promotion, be a more effective boss), ideally without spending ridiculous money.
• I want to start, buy, improve, or sell a business (and make ridiculous money).
• I need to solve a business problem (that is affecting my money).
• I want to retire (with more than a decent amount of money).

Whether you call them business tips or work hacks, most business content boils down to one of the above, and if you think about it you can really boil most of the above down to two general wants: I want to spend less time at work, and I want to make more money. Most other motivations feed into those two.

Hiring better employees and streamlining your team both have the same goal motivating them. So does implementing AI for efficiency or finding a cheaper way to manufacture the product. So does building your authority online and getting people to save your Instagram checklist posts. Even optimizing your CRM in 2026, whatever that actually involves, is about that.

If your content doesn’t clearly help readers make money or save time, they will probably abandon your page.

What B2B editing is all about (spoiler alert: not grammar)

When I say editing, I’m not talking about just correcting errors. That’s only a fraction of the work editors do. A sentence can be grammatically perfect, but confusing. A white paper can contain accurate research while making no compelling argument. A publication’s cover story can have flawless punctuation while burying the most interesting information in the final paragraph and showcasing chart after chart of incomprehensible data in 8-point Arial Narrow.

Editing helps content become more useful, make greater sense, tell the reader why they should care, and add value to your organization. All in the service of helping the reader work more efficiently and make more money in the process.

For B2B publications, editing is also where content becomes a trustworthy partner. Buyers make expensive decisions based on information you present. Every rambling sentence, unsupported claim, inconsistent statistic, unrealistic assumption, or vague recommendation quietly erodes confidence.

How deeply should you edit?

Before touching the draft, agree on the level of edit. A proofread catches surface errors. A copyedit corrects language, consistency, and basic factual problems. A substantive edit can reorganize sections, challenge the premise, request new reporting, cut unsupported claims, and rewrite for the reader. Calling all three “an edit” can make writers feel ambushed when they see the end result.

Regardless of the depth of your edit, it’s important to preserve the contributor’s authority. Do not replace a subject-matter expert’s language without asking a few questions. Ask the expert what the expert means, then make that meaning clear and do not let it ramble. If the end result sounds like it could have been written by anyone, you’ve edited too deeply.

Content type changes the edit

A single editing checklist can’t cover every type of assignment. The job changes with the format, and each format creates certain expectations:

• A survey or research report needs a transparent methodology, consistent denominators, careful labels, and charts that say the same thing as the running text.
• A roundtable needs a real organizing idea. Group answers by theme when the conversation becomes repetitive, but do not manufacture agreement the participants did not express.
• A news piece needs the news high in the story, a clear time element, confirmation from reliable sources, quotes from real people that don’t repeat what’s already been stated, and no conclusion stronger than the reporting supports.
• A human-interest feature needs scenes, descriptive details (remember the five senses), people, quotes from those people, stakes, and movement, not just a chronology of everything that happened. It also needs the why behind people’s actions.
• An interview or Q&A needs questions short enough to disappear behind the answers, letting those answers take center stage. Cut verbal clutter without changing the speaker’s meaning or personality.

The unique reader expectations each format creates are important, especially if they’re absent. For example, if you give people a human interest feature without any quotes from humans in it, they will not like it, even if they can’t put their finger on why. So always edit with format-specific expectations in mind.

Good editing fixes mistakes and makes little margin notes about dangling participles.

Great editing improves clarity, which improves thinking. (And has the power to open wallets.)

B2B editors wear many hats. SEO is one more

In 2026, great editing also means taking responsibility for baking SEO and GEO principles into content from the minute you begin editing.

Google has historically described its search systems as using hundreds of signals or clues, but those signals are not a public recipe an editor can work through one by one. Google’s current guidance for both traditional and generative search comes back to the same foundation: useful, reliable, original, people-first content that can be crawled, understood, and connected to a trustworthy source.

Call the play If you want a tour of the factors SEO practitioners watch, this Backlinko overview is useful background on more than 200 of them. Treat it as an industry interpretation, not a list supplied by Google. For primary guidance, start with Google’s people-first content questions and its guidance for generative AI search. The good news is that many of the fundamentals are directly influenced by high-quality writing and editing. Your specialty.

Eight layers of B2B editing, plus one everyone forgets

Most non-editorial folks think editing means fixing grammar. That is part of it. A small part.

Professional editors move from largest decisions to smallest, and grammar is not a large decision: correct vs. incorrect. Or, less often, slightly incorrect vs. inappropriate. I like to say that it’s sometimes appropriate to be wrong, but always wrong to be inappropriate.

Big Decision 1: Purpose. “Why do I want to read this now?”

Why are you publishing this content, and why now? (You remember the two most common answers: more money, more free time.)

Other verbs that can help lead to more money or more time include:

• educate
• persuade
• explain
• compare
• generate leads
• answer a question

Read and consider the whole article

First, decide if the topic and scope of the article are appropriate. Very basic. But if you’ve been in B2B editing any length of time, you know contributors don’t always stick strictly to the assignment. Having the occasional writer go rogue and send you something completely different (or dust off something from their archive) happens.

So before you go one step further with an edit, identify answers to the following questions:

• What outcome does this article promise the reader? Again, money or time. Quantified if possible.
• Is that outcome reasonable, or is the scope too large? You probably won’t get good coverage of “How to Start a Business” in 1,000 words. But “How to Land a Meeting with an Angel Investor” could fit.
• Is each piece of advice truly actionable? It should make clear how to take action, without raising more questions. For example, “Contact an angel investor” isn’t very actionable. How do you find one? Where do you look? How do you know what kinds of projects they want to fund? Visiting a website to do a search for investors who might be interested in your product is much more actionable.
• Bonus points if the content contains at least one thing the reader can do right now, today, to progress toward the outcome. (Then you can write irresistible display-copy catnip like “Try This Trick to Get $5 Richer Five Minutes from Now.”)

Call the play Start a simple text file, in a program like Text Editor or Notepad, to keep track of decisions you make about the digital version of the article. Software developers call this an ADR, or architectural decision record, so I call it my EDR, editorial decision record. Save it in the same folder as the article. If you’re not doing a printed version first, just make it the first page of your article document so it’s right up front for whoever will post it.

Big Decision 2: Audience. “Why do I want to read this now?”

Who is your target audience? It’s never everyone. Especially in business publishing.

An engineer needs different information than a CEO. A procurement manager needs different information than a software developer. And within each job title are levels: Your junior sales rep faces different challenges than the national sales manager.

Great editing constantly adjusts detail, vocabulary, and examples for the intended reader, with that reader’s wants, pain points, daily routine, nagging life details, and typical cash flow in mind.

Relevance is everything. If readers don’t perceive “this is for me,” or even better, “wow, how did they know?” when they skim a title, they’ll click the “back” button.

The audience decision also determines what you can safely leave unexplained. A CFO may know what EBITDA stands for but still need help interpreting a manufacturing tolerance. An engineer may understand the tolerance and need the financial abbreviation translated. (It means Earnings Before Interest, Taxes, Depreciation, and Amortization, which I learned from the WeCrashed series on AppleTV, but I still had to look up what the I stood for just a second ago.)

Expertise is not a single ladder with beginners at the bottom and experts at the top. It is uneven. Edit for the knowledge your particular reader is likely to have, not the knowledge an imaginary “professional audience” ought to have.

If you’re truly not sure, define a term on first reference, as briefly as possible, within text and keep going. What you don’t want is for a reader to stop reading because they don’t understand something. The reader who knows will gloss over brief definitions, and the reader who doesn’t will think “Oh, OK,” and keep reading. Both good things.

Call the play Write one sentence naming the reader, the situation they are in, and the decision they need to make after reading the thing you’re editing. If your sentence contains “everyone,” start over. Almost everything is for someone, but nothing is for everyone.

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Big Decision 3: Accuracy. “Is this for real?”

This is where editors verify:

• Statistics
• Quotations, people’s names, people’s job titles
• Product and company names
• Technical terminology
• Links
• Dates
• Regulations
• References (footnotes and endnotes)

One incorrect statement presented as fact can undermine an otherwise excellent article. (Though, publishing a correction to an online article offers a good trust signal to Google, ironically.)

Just check everything

If you’ve got AI involved in the generation of content, it becomes even more important to check everything. And I mean everything. Thanks to large language model training rewarding accurate language construction without considering the truth of the statements being constructed, every line AI generates will sound plausible, but possibly not be factual. The icing on the cake that is editing.

Since most of your contributors are likely using AI at some level to help them with their writing, this means you could be up against remnants of confident AI bluffing as you edit.

Verify stats and quotes

I start with the basic Google search to confirm most facts: Google it and see what comes up. (Don’t rely on the AI summary for confirmation; while they have gotten much more accurate, I feel better if I can note a primary source as proof.) I keep a simple text file of these verifications in the same folder with the content I’m editing. (This way you can see the text in the preview pane instead of having to open it…saves just a few seconds, but they add up.)

Double-check product and company names

This step can feel like wandering into quicksand, especially if the company or product in question is fond of “camelCase,” putting capital letters midstream, or lower-case letters at the beginning. (Thanks, iPhone.)

In B2B work, you will generally encounter companies that fall somewhere between these two extremes, which you will also encounter a few of:

1. Those who care a great deal about the proper presentation of their company name and product names, including regional pronunciation, type treatment, color, gradient, size, and drop shadow angle.
2. Those who spell their company name differently every time they type it in. On their website, it’s WidgetMania; their press release, Widget Mania; their product brochure, Widgetmania; and for the annual buyers guide, widgetMania, Inc., with a strongly worded objection when you mention you’re taking that comma out. Signed by the head of marketing at WIDGETMANIA, INC. Product and company names will be a constant back-and-forth game of “I thought I took that comma out” vs. “they want the comma in even though they don’t use it in their own logo” until editorial agrees with sales on the “source of truth” for the presentation of those names. I suggest a shared spreadsheet that can document the decisions. How you determine who checks the names with the company reps is one of those things that, thankfully for me, is up to you.

Check references

References, whether styled as footnotes, endnotes, or notations within body text, should do three things:

1. Refer to real research in a real publication.
2. Be relatively recent date-wise.
3. Support the thing you’re saying.

You can usually tell AI has been involved in an article when you click a reference link and it’s dead, then you Google the study title and nothing comes up. Don’t waste too much time looking; if it doesn’t surface right away, time to email the author and ask for a corrected reference.

If a reference is not clearly recognizable as an out-and-out AI fabrication, it can still come back to bite you due to being:

A bogus fact, attributed to a real study in a real publication. (75% of people never proofread, says the U.S. Census Bureau in its latest census.)

A bogus fact, attributed to a fake study in a real publication. (And of that 75%, 80% don’t care, says a Harris Poll report, “Disturbing facts about Americans.”)

A real fact, actual source unknown, attributed to a fake study in a fake publication. (The majority of communication is nonverbal, according to the 2026 Speech and Debate Special Report, a publication of the League of National Averages.)

I was once editing a piece that quoted a survey in a past issue of the same publication, an annual survey I had edited for several years. So, I knew the publication was real, I knew the survey title was real…but I knew the quotation was not. It sounded like something we might have written, but it wasn’t. Plausible, yet not quite a fact. Not helpful.

Now, I wanted to be sure. Maybe the person had just quoted the wrong year, maybe a year prior to my involvement in the survey. I Googled it. Nothing came up, but an AI summary tried to explain to me why the information I was Googling was likely to be true. Also not helpful.

One more thing: A title mismatch doesn’t necessarily indicate fake research. You may find that a study is real, the publication is real, and the research is real, but the title is different. I’ve found this usually happens when a writer asks AI to supply references with the article draft, but the AI tool can’t access the full study results. In order to complete the task, it relies on what is listed on Google’s search engine results page, which will be the study’s meta text and SEO title; the SEO title is often different from the original title of the research.

Call the play Keep a verification log beside the article. For every consequential claim, record the claim, the primary source, the source date, the URL or document location, and whether the wording in the draft accurately reflects the evidence. When a claim cannot be verified, query the author; do not quietly soften it until it merely sounds plausible.

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The machine-readable foundation

The next two decisions—structure and clarity—make an article easier for search engines, answer engines, and AI systems to understand, retrieve, and cite.

Big Decision 4: Structure. “Is this logical?”

Does the information appear in the order readers expect? If it doesn’t, can you identify the various parts and rearrange them?

Professional editors frequently move entire paragraphs before changing a single sentence.

Common structural improvements include:

• Stronger introductions (especially important if AI helped write it)
• Logical headings
• Earlier definitions
• Comparison tables
• Summaries
• Checklists

Provided the author is amenable, you can also impose an entire new structure on an article. This can turn one of those all-over-the-place situations into something useful. A disjointed narrative, with the right title and setup, can become a great “20 Tips for___” feature or “3 Things You Need to Know Before You…” piece, for example.

Call the play As you structure and rearrange, you may find some parts that don’t belong. If you delete whole sections or chunks of text, hang onto them to build visual assets for your page or even slides for promoting the article on social.

Introductions have one job

Intros often have extra burdens tossed on them: They just say too much, or try to act as a table of contents, or inject humor or personality into a topic people don’t like. An intro has one job: Introduce the topic. Say what you’re going to talk about before you start talking about it.

Of course, you must say it in a way that’s interesting enough to move readers along to the next paragraph. “This article explores wallpaper paste toxicity” is probably not going to get the job done. “This container of wallpaper paste almost cost John Smith’s company $2.5 million” will get people reading.

Bring in the H headers

Headings are not decorations and they are not just places to stash keywords. They are the visible map of the argument. A reader should be able to skim the headings and understand what the page promises, how the explanation progresses, and where to return for one specific answer.

Use one page title, then move through major sections and subsections in a logical hierarchy. Do not choose a heading level because you like its font size; presentation belongs in the design. A heading should describe the section that follows in language a reader would recognize. Include the primary topic or a related phrase when it fits naturally and helps orientation. Do not repeat the same keyphrase in every heading until the page begins to sound like it was assembled by a search plugin.

Clear headings also give search systems, screen readers, and AI retrieval systems useful structural cues. They are not magic ranking levers. They make a well-organized page easier to navigate and interpret, which is already reason enough to use them well.

Edit the beginning, ending, and display copy as one system

The headline makes the promise. The introduction establishes the stakes and earns the next minute of attention. The ending delivers the conclusion and points toward the next action. Edit all three together. If they appear to belong to three different articles, the middle probably lacks a firm center too.

Headlines benefit from specificity: a recognizable reader, problem, outcome, constraint, or tension.

Introductions benefit from motion. Start with the news, the consequence, the surprising detail, the conflict, or the person affected, not a definition everyone already knows. (Immediately delete intros that start with “The dictionary defines {your term} as” and start from scratch.)

Endings should do more than stop. Resolve the opening question, name the implication, or give the reader the next sensible move.

Define your terms

The rule I go by is to define any term a user might find unfamiliar, and do this the first time it appears in body copy.

Online, you have more room to help without interrupting the article. Link the first use to a glossary, add a short parenthetical definition, or provide a nearby tooltip or note. But never hide an essential definition behind an interaction. The sentence still needs to make sense to the person who does not click, hover, or know that the dotted underline means something.

A maintained glossary can also turn one explanation into useful site infrastructure. Define the term well once, connect related articles to it, and update the glossary entry when the meaning changes. That creates consistency for readers and a clearer network of related material for search and retrieval systems.

Set tables

Use a table when readers need to compare the same fields across several items: features, prices, dates, requirements, outcomes, or responsibilities. If the rows do not share the same comparison dimensions, a table may only be phrases trapped in boxes.

Choose the column headings and information before the design is finalized. That gives the designer (or you, if you’re also designing it) time to handle width, wrapping, mobile behavior, notes, and source lines. Keep labels short, units consistent, and the most important comparison close to the left. For a complicated table, write one sentence above it explaining what the reader should notice rather than leaving them alone to decipher a wall of cells.

The table footer is a good place to add your URL and publication title for attribution, in case the table gets copied somewhere independently of the rest of the content.

Tables aren’t your only option for a visual element. The list in the following table is by no means exhaustive, and you don’t have to include the same box types in every piece of content. Just a few highlights, featuring box types humans and AI both notice:

Types of boxes you can put in content besides tables

Box type	What to put in it
Definition	An unfamiliar term, plus its definition
Checklist	Steps to a process or items to include in something
Summary	See "Save a summary box" below
Pull quote	A key quote from the content that will draw readers in
Chart	Data that says something more when seen visually; 72%, for example, is more impactful as a pie chart than a number in running text. (Check out Font Awesome's percentage icons for an easy solution to pie chart graphics.)
Ranking	Top 3, top 5, top 10...the best part is you don't have to include the number of votes. Just say what the top choices were
Comparison	2 or more products/services, factor vs. factor
Event info	Date, time, place, what to bring, etc.
Custom!	Try a box based on your publication's unique selling proposition (USP), fun facts, related material drawn from your latest reader survey....
from "How to Edit B2B Content So Humans Want to Read It" by Allison M. Payne | allisonmpaynewriter.com

Any lists hiding in there?

They don’t have to be numbered or even in list format to work independently of the article. Make one for the digital article and another one for Instagram or other visually oriented social sites.

Save a summary box

Write the summary after the substantive edit, when you know what survived. A useful summary does not announce that the article “will explore” the topic. It gives the reader the central answer, recommendation, or sequence in a compact form. AI tools looking for answers also seek out this format, so it makes the content’s inclusion in an AI summary more likely.

If the article promises a process, summarize the steps. If it compares options, state the deciding differences. If it reports research, name the most consequential finding without overstating it. The summary should satisfy the skimmer while giving that person a reason to trust, and perhaps continue into, the full explanation.

Work the quotations

Quotations should supply something the writer cannot: distinctive language, direct experience, authority, emotion, or a point of view worth hearing in the speaker’s own words. Do not use a quote merely to restate the sentence above it. Trim excess but preserve meaning, verify the wording, and make the attribution easy to follow.

Decide on how to attribute quotes. (And once you decide, add it to your publication’s official style guide.) Some publications prefer a certain format 100% of the time, while others allow for variations. At minimum, decide:

• What words should indicate someone said something? “Says” or “said” work just fine. Either is barely noticeable, but indicates a direct quote. Do not try to vary this verb for the sake of not repeating it; the result will be ridiculous: He told. She recalled. He laughed. She warbled. “Says” or “said” is all you need. Use “added” when a quote continues across paragraphs. Those two verbs are sufficient.
• What tense should attribution words be in? “Says” or “said”? You may want one tense for one type of article and one for another, such as “says” for news, to make it sound more immediate, and “said” for features. That being said, I’d stick with one or the other.
• How should the speaker’s job title be noted? Before or after their name? And should it be capitalized?
• How faithfully will you honor the more unique job titles, such as “Facilitator of Guest Glee”?

Quotes are inherently more exciting just by virtue of being direct quotations, but they sometimes need a bit of help to shine even brighter.

In AI-written articles, the model tends to list the person and job title first, then a colon, then the quote. This feels much less natural and conversational than just starting a new paragraph with a quote, breaking at a natural inflection point, then naming the person, then finishing the quote. You can also use that pause in the quote to create a little suspense, the same as if you’re in a face-to-face conversation and the person pauses mid-sentence just long enough to create a microburst of anxiety.

If a quote is boring or confusing, don’t include it all. Quote, paraphrase the boring or confusing parts, then finish quoting. As long as you don’t mischaracterize the paraphrased portion, you’re still being faithful to the original quote without making the reader wade through it.

Finally, double-check all quotes against your recording of the interview (it’s almost always a good idea to record as long as your subject agrees to it, so you can check for accuracy), and double-check the spelling of the person’s name and job title.

If it’s your organization’s policy to advise people of their quotes that are being included, make clear that you have checked them for accuracy and under what circumstances they can make changes; from a journalistic perspective it is not a good idea to give subjects the right to “approve” what you publish, but reviews for factual accuracy and ensuring the quotes accurately represent what they meant are typically OK. It’s a good idea to inform subjects of their rights in this area prior to the interview, and prior to publication to let them see only the portions of an article that include their quotes.

Plan the visual evidence

Charts, diagrams, screenshots, photographs, pull quotes, and downloadable checklists are part of the article, not decorations added after the words are approved. Decide what each visual must explain, where its data came from, what context could prevent misreading, and whether a caption adds information the reader cannot see.

Any image also functions as an article entry point; as readers glance at a page to decide if they want to read it, they’re not randomly jumping into text, but looking for a logical place to begin. Those places include:

• The beginning
• Anything that looks like a beginning, such as a drop cap, list of bullet points, or bold/enlarged subhead
• An interesting photo, chart, or other graphic element

Captions can serve multiple purposes, sometimes all at once. They should explain, as briefly as possible, the content of an image. Who are these people? What is going on in this picture? What does this chart mean? The caption can also give readers a taste of the publication’s unique voice, tease the main premise of the article so the reader dives in, or supply additional information that is not in the article text.

But captions are not always necessary.

*Instant replay alert: In the early 2000s there was a women’s magazine called JANE, which tried to differ from the many women’s magazines that focused on beauty and fashion above all else. I worked for a consumer magazine at the time, and JANE was one of the publications the staff read each month to stay current on publishing trends. At one point, an industry leader wrote an article that stated every photo in a publication needed to be captioned. Soon after, JANE published a piece in which a big wedge of cheese was an appropriate graphic, and the caption read: “Who captions cheese?” I think about that when I read about the parameters for blank alt text now. Moral of this story: Sometimes a caption is overkill.

Call the play Assign caption ownership. Who checks chart labels? Who supplies image credits? Who writes alt text, title tags, descriptions, and tooltips? Tiny unowned jobs are what hold up publishing at 4:55 p.m. Or a.m.

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The human element

Decisions 5, 6, and 7 determine whether an article is enjoyable enough to keep reading. Clarity is the hinge: It helps machines understand the work, but it also keeps human readers moving through the text.

Big Decision 5: Clarity. “Is it easy to understand?”

Achieving clarity, clear communication, means using the right words to say what you mean, and cutting out what doesn’t serve that purpose. If something is confusing, it interferes. Fix it or cut it.

Cut what you can

Here are some things that hardly ever belong in a piece of B2B content:

Hype and sales language

Replace superlatives and unsupported promises with specifics. “Revolutionary,” “best-in-class,” and “game-changing” do not become evidence through repetition. Name what changed, for whom, by how much, under what conditions, and according to what source. If the product really is the first, fastest, or only one, the organization should be able to prove it.

Excessive industry or corporate jargon

You know it when you see it. Highlight, delete, translate to plain English if possible. Readers get enough “Process deliverables and communicate appropriately and frequently with relevant stakeholders” at their jobs; they don’t need it from a B2B magazine that’s supposed to feel their pain.

AI-speak

No dynamic and ever-changing landscape of whatever, no tapestries of meaning, no this thing is a robust testament to that thing. Do not rely on AI “humanizing” apps to take care of this problem; you know it when you see it. Gone!

Repetition

Sometimes AI-drafted content will be repetitive, even to the point of having each sentence restated a second time in a different way, resulting in a litany of sentence pairs that essentially mean the same thing. Boot the evil half of each pair of twins. If this process cuts the word count in half, time to add a sidebar or two.

Conversely, AI can be quite helpful in identifying and flagging repetitive elements in your work, both in individual articles and across an entire folder of articles. Having AI review an article, or a folder full of them, is great for catching those times when you start three articles in an issue with the same setup, or choose nearly identical pull quotes in different pieces.

Call the play Keep an all-purpose house ad on hand for times when word count changes and there’s no time for a rewrite. Something driving traffic to a piece of flagship content on your website, such as an ebook, usually works well.

Filler

Filler is language that delays the point without adding meaning: throat-clearing introductions, empty transitions, grand statements about today’s fast-paced world, and paragraphs that summarize what the next paragraph is about to summarize. Cut the runway. Let the useful sentence take off.

Keep, but fix

Revise passive voice unless it serves a purpose

Casting sentences in passive voice creates distance. Sometimes that distance is appropriate: the actor is unknown, irrelevant, or less important than the action, or you want to state fact but don’t want to suggest blame or fault. “The samples were contaminated” may be the necessary starting point before anyone knows how it happened.

But passive voice can also conceal responsibility, which usually makes readers angry. Think about the phrase “mistakes were made”; it’s always infuriating. It leaves the reader with lingering questions about the person or process that made them. When the actor matters, name the actor and use a strong verb.

When you fix passive voice, don’t do it by running a mechanical passive-voice detector and then convert every sentence. Decide whether the sentence puts attention in the right place. If passive voice is appropriate, let it stand. If not, take action.

Sharpen vague wording

Words such as some, often, many, significant, recently, and improved may be perfectly honest, but they frequently hide the information readers need. (Or information that’s not actually available.) How many? How often? Significant according to which measure? Recent as of what date? Improved from what to what?

Replace vague wording with a number, example, name, time period, comparison, or stated limit when the evidence permits it. When precision is unavailable, say what is known and what is not. Honest uncertainty is clearer than synthetic confidence.

Break up big paragraphs and too-long sentences

Shorten paragraphs and slim down sentences—but follow the thought, not an arbitrary character count. A paragraph should develop one manageable idea. A sentence should allow the reader to identify the actor, action, and relationship among its parts without starting over.

Short is not automatically clear. A stack of clipped sentences can be as exhausting as one enormous sentence. Vary the rhythm. Use length to match the complexity and emphasis of the idea.

AI-generated drafts will often contain paragraphs of alarmingly similar length, with sentences all the same length. This feels much less natural than sentences of varying length, so you’ll usually sense the issue and start fixing it with your editing before realizing uniformity is the problem.

When you’re done, give it a fresh read

Figure out if there is anything you missed. Read in a different format or at a different size. Read important passages aloud. Check every heading against the text beneath it. At this point, do a word count to see if the article got significantly longer or shorter, as you may need to adjust the assignment, layout, or scope.

Call the play Design an AI prompt that will check a piece of text for continuity and consistency. Test and tweak it by creating some inconsistencies for it to identify: Spell a person’s name one letter differently one time. Add an incorrect detail for a fact. Shift verb tense for a couple of sentences. Use numerals instead of spelling a number out in one spot. Once you perfect this prompt, run it on every article after you edit. You’ll be surprised what inconsistencies your eye can miss!

Decide on schema markup

Schema markup is structured data added to a webpage to help machines identify what the page represents. The editor does not necessarily have to write the code, but the editor should help determine the correct content type and supply accurate visible information for it.

For an article, that may include the headline, author, publication date, meaningful update date, primary image, and publisher. The markup must match what readers can see. Do not mark an ordinary paragraph as a review, recipe, FAQ, or how-to merely because that content type may qualify for a richer search display.

No special schema is required for Google’s AI Overviews or AI Mode. Google says ordinary SEO fundamentals still apply: The page must be crawlable and indexable, important information should be available as text, and structured data should agree with the visible content. Use schema to describe the page honestly, not to dress it up as something else.

Call the play Run a clarity pass with a short search list: vague quantities, empty superlatives, unexplained acronyms, passive constructions, paragraphs longer than the surrounding ones, and sentences with more than one main point. Treat the results as leads, not automatic errors. Your judgment decides what changes.

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Big Decision 6: Voice and persuasion. “Do I believe what it’s saying?”

Business content should help readers reach conclusions.

Voice is not a layer of jokes sprinkled over generic copy. It is the evidence of a mind making choices: This detail matters; that claim is weak; this conventional practice wastes time; here is what I would do instead. The safest corporate draft may remove those choices until nothing remains that a reasonable person could disagree with—or remember.

Persuasion does not require hype. It requires a position supported by proof. Decide what you want the reader to believe or do, then make the route from evidence to conclusion visible.

Now’s the time for you to strengthen:

• Examples: Specificity gives the reader something to picture and test against experience.
• Evidence: Cite it, characterize it accurately, and distinguish data from interpretation.
• Transitions: Show why one point leads to the next instead of merely announcing another section.
• Logical flow: Put evidence before conclusions and causes before recommendations.
• Credibility: Make expertise visible through accurate detail, fair limits, and accountable authorship. Give credit to the ideas of others through simple mentions or footnotes/endnotes with formal citations.
• Proof: Demonstrate the claim with results, documents, examples, quotations, or a transparent method.

Choose your SEO keyword

The primary phrase is probably already in a good article because it names the subject. Confirm that it matches the reader’s search intent and the page’s actual promise. Then use it naturally in the title, introduction, URL, and a heading when those locations benefit from it.

Do not chase a universal keyphrase-density formula. There is no useful percentage that can tell you whether a page satisfies a reader. A repeated phrase can be a diagnostic clue—perhaps the article is focused, perhaps it is tedious—but not a strategy by itself.

AI can count frequent words, surface related language, and compare the draft with other pages on your site. That is inventory work. The editor still decides whether the page targets a distinct need or competes with an article the site already has. Keep a simple content map listing each important page, its main question, intended reader, and primary topic so you do not discover the collision only when an SEO plugin complains.

Publication voice vs. author voice

A publication needs consistency, but consistency is not sameness. Decide which elements belong to the publication—standards of evidence, capitalization, terminology, tone boundaries, disclosure practices—and which belong to the author: cadence, humor, examples, perspective, and reasonable quirks.

Edit departures that confuse readers or weaken trust. Preserve the departures that make the author recognizable. If every contributor begins to sound like the same cheerful software company, the style guide has escaped its proper jurisdiction.

Call the play When you declare the article done, decide on your takeaway and create a boxed version for online.

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Big Decision 7: Polish. “Is it clean?”

Only when the first six decisions in this list are handled do editors focus on:

• Grammar
• Punctuation
• Capitalization
• Formatting
• Consistency

[!NOTE] Grammar matters, and not for its own sake. It matters because misusing it is distracting. No one will notice when it’s 100% correct, and that is the point: removing distractions so the ideas presented in the content get the spotlight.

Sticky wickets to consider

These are the problems that keep word people up at night. My thoughts on them may or may not help you prevent that.

Grammar: Should it always be correct?

Yes. Except when being correct would be inappropriate.

Dialogue, quotations, headlines, display copy, and a publication’s established voice may call for fragments, contractions, or constructions a classroom exercise would reject. The standard is not whether a sentence resembles a diagram in a grammar book. The standard is whether it is intentional, clear, appropriate for the audience, and consistent with the publication’s purpose.

Punctuation problems

Commas: Serial comma or no serial comma? You must decide, and you must enforce.

Em dashes: People hate these now because they’re supposedly concrete, incontrovertible evidence that AI has written the content. While this is not necessarily true, I would limit them to one per article, if that, and definitely not in the last sentence.

Exclamation points: I say allow one per contributor, per six-month period. Enthusiasm does not require punctuation to convey itself.

Question marks: These are OK now that everything seems to be a Q&A. (Thanks, AI.) Just don’t overdo question marks in running text. And please, if you do use question marks, make a decision about who is asking the question: Is the author telling the reader to ask these questions of themselves, or is the author asking the reader questions directly? This means the different between “I” and “you.” Whichever you choose, stay consistent.

Semicolons: I don’t think any person who’s not an English major really understands these, so I avoid them. What’s most confusing is when they are (correctly) used as commas in a complex series, such as when each item in the series is a phrase rather than a one-word thing:

The koala eats shoots and leaves; oatmeal with shoots, leaves, and vitamin powder; and whatever the tourists leave in the viewing area.

Because the semicolon replaces the comma in the above situation, some people will use the semicolon like a comma when they’re modifying a noun, and you can’t do that.

For example, this is wrong:

The koala eats shoots and leaves; its favorite foods.

This is correct:

The koala eats shoots and leaves, its favorite foods.

This is also correct:

The koala eats shoots and leaves; they are its favorite foods.

The key is the complete sentence; if you’re not in a complex series, the semicolon can only be used to separate phrases that are both complete sentences.

Clause control

One of the most common errors I see in B2B writing is the misplaced modifier. This most typically occurs when the writer tries to identify the reader who will relate most to a situation, but is reluctant to speak in second-person voice (“you”). Consider these statements:

As the doctor, the decision for what medications to prescribe the patient is yours.

As the doctor, the patient trusts you to make medication decisions.

As the doctor, your decisions about prescribing medications are final.

All of these sentences are grammatically incorrect, and especially in the case of the second one, quite confusing. (The patient is not a doctor, but the sentence makes it sound that way.)

If you’re constructing a sentence with “as a …” or similar construction, you must place the noun that clause modifies directly after the clause:

As the doctor, you make the final decision about prescribing medications. (Correct)

If you don’t want to construct it that way, rewrite it:

Imply the “you,” if it is obvious the audience for the article is doctors:

The decision for what medications to prescribe the patient is yours. (Correct)

You can add the modifier with commas around it at a different spot:

The patient trusts you, the doctor, to make medication decisions. (Correct)

You can establish the relationship between the clauses in a different way:

Because you’re the doctor, your decisions about prescribing medications are final. (Correct)

Call the play Keep your style guide nearby as you edit; I update mine at least once per issue cycle with something I hadn’t thought of before. Use a solution that quickly captures notes about it so you can move on but not lose the thought, like those little virtual sticky notes, Google Keep, Evernote, or even Apple’s Notes. (I like the format of Microsoft OneNote, but it is difficult to export or convert its files to other formats.)

Done?

Nope, not yet.

Enough decisions: Now go post, promote, and update

The editor’s job does not end when the final semicolon is approved. A strong article can still fail because the page is incomplete, the links are broken, no one tells the contributors it exists, or the facts quietly expire.

Your posting double-checklist

This list is most useful as a downloadable interactive checklist you can keep beside the piece you are publishing.

[ ] Complete, copyedited text with H1, H2, H3, etc. formatted in a logical order.

[ ] Byline, fact-checked author name and credentials, headshot photo, fact-checked bio, link to the author page (if you use author pages on your site, which you should), and link to the author’s own site. Test all links. Write alt text for the headshot only when the image conveys information not already supplied in a caption; do not stuff credentials into alt text merely for a perceived SEO benefit.

[ ] SEO keyphrase entered in the SEO tool used, checked against the page’s real topic and intent, not just accepted because the plugin light turned green.

[ ] Primary image with appropriate alt text added; use empty alt text if the image is purely decorative.

[ ] Secondary images with useful alt text, H header where required by the system, captions, credits, and source notes. Use a “title” attribute to create mouseover text if that’s something your publication does. (I like these.)

[ ] Meta description and SEO title, each containing SEO keyphrase, filled in.

[ ] Excerpt filled in. (This does not have to contain the SEO keyphrase, though it might.)

[ ] Social media previews reviewed and approved, including the image crop and any text the platform may truncate.

[ ] Schema markup added for the correct content type and checked against the visible page.

[ ] Publication date and meaningful-update dates visible and consistent with the structured data.

[ ] Page table of contents at the top for longer articles; quote, statistic, takeaway, glossary, or other boxes in place.

[ ] Data tables in place, accurate, sourced, readable on a phone, and looking polished.

[ ] URL and appropriate branding on all boxes and downloads, anything that can be separated from the article.

[ ] Internal links added where they genuinely help the reader continue; external links checked and set to open or behave according to publication policy.

[ ] Canonical URL, redirects, indexing settings, and mobile rendering checked.

[ ] Sharing buttons and, when it suits the publication’s audience and strategy, an “Add as a preferred source on Google” invitation in place.

[ ] Forms, downloads, copy buttons, accordions, and other interactions tested with a keyboard as well as a mouse or finger.

How often should I update content for AI to summarize it?

Update content when the answer changes, not because the marketing spreadsheet says an article must look fresh every 90 days. Review sooner when a page contains laws, prices, product features, names or titles of officeholders, medical guidance, statistics, software instructions, or links likely to change. Evergreen content may need far less attention.

When you review a page, check the claims, sources, examples, screenshots, links, calls to action, author information, and related content. Change the visible update date only when the revision is substantial enough to matter to the reader. Keep a revision note behind the scenes so the next editor knows what was checked.

Artificially changing the date without meaningfully changing the page is not a freshness strategy. Neither is removing dates completely, as they are still in the source code, so Google still knows how old posts are.

AI systems that retrieve current web pages need the same thing human readers do: accessible, accurate, well-maintained source material. There is no special update frequency that guarantees a summary or citation.

[!NOTE] A great business article needs to look like what it is: a well-written, accurate piece of content containing valuable human thoughts useful to other humans, organized and maintained regularly by a human who cares about its ongoing usefulness. An update is just one more signal Google uses to determine that this is the case.

Call the play Export all your site’s content into a spreadsheet and add two columns: one for last updated date and one for an explanation of what was updated. Aim to update most pieces at least once a year. (And don’t forget easy-to-forget elements like SEO titles, to avoid a piece with a current date that shows up on Google as “Optimize your CRM for 2025.” Oops.)

Does social media promotion matter anymore?

Yes, but not if you slap the same link and sentence up everywhere. Extract the part of the article that fits the way people use each platform, then give them a reason to continue reading it.

• For Facebook: Lead with a relatable problem, story, or question that can start a conversation. Give enough substance to make the post useful without a click, because most people probably still won’t click it.
• For Instagram: Turn a sequence, comparison, checklist, quotation, or before-and-after example into a carousel. Use the caption to add context rather than repeat what every slide already says.
• For TikTok: In video format, demonstrate one sharp lesson, mistake, or transformation from your content. Let the article be the deeper resource, not exact spoken script pasted into a video. (This will be boring, no matter what you do.)
• For YouTube: Use a Short for one memorable idea or a longer video to teach a process, show examples, or answer a question the article raises.
• For X: Pull out a concise observation, useful mini-thread, chart, or quotable line. Avoid chopping an article into 20 context-free statements, especially if they sound shocking or infuriating out of context. (Hello, clickbait.)
• For LinkedIn: Start with the strongest professional tension or conclusion in the article. Add a specific example from the piece, explain why it matters at work, and invite informed discussion, not empty agreement.
• For Pinterest and Threads: On Pinterest, create a durable visual that solves a recognizable search problem. On Threads, lead with a conversational point of view that can sustain replies.

For longer articles, promote more than once by using different legitimate entry points: the central argument, a checklist, an example, a quotation, a graphic, a correction, or an update. Repetition is acceptable when each presentation adds something and the audience is not being asked to once again admire a link they are not going to click.

Go where your question is already being asked

Reddit or Quora may be appropriate when a real discussion closely matches the main point of your article. Answer the question first. Disclose your relationship to the linked material, follow the community’s rules, and link only when the article genuinely helps.

[!NOTE] Do not parachute into any community just to drop a URL. It will only build your authority at being annoying.

Use a press release only if it is news

Publishing an article is rarely news by itself. Original research, a significant data release, a public resource, a new program, or a finding with clear industry-wide consequences may justify a release and direct outreach. “We posted a blog” does not.

If the article does constitute real news, release that news to the media and on your own site too. Add a news item, update a relevant service or resource page, and connect the article to other material that helps readers understand your expertise.

Loop in contributors and their teams

Ping the author, interview sources, data partners, and other contributors when the article goes live. Let them know you are working to strengthen their visible authority, then make it easy for them to do the same.

Supply the correct link (with UTM code if you use these), a short description, approved images with low enough resolution for online posting, suggested language they can adapt, and any disclosure or attribution requirements.

Call the play If you want images or other items branded with your publication’s logo, send the contributor those items with the logo already on them. Offering a link to your brand kit on Canva may work for some, but for others the perceived time or technical skill required will be too significant a hurdle. Keep it simple!

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Common editing mistakes

Editors frequently waste time correcting small stuff while overlooking major problems.

For example:

• Fixing punctuation before fixing organization
• Rewriting voice instead of clarifying ideas
• Deleting personality in pursuit of consistency
• Trusting statistics are accurate without verifying them
• Assuming subject-matter experts always explain concepts clearly
• Editing sentence by sentence instead of evaluating the whole article first

As an editor, you might begin with the easiest visible task instead of the decision with the greatest effect. Correcting punctuation feels productive because the answer is usually binary: This belongs here. That doesn’t. Deciding that the article is aimed at the wrong reader, lacks sufficient evidence, or needs to be rebuilt as a comparison takes more judgment and may even require an uncomfortable conversation with the contributor.

Work in order, based on risk and consequence. A misplaced comma might seem embarrassing, but an unsupported medical claim, misleading chart, buried disclosure, or recommendation aimed at the wrong buyer can cause real damage. Edit accordingly.

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Should I use AI for editing?

That depends on you, your role, and ultimately your company’s thoughts on the subject. No matter what role AI tools play in revising the content in front of you, editors remain responsible for:

• Factual accuracy
• Judgment
• Prioritization
• Audience awareness
• Strategic messaging
• Ethical decisions
• Organizational voice

AI does not have a stake in any of those things, so you have to commit to checking every fact, deciding what belongs and what doesn’t, what’s important and relevant to your target audience, whether your message aligns with your publication’s mission and voice, and whether the content reflects choices people in your business consider ethical. AI may accelerate parts of production, but the judgment aspects of it have to stay at human speed.

Call the play Thinking about trying AI for handling a new area of your work? Give it one bounded editorial task and a way to test it. For example: “List every number, proper name, quotation, date, and causal claim in this article. Put them in a verification table. Do not verify them.” Check the inventory yourself. A narrow assignment with an observable result teaches you more than asking the model to “make this better.”

The big win

Business content has high stakes, but it has to be constructed and written just as well and be just as enjoyable to read as the slickest suspense novel.

That statement is not hyperbole. High-stakes, entertaining content is the only way to cut through the noise, earn a reader’s attention, and maybe even get them to click your call-to-action button.

Professional B2B editors make that possible. They don’t just produce more acceptable sentences; machines have made acceptable sentences abundant.

Professional B2B editors know what deserves to be said, what evidence can support it, what the reader in their industry needs now, and what statements should be challenged. This specialized editorial judgment and domain expertise makes the difference between good-enough content and outstanding content.

That difference is why professional editors are still in the game.

About the author

Allison M. Payne

Jacksonville, Florida

B2B editor, writer, and content strategist with 26+ years in publishing. A graduate of the creative writing program at Eckerd College, I turn clients' expertise into useful content people trust, search engines understand, and AI can cite.

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