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Apply sentence-level craft that holds up in any format

These are the moves that hold a sentence up in any format: a homepage hero, a cold email, a launch post, an ad. The craft succeeds when a stranger reads one line, pictures the exact thing you mean, and could not have read that same line under a competitor's logo. Most copy fails the second test. It is competent, it is clear, and it could belong to anyone.

The bar moved in 2026. A model now produces competent prose on demand, so competent is the floor, not the ceiling. The scarce input is distinctiveness: a line that the average of all training data could not have written. AI defensibility comes from non-AI moats Strip what does not compound: AI abundance makes judgment the scarce resource

distinctiveness is "not a competitive tactic but an obligation"

· Packy McCormick, Riding the Leopard, 2026-05-13

AI makes consensus the default output; distinctiveness is now the only scarce input

Insights usedAnn Handley · 2026Donald Miller · 2017Dave Harland · 2024Donald Miller · 2026Cole Schafer · 2024Eddie Shleyner · 2026Eddie Shleyner · 2024

When to use

  • You are writing any customer-facing copy: hero, email, ad, landing page, launch post
  • A draft reads clear but flat, and you cannot say what is wrong with it
  • You are editing AI output and it has the smell of every other vendor's copy
  • A headline tested and nobody clicked, or clicked and bounced
  • You are setting a copy-standards brief and need a checklist a team can tick

How to use

Annotated framework · three tests, five rules

The Writing Craft System

Test 1

Visualization test (Harry Dry)

If the reader cannot picture it, they will not remember it. Zoom in until you reach something concrete. "Unlock productivity" → "Reps make 50 calls instead of 15."

Test 2

Falsifiability test

If a claim cannot be proven true or false, it has no persuasive power. "Unlock your brain's superpowers" → "One capsule equals six hours of focus." Every benefit must be testable.

Test 3

Uniqueness test (Ogilvy)

"Never write an ad a competitor can sign." If a rival could lift the sentence for their product, it has no differentiation value. Cut it or rewrite with specific proof.

Rule

Sentence economy

Under 25 words per sentence. One idea per sentence. Cut filler: "in order to" → "to"; "at this point in time" → "now". Cut qualifiers: really, very, quite, actually, basically.

Rule

Gary Provost cadence

Vary sentence length deliberately. Short. Then medium. Then a longer sentence that carries the reader forward and earns the breathing room the short ones created.

Also: active voice default · no participial phrases · never hedge a fact →

01 Diagnose the pole before you write a word. Pleasure or pain.

Every buying decision moves toward pleasure or away from pain. A line that activates neither gets filtered as noise before the reader finishes it. So the first move is not writing. It is diagnosing which pole this buyer is on, then aligning every sentence to it. Every buying decision reduces to one polarity, moving toward pleasure or away from pain. Copy that activates neither doesn't convert.

"People buy for exactly one reason: to move closer to pleasure or further from pain. Everything else is noise."

· Cole Schafer, Honeycopy, 2024-01-15 · “Every buying decision reduces…”

For workflow-change launches the pole is usually pain, and the target emotion is relief, not excitement. Framing a workflow change as a feature to be excited about fights the user's baseline, which is friction: relearning effort, lost shortcuts, uncertain outcomes. Frame it as removal of that friction and adoption follows. When shipping a workflow change, the target emotion is relief, not excitement Watch the verb: "so you don't have to" and "without leaving" beat "now you can."

02 Run the "so what?" pass before the outline leaves your hands.

Goals get drafted by people inside the company, in the company's vocabulary. Without an explicit re-translation step, the whole piece inherits the inside-out frame. The "so what?" pass forces every claim to terminate in a reader benefit before you leave the outline stage, which is far cheaper than fixing it in editing. The "So what?" step is the most-skipped move in content creation across B2B and B2C

Most marketing copy answers the company's question instead of the reader's. The fix is structural, not stylistic. People do not want to know how proud you are. They want to know how you will change their life. Every sentence that centers the company instead of the reader's life is a sentence that fails to convert. People don't want to know how proud you are, they want to know how you'll change their life

"People don't want to know how proud you are of your company. They want to know how you'll change their life."

· Dave Harland, The Word Man, 2024-03-01 · “People don't want to…”

The customer is the hero. Your brand is the guide. Most B2B copy positions the company as the hero, and the reader's brain ignores it because the reader is searching for their own outcome, not yours. The customer is the hero. Your brand is the guide. If you confuse, you lose. Sell to the buyer's mindset, not to product features

"People don't buy the best products; they buy the products they can understand the fastest. If you confuse, you lose. The customer is the hero, not your brand."

· Donald Miller, Building a StoryBrand, 2017-10-10 · “The customer is the…”

03 Articulate the problem at three layers, not one.

A buyer's problem is rarely a single thing. Name it at three nested layers: the external problem (the tangible thing happening), the internal problem (the emotional consequence), and the philosophical problem (why it is wrong that this exists). Copy that articulates only the external problem feels transactional. Copy that hits all three feels like you understand the buyer. Articulate the buyer's problem at three layers, external, internal, and philosophical, or your message rings shallow

LayerThe question it answersExample
ExternalWhat is tangibly happening?My reports take four hours.
InternalWhat does that feel like?I feel constantly behind.
PhilosophicalWhy is it wrong this exists?Skilled people shouldn't waste their lives formatting reports.

The internal and philosophical layers are the ones most copy skips. They are also where the emotion lives, which is the next move.

04 Write from genuine feeling. Emotion is the mechanism, not the decoration.

Logic tells people what to think. Emotion tells them what to do. Most pages fail not because the copy is poorly written but because they are trying to persuade people who do not yet feel anything. Writing from a state of genuine emotion is a deliberate move, because the writer's investment transfers to the reader through micro-cues the reader detects without naming them. Emotion isn't a layer on top of persuasion, it IS the persuasion mechanism Writing while emotional is a deliberate strategy, not unprofessional, the writer's emotional investment transfers to the reader

"Emotion is the cornerstone of persuasion. Logic tells people what to think. Emotion tells them what to do."

· Eddie Shleyner, VeryGoodCopy, 2026-03-03 · “Emotion isn't a layer…”

"Writing while emotional\" is not unprofessional. It is a deliberate strategy. The writer's emotional investment transfers to the reader."

· Eddie Shleyner, VeryGoodCopy, 2024-02-01 · “Writing while emotional is…”

Neutral copy reads as neutral. The reader feels the absence. This is why a draft you cared about beats a detached, professional one on the same brief. The retrospective test is simple: did you feel anything while writing it? If you ground it out and felt nothing, the reader will feel nothing too. Did you make yourself laugh while writing?, a reliable KPI for newsletter quality

05 Make every claim concrete enough to picture and to falsify.

Abstract claims do not survive the gap between reading and deciding. Concrete, vivid images do, because vivid claims get recalled at the moment of decision and abstract ones get forgotten. Translate every benefit into a picture the reader can see. Abstract claims disappear from memory; concrete images persist, vividness creates memorability

"Vividness creates memorability. Abstract claims disappear from memory; concrete images persist."

· Eddie Shleyner, VeryGoodCopy, 2024-02-01 · “Abstract claims disappear from…”

Two tests catch the abstractions. The visualization test: if the reader cannot picture it, zoom in until you reach something they can. "Boost productivity" becomes "make 50 calls instead of 15." The falsifiability test: if a claim cannot be proven true or false, it has no persuasive power. "Best-in-class support" cannot be checked. "We answer in under 90 seconds" can. Run both before you ship the line.

06 Spend a fifth of your time on the headline alone, and make it a complete argument.

The headline carries most of the persuasive weight because most readers never get past it. So it deserves a dedicated session, not a final-step polish. If a page takes five hours, the headline gets a full hour. Spend 20% of total writing time on the headline alone, it carries 80% of the persuasive weight

"Spend 20% of your total writing time on the headline alone. If a page takes five hours to write, the headline gets a full hour of that time."

· Cole Schafer, Honeycopy, 2026-03-03 · “Spend 20% of total…”

In feeds, search results, and email previews the headline is often the only element a reader sees. It cannot be a hook that depends on the body. It has to be a self-contained argument: problem, solution, benefit, all in the line itself. Every headline must function as a complete persuasive argument, in the age of infinite scroll, the headline is often the only element a reader sees

"Every headline must function as a complete persuasive argument in itself."

· Eddie Shleyner, VeryGoodCopy, 2024-02-01 · “Every headline must function…”

Pick the archetype before you iterate. Three archetypes, each matched to a funnel stage. Three headline archetypes, Flirting (curiosity), Direct (clarity), Pain-based (problem-recognition), pick the one that matches funnel stage

ArchetypeJobUse whenExample shape
FlirtingOpen a curiosity gapLow-intent, needs the click"The 11-second silence that closes deals"
DirectState the offer plainlyHigh-intent landing page"Payroll in 60 seconds"
Pain-basedName a felt problemUrgency, problem-aware buyer"Your reps leave money on the table every quarter"

Putting Flirting on a high-intent landing page or Direct on a curiosity-needed ad both reduce effectiveness. Match the archetype to the stage, then iterate inside it.

07 Choose clarity over cleverness every time.

A headline that requires interpretation has already failed, because in a scanning context the reader allocates zero interpretive effort. Clear lines bypass conscious decoding and match the reader's existing need. Clever lines that need even one second of decoding lose the reader. Clarity beats cleverness, always, a headline that requires interpretation is a headline that fails

"Clarity beats cleverness, always. A headline that requires interpretation is a headline that fails."

· Eddie Shleyner, VeryGoodCopy, 2024-02-01 · “Clarity beats cleverness, always,…”

The comprehension floor is the caveman test: could someone pre-literate and pre-marketing look at the page and immediately know what you offer, how it makes their life better, and what to do to buy. Fail any one and the page fails, however clever the copy. Could a caveman understand your homepage?, three questions, no marketing vocabulary

A line can also have a shape that carries it. The And-But-Therefore structure is the minimum-viable narrative unit: And sets up the context, But introduces the tension, Therefore resolves it. Most business prose is And-And-And, additive context with no tension, and reads as a list nobody remembers. ABT (And, But, Therefore) is the DNA of compelling communication

08 Cut until conciseness, then add one line that screams.

Do it in passes, not in one sitting. Pass one fixes the pole and the headline. Pass two injects the voice. Pass three integrates and cuts anything that entertains but does not persuade. Writing all three at once produces clever lines with no persuasive force, or persuasive lines with no voice. Three sequential passes, pole + headline first, voice second, integration third, single-pass writing collapses persuasion and personality into mush

Conciseness is respect. Every unnecessary word signals you value your own message more than the reader's time. Removing words is not polish. It is a persuasive practice. Conciseness is respect, every unnecessary word signals that you value your message more than the reader's time

"Conciseness is respect. Every unnecessary word signals that you value your message more than the reader's time."

· Eddie Shleyner, VeryGoodCopy, 2024-02-01 · “Conciseness is respect, every…”

Concrete economy targets: under 25 words per sentence, one idea per sentence, strong verbs over adverbs ("amble" not "walk slowly"). Cut filler ("in order to" to "to") and qualifiers (really, very, quite, basically). Default to active voice. Ctrl-F "by" to find passive constructions and rewrite them. Passive is fine only when the actor is unknown or does not matter.

Then break the flatness on purpose. Once per section, one sentence should make the reader stop. The quiet sentences are what make the scream possible by providing the contrast. When every sentence shouts, none is remembered. Once per section, one sentence should scream, and the quiet sentences are what make the scream possible

"once per section, one sentence should make the reader stop. The scream is what gets remembered. The quiet sentences are what make the scream possible."

· Dave Harland, The Copy Cabin, 2024-03-01 · “Once per section, one…”

09 Write in your specific voice, to one named reader.

Most copy advice flattens to "write conversationally," which produces generic conversational copy. Go one level deeper: write the way you specifically speak, not the abstract median. Voice quirks are not bugs. In a market where most B2B copy is interchangeable, a distinctive voice is the conversion mechanism, and it is the one thing a model cannot replicate. Voice quirks aren't bugs, they're the only thing AI cannot replicate

"Write like YOU speak. Not how people generally speak, but how you specifically speak."

· Dave Harland, The Word Man, 2026-03-03 · “Voice quirks aren't bugs,…”

Point that voice at a single reader. The most engaging direct copy is written as if to one subscriber, not to a list, not to "valued customers." Use "you" liberally, hold a clear picture of one imagined person, and cut any phrase with the institutional-broadcast register. Broadcast voice tells the reader they are one of many and the message is generic. Direct address signals you had them in mind. Write as if to a single subscriber, use "you" liberally and remove anything with a whiff of "Dear Valued Customers"

In an AI-flooded market this voice is the only defensible advantage, because it cannot be cloned without the specific person who has it. In an AI-flooded content market, voice is the only defensible advantage, distinct, authentic, sounds like one source Quality is the product of three multiplicative factors, not their sum: Utility, Inspiration, Empathy. A zero on any one wipes out the others. Quality content = Utility × Inspiration × Empathy. Any factor at zero produces nothing.

10 Assemble conversion copy from customer language, not from your product brief.

The best conversion copy is not written. It is assembled from the words customers already use about their own problem, found in reviews, forums, and support transcripts. Customers describe their problem in the exact words they would respond to. The job is to pull those words and structure them. Customer language is the source material for conversion copy; the LLM is the assembly layer, not the author

Resonance comes from mirroring, not paraphrase. Keep the phrases verbatim. The moment you smooth a buyer's exact words into a clean theme, the line stops working, because the exact phrase is the hook and the clean theme is just a description. AI synthesis smooths over verbatim buyer phrases: mine Reddit and review sites directly, mirror the words, do not paraphrase

"Resonance comes from mirroring, not paraphrase."

· Nicolas Cole, Build and Launch a VOC Landing Page, 2026-05-07 · “AI synthesis smooths over…”

Resonance, not reach, is the signal that matters. A thousand in-market readers who feel the line beat a hundred thousand strangers who scrolled past it. Resonance with 1,000 in-market readers beats reach to 100,000 strangers

"Resonance is how much people care; reach is how many people see it."

· Jay Acunzo, Break the Wheel, 2026-03-03 · “Resonance with 1,000 in-market…”

11 Treat the AI polish pass as the threat, not the finish line.

A model is trained on the statistical average of all prose, so its output tends toward expectation. Voice lives in the moments where the writer deliberately broke expectation: the unexpected verb, the one-line paragraph, the self-aware aside. Those are exactly the lines a polish pass smooths out. The danger is not that AI makes a draft bad. It is that AI makes it generic. AI prose can't violate expectation because it IS expectation, protect the smallest deliberate rule-break from every polish pass

"AI prose can't violate expectation because it is expectation. It's the average of everything."

· Ann Handley, What AI Would Delete From Great Writing, 2026-05-03 · “AI prose can't violate…”

The operating rule: name the smallest deliberate rule-break before the polish runs, mark it, and verify it survived. Never let the polish pass have the last word. More output does not close the quality gap. The lever is aggressive curation plus a point of view the training set could not produce. In AI content, the quality lever is curation and a distinct point of view, not output volume. Strip what does not compound: AI abundance makes judgment the scarce resource

"there can be very little relationship between effort and result"

· Swyx, Scaling without Slop, 2026-05-10 · “In AI content, the…”

Keep a human verifying every generated line against the source before it ships. AI strips out the rough edges that make copy feel human, and those edges are often the part doing the work. AI-generated marketing materials strip out the humanity that makes content compelling. Verification, not execution, is the irreplaceable human job

12 Run the three quality tests, then write CTAs that match the click.

Before any line ships, run it through three tests. Visualization: can the reader picture it. Falsifiability: can the claim be proven true or false. Uniqueness: could a competitor sign their name under this exact line. A line that fails uniqueness has no differentiation value. Cut it or rewrite it with specific proof. Copywriting craft is built on five reinforcing fundamentals

Then the CTA. One primary CTA per section. The verb matches what happens on click: "Book a demo" only if it books a demo. Repeat the CTA down the page, and put risk-reversal copy near it to lower friction. A page with three competing CTAs and no hierarchy converts worse than a page with one.

Six formulas

When the shape is not obvious, borrow a frame. Each maps to a length and a job.

FormulaStands forBest for
PASPain, Agitate, SolutionShort copy, ads, cold email
AIDAAttention, Interest, Desire, ActionLong-form sales pages
4PsPicture, Promise, Prove, PushEmail and landing pages
BABBefore, After, BridgeTransformation stories
FABFeatures, Advantages, BenefitsFeature pages that must reach benefit
3WWhat it is, Why it matters, So what outcomeLaunch posts, internal-to-external translation

The formula is scaffolding, not the work. Diagnose the pole and the reader's problem first, then pick the frame that carries it.

Check your work

  • Every sentence passes all three tests: visualization, falsifiability, uniqueness.
  • The buyer's pole (pleasure or pain) is named, and every line aligns to it.
  • The problem is articulated at all three layers, not just the external one.
  • No empty hype modifiers: if a praise word cannot be pictured or proven, delete it on sight.
  • Active voice throughout. No qualifier words. Under 25 words per sentence.
  • The headline got its own session and reads as a complete argument.
  • One scream per section, against quiet sentences that earn it.
  • Copy mirrors verbatim customer language, not internal product vocabulary.
  • The deliberate rule-break was marked before any AI polish and survived it.
  • One primary CTA per section, verb matching the click.

What goes wrong

What you get

  1. A pole diagnosis: pleasure or pain, with every line aligned to it.
  2. A three-layer problem statement: external, internal, philosophical.
  3. A headline with its own iteration session, tagged by archetype, reading as a complete argument.
  4. Body copy that passes the visualization, falsifiability, and uniqueness tests line by line.
  5. A voice doc naming one specific human and the verbal quirks to protect.
  6. Conversion copy assembled from verbatim customer language, mirrored not paraphrased.
  7. A marked rule-break that survived the AI polish pass, verified by a human.
  8. A CTA plan: one primary per section, verb matching the click, risk-reversal nearby.
  9. A copy-standards checklist a team can tick before anything ships.