The first thing every business with a result did (the industry and the habits §7) was to count what its writer over-uses against human writing, and only then decide what to fix. This page is that count for Ink: every English piece the box has published, against the bank of the majors' essays. It runs by python exam/ink_profile.py, no model call anywhere, and it is re-run after every change to the writer.
142 English pieces · 118,971 words · 2026-08-28 → 2026-09-13 · against 341 bank pieces · 447,151 words · run 2026-09-13 23:33
Short answer: for every word and phrase, how often Ink uses it against how often the majors do, and only the ones that come back across many pieces and many mornings.
Short answer: three families. The verdict frame's own words (cannot, does, whether, nobody, merely, remains); the wise-line vocabulary (thing, real, whole, question, line, sentence, machine); and the beat's words (price, market, report, ten), which are the news, not the writer, and are left in the table so the reader can see the difference.
| word | ink · per 10k | bank · per 10k | × | pieces · days | z |
|---|---|---|---|---|---|
| whether | 193 · 16.22 | 163 · 3.65 | 4.4 | 75 · 15 | 14.0 |
| cannot | 150 · 12.61 | 98 · 2.19 | 5.7 | 73 · 17 | 13.5 |
| says | 130 · 10.93 | 82 · 1.83 | 5.9 | 59 · 14 | 12.6 |
| thing | 226 · 19.0 | 308 · 6.89 | 2.8 | 89 · 17 | 11.6 |
| upon | 94 · 7.9 | 49 · 1.1 | 7.1 | 23 · 11 | 11.2 |
| nobody | 83 · 6.98 | 32 · 0.72 | 9.6 | 45 · 10 | 10.9 |
| real | 159 · 13.36 | 197 · 4.41 | 3.0 | 72 · 15 | 10.4 |
| man | 142 · 11.94 | 165 · 3.69 | 3.2 | 55 · 15 | 10.2 |
| price | 90 · 7.56 | 69 · 1.54 | 4.9 | 39 · 15 | 9.9 |
| ten | 77 · 6.47 | 48 · 1.07 | 6.0 | 43 · 13 | 9.8 |
| report | 81 · 6.81 | 56 · 1.25 | 5.4 | 37 · 14 | 9.7 |
| machine | 66 · 5.55 | 29 · 0.65 | 8.4 | 34 · 12 | 9.6 |
| market | 86 · 7.23 | 71 · 1.59 | 4.5 | 24 · 16 | 9.4 |
| question | 143 · 12.02 | 194 · 4.34 | 2.8 | 72 · 16 | 9.2 |
| whole | 112 · 9.41 | 131 · 2.93 | 3.2 | 69 · 14 | 9.1 |
| sentence | 58 · 4.88 | 28 · 0.63 | 7.6 | 39 · 13 | 8.9 |
| remains | 67 · 5.63 | 46 · 1.03 | 5.4 | 41 · 12 | 8.9 |
| open | 92 · 7.73 | 94 · 2.1 | 3.7 | 53 · 17 | 8.9 |
| merely | 66 · 5.55 | 43 · 0.96 | 5.7 | 31 · 11 | 8.9 |
| line | 90 · 7.56 | 92 · 2.06 | 3.7 | 58 · 14 | 8.8 |
| let | 100 · 8.41 | 114 · 2.55 | 3.3 | 62 · 14 | 8.7 |
| model | 81 · 6.81 | 77 · 1.72 | 3.9 | 22 · 11 | 8.6 |
| ask | 87 · 7.31 | 92 · 2.06 | 3.5 | 59 · 15 | 8.5 |
| percent | 84 · 7.06 | 89 · 1.99 | 3.5 | 23 · 12 | 8.3 |
| hundred | 63 · 5.3 | 48 · 1.07 | 4.9 | 37 · 13 | 8.3 |
No word in the first version is banned anywhere, and no ban list would catch it. What the count sees is the pile-up: that is the, whole, nobody, whether, will not, simply are each several times over the majors' rate, and they arrive together.
Short answer: the same frame, now visible as phrases. That is a runs at 35 times the majors' rate, that is the at 29, that is not at 23, is the one at 22. The over-used four-word phrases are only four, and three of them are the frame again.
| phrase | ink · per 10k | bank · per 10k | × | pieces · days | z |
|---|---|---|---|---|---|
| the whole | 89 · 8.0 | 65 · 1.54 | 5.2 | 62 · 14 | 10.1 |
| whether the | 65 · 5.84 | 15 · 0.35 | 16.2 | 41 · 14 | 9.8 |
| a man | 69 · 6.2 | 39 · 0.92 | 6.7 | 34 · 13 | 9.5 |
| will not | 66 · 5.93 | 40 · 0.95 | 6.2 | 36 · 14 | 9.2 |
| the thing | 55 · 4.94 | 29 · 0.69 | 7.1 | 35 · 10 | 8.6 |
| the market | 41 · 3.68 | 14 · 0.33 | 10.9 | 15 · 10 | 7.8 |
| the report | 43 · 3.86 | 7 · 0.17 | 21.5 | 25 · 11 | 7.7 |
| man who | 41 · 3.68 | 20 · 0.47 | 7.7 | 27 · 11 | 7.5 |
| it will | 65 · 5.84 | 74 · 1.75 | 3.3 | 39 · 13 | 7.1 |
| upon the | 32 · 2.88 | 9 · 0.21 | 13.1 | 13 · 8 | 6.9 |
| the work | 35 · 3.14 | 19 · 0.45 | 6.8 | 22 · 13 | 6.8 |
| the exact | 31 · 2.79 | 11 · 0.26 | 10.4 | 25 · 9 | 6.8 |
| that's the | 32 · 2.88 | 13 · 0.31 | 9.0 | 18 · 9 | 6.8 |
| the question | 53 · 4.76 | 58 · 1.37 | 3.5 | 36 · 14 | 6.6 |
| that is the | 79 · 7.62 | 10 · 0.25 | 29.3 | 56 · 14 | 10.2 |
| and it is | 43 · 4.15 | 12 · 0.3 | 13.4 | 31 · 13 | 8.0 |
| that is a | 51 · 4.92 | 5 · 0.13 | 35.2 | 38 · 15 | 7.8 |
| it is the | 41 · 3.95 | 25 · 0.63 | 6.2 | 30 · 12 | 7.3 |
| it is a | 46 · 4.44 | 36 · 0.9 | 4.9 | 37 · 12 | 7.2 |
| is not a | 43 · 4.15 | 39 · 0.98 | 4.2 | 32 · 12 | 6.5 |
| a man who | 23 · 2.22 | 9 · 0.23 | 9.3 | 18 · 9 | 5.8 |
| it does not | 21 · 2.03 | 6 · 0.15 | 12.7 | 18 · 10 | 5.6 |
| which is the | 20 · 1.93 | 5 · 0.13 | 13.9 | 18 · 8 | 5.5 |
| that is not | 21 · 2.03 | 3 · 0.08 | 22.7 | 19 · 10 | 5.3 |
| it is not a | 7 · 0.73 | 2 · 0.05 | 12.3 | 6 · 6 | 3.3 |
| keep coming back to | 7 · 0.73 | 1 · 0.03 | 18.5 | 6 · 3 | 3.1 |
| and it is the | 7 · 0.73 | 1 · 0.03 | 18.5 | 6 · 3 | 3.1 |
| the shape of the | 6 · 0.62 | 2 · 0.05 | 10.5 | 6 · 4 | 3.0 |
Short answer: our top habit is real and it is a shape, not a length. Ink's paragraph-final sentences are no shorter than the majors'. They open on That is / This is / It is four times as often, and they are short-and-built-on-"is" two and a half times as often.
| the last sentence of a paragraph | ink · last | ink · others | bank · last | bank · others |
|---|---|---|---|---|
| mean words | 16.5 | 15.3 | 19.0 | 18.2 |
| nine words or fewer | 26.7% | 33.3% | 25.0% | 24.3% |
| short and built on "is" (the flat verdict) | 10.6% | 10.9% | 4.2% | 5.7% |
| opens "That is / This is / It is" (the gavel) | 10.2% | 5.7% | 2.3% | 2.3% |
paragraphs with two or more sentences: ink 1,317 · bank 5,491
Two things the table settles. First, the majors close paragraphs on short sentences as often as Ink does (a quarter of the time on both sides), so "never write a short sentence" was aimed at the wrong thing. Second, the gavel is positional in Ink and not in the bank: the majors open a sentence on That is at the same low rate wherever it sits; Ink does it twice as often at the end of a paragraph as elsewhere. No outside list counts position, which is why yesterday's research found this habit nowhere.
The phrases that over-populate Ink's last sentences, against the bank's last sentences:
| phrase in a paragraph's last sentence | ink · per 10k | bank · per 10k | × | pieces · days | z |
|---|---|---|---|---|---|
| the whole | 23 · 10.87 | 23 · 1.61 | 6.7 | 22 · 10 | 6.5 |
| a man | 16 · 7.56 | 12 · 0.84 | 8.9 | 14 · 8 | 5.8 |
| the thing | 15 · 7.09 | 9 · 0.63 | 11.1 | 13 · 7 | 5.7 |
| the one | 17 · 8.03 | 17 · 1.19 | 6.7 | 15 · 10 | 5.6 |
| the real | 15 · 7.09 | 16 · 1.12 | 6.3 | 15 · 10 | 5.1 |
| tells you | 12 · 5.67 | 3 · 0.21 | 25.8 | 11 · 8 | 5.1 |
| question is | 11 · 5.2 | 5 · 0.35 | 14.5 | 10 · 9 | 5.0 |
| man who | 11 · 5.2 | 9 · 0.63 | 8.1 | 10 · 7 | 4.7 |
| the first | 33 · 15.59 | 88 · 6.14 | 2.5 | 26 · 13 | 4.6 |
| you cannot | 10 · 4.72 | 2 · 0.14 | 31.5 | 9 · 7 | 4.5 |
| the machine | 9 · 4.25 | 4 · 0.28 | 14.7 | 8 · 5 | 4.5 |
| that's the | 10 · 4.72 | 2 · 0.14 | 31.5 | 8 · 3 | 4.5 |
| while the | 13 · 6.14 | 19 · 1.33 | 4.6 | 12 · 8 | 4.3 |
| the room | 10 · 4.72 | 10 · 0.7 | 6.7 | 8 · 7 | 4.3 |
| is simply | 8 · 3.78 | 3 · 0.21 | 17.2 | 8 · 5 | 4.3 |
| and it's | 8 · 3.78 | 2 · 0.14 | 25.3 | 5 · 3 | 4.2 |
| they will | 9 · 4.25 | 9 · 0.63 | 6.7 | 7 · 7 | 4.1 |
| the price | 10 · 4.72 | 12 · 0.84 | 5.6 | 9 · 8 | 4.0 |
| the market | 7 · 3.31 | 3 · 0.21 | 15.1 | 5 · 4 | 4.0 |
| whether we | 7 · 3.31 | 2 · 0.14 | 22.1 | 6 · 4 | 3.9 |
| the true | 7 · 3.31 | 2 · 0.14 | 22.1 | 6 · 5 | 3.9 |
| the second | 12 · 5.67 | 19 · 1.33 | 4.2 | 9 · 7 | 3.9 |
| the hand | 9 · 4.25 | 1 · 0.07 | 53.2 | 5 · 4 | 3.9 |
| the day | 9 · 4.25 | 10 · 0.7 | 6.0 | 7 · 5 | 3.9 |
Short answer: by exact phrase, a morning's pieces share almost nothing, and that measure cannot see the sameness readers feel. By shape they can be seen: in the Flash era, pieces from the same morning are more alike than pieces from different mornings.
| morning | era | pieces | shared with another piece that day | same count of bank pieces | same count of ink pieces, other days | shape likeness, that day | bank | ink, other days |
|---|---|---|---|---|---|---|---|---|
| 2026-08-28 | A | 6 | 0.0% | 0.11% | 0.03% | 42.6 | 57.3 | 46.9 |
| 2026-09-03 | A | 6 | 0.0% | 0.49% | 0.06% | 52.5 | 52.8 | 48.8 |
| 2026-09-05 | A | 12 | 0.12% | 0.38% | 0.11% | 49.9 | 54.6 | 50.6 |
| 2026-09-06 | A | 7 | 0.0% | 0.42% | 0.1% | 57.3 | 54.2 | 52.3 |
| 2026-09-07 | A | 10 | 0.08% | 0.61% | 0.14% | 45.7 | 54.6 | 48.9 |
| 2026-09-08 | A | 16 | 0.11% | 0.69% | 0.22% | 46.7 | 52.6 | 49.7 |
| 2026-09-09 | B | 18 | 0.14% | 0.79% | 0.21% | 60.4 | 53.6 | 50.2 |
| 2026-09-10 | B | 14 | 0.17% | 0.52% | 0.15% | 56.0 | 52.5 | 49.5 |
| 2026-09-11 | B | 6 | 0.09% | 0.73% | 0.03% | 49.2 | 54.7 | 51.2 |
| 2026-09-12 | C | 14 | 0.44% | 0.47% | 0.17% | 60.1 | 54.0 | 48.6 |
| 2026-09-13 | C | 11 | 0.24% | 0.47% | 0.07% | 55.1 | 53.1 | 50.4 |
The phrase column is a null result to keep: the bank's own number is inflated by outlet boilerplate (a paywall line, a byline pattern), and even so Ink's mornings sit below it. The shape column is the finding. Every V4 Pro morning sits at or below the bank's likeness; four of the five Flash mornings sit above it, and above Ink's own cross-morning baseline, with 09-09 and 09-12 the most alike. Something set per morning — the shape menu, the brief's accent, the same four-draft pick — makes that morning's pieces rhyme. This is the number yesterday's research said we lacked (item 6), and it is now in the script.
Short answer: the verdict frame did not go down when the never-lines went in. On the 25 pieces of era C it is higher than in either earlier era, on most of its phrases.
| per 1,000 words | A | B | C |
|---|---|---|---|
| pieces · words | 79 · 54,009 | 38 · 41,736 | 25 · 23,226 |
| the whole | 0.59 | 0.89 | 0.86 |
| whether the | 0.5 | 0.62 | 0.52 |
| a man | 0.46 | 0.55 | 0.95 |
| will not | 0.61 | 0.38 | 0.73 |
| the thing | 0.2 | 0.55 | 0.9 |
| the market | 0.65 | 0.17 | 0.09 |
| the report | 0.44 | 0.29 | 0.3 |
| man who | 0.33 | 0.34 | 0.39 |
| that is the | 0.72 | 0.5 | 0.82 |
| and it is | 0.17 | 0.36 | 0.82 |
| that is a | 0.46 | 0.26 | 0.65 |
| it is the | 0.26 | 0.38 | 0.43 |
| it is a | 0.31 | 0.36 | 0.47 |
| is not a | 0.24 | 0.31 | 0.73 |
| a man who | 0.17 | 0.19 | 0.26 |
| it does not | 0.17 | 0.1 | 0.34 |
| whether | 1.44 | 1.87 | 1.59 |
| cannot | 1.22 | 1.2 | 1.46 |
| says | 1.06 | 1.15 | 1.08 |
| thing | 1.57 | 1.82 | 2.8 |
| upon | 0.61 | 1.44 | 0.04 |
| nobody | 0.31 | 1.1 | 0.86 |
exam/ink_profile.py writes <ink_dir>/profile.json and refills every table on this page; run it after the box's editions are fetched. The rule (item 4). A count is read against a writer version and a critic version, never across one: the eras above are that rule applied to the editions, and the loop's ledger now records the writer model id per run and the critic's own model id per scoring, so a before-and-after that crosses a model change is visible as such.
lib/ink/overuse.json, tracked and shipped with the repo; the lint reads it at import and counts each phrase in a draft against the bank's own rate at that length. 58 phrases on the first list, plus 25 for the last sentence, kept for reading. Topic phrases such as the report ride along by design: the pick compares drafts of one commission, and a phrase every draft shares moves nothing. Re-run weekly on the dev PC after fetching the box's editions: python exam/ink_profile.py (no model call); the list ships on the next deploy. 2. The pick sees the gavel. The brew's draft order is now (lint fail · disclaimers · register flags · over-used excess · gavel share · lint score), lower first. English drafts only; a Chinese draft scores zero on both. The gate's pass or fail is untouched — the hand lists keep that job until the profile has run a week. Two known limits: nested phrases (that is the inside is the whole) count more than once, which only sharpens the ranking; and the gavel pattern also catches an innocent It was raining, on both sides of every comparison.
exam/ink_profile.py · related: the industry and the habits §7 · the habits to ban · the outside research §1 and §5 · the writing loop ledger · the writing gap