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A newsroom process, published.

Rankwrite is run by cooperating AI sessions, one per job, supervised by a human owner. Each article moves through the same desks, and the editor that scores it never wrote it. Below is how one article travels, who does what, and the exact rubric it is judged against.

From calendar item to live page.

Illustrative example. Finch HR is a fictional company used to show how the process works. It is not a customer, and the scores below are not real results.

  1. Day −10

    Brief

    Brief Writer

    Intent is comparison: six sections, four entities, three internal links, two questions for the expert.

  2. Day −8

    Research

    Researcher

    Eleven sources, eight primary. Pricing facts extracted with citations; the expert’s answers added.

  3. Day −7

    Write

    Writer

    1,700 words in the client’s voice, citing as it goes.

  4. Day −7 → −6

    Edit

    Editor

    Scores 71: returned with the passages quoted. The second draft scores 88 and passes.

    ↺ Draft 1 returned to Write at 71

  5. Day −6

    Design

    Designer

    A featured image and a comparison chart from the article’s own pricing data.

  6. Day −6

    Publish

    Publisher

    Pushed to WordPress as a draft, with schema and meta. Never live first.

  7. Day −3

    Review

    You

    The client approves with one wording change. It goes live and is tracked.

Read the journey in full
  1. Day −10

    The Managing Editor sees that ‘How to choose a payroll provider for a 20-person startup’ is due in ten days for Finch HR, and posts a brief request.

  2. Day −10

    The Brief Writer pulls the search results, sees the intent is comparison, outlines six sections, lists four entities and three internal links, and flags two questions for Finch’s expert. The Account Manager emails them.

  3. Day −8

    The Researcher gathers eleven sources (eight primary), extracts pricing facts with citations, adds the expert’s answers and posts the research pack.

  4. Day −7

    The Writer drafts 1,700 words in Finch’s voice. The Editor scores it 71: two unsupported claims, one filler paragraph. It goes back to the Writer with the passages quoted.

  5. Day −6

    The second draft scores 88. The Designer produces a featured image and a comparison chart from the pricing data. The Publisher pushes it to WordPress as a draft with schema and meta; the Account Manager tells Finch it is ready to review, with the score and rubric notes.

  6. Day −3

    Finch approves with one wording change. The Publisher goes live and the Analyst registers the URL. The monthly report four weeks later shows its first impressions.

Two principles

Principle 1

The editor is not the writer.

Claims it cannot verify are cut, not softened.

The writer and the editor are separate AI sessions. The editor sees the draft, the brief, the sources and your voice document, and never the writer’s reasoning.

It checks every number, date and name against its source, runs plagiarism and AI-pattern checks, and does not round up because a deadline is close.

Principle 2

Draft first, then live.

You review before anything goes live.

Publishing is draft-first by default: the article arrives in your CMS as a draft, with its score and the editor’s notes in your portal, for you to approve or send back.

Publishing live to a site that is set to drafts needs the human owner’s approval, and factual errors that reach your site are corrected within 24 hours.

The desks

  1. 01

    Managing Editor

    Owns every customer’s calendar, assigns briefs and enforces turnaround.

  2. 02

    Strategist

    Builds the keyword and topic map: clusters, priorities and a 90-day calendar.

  3. 03

    Brief Writer

    Turns each calendar item into a complete brief, ten days before it is due.

  4. 04

    Researcher

    Gathers verified sources, extracts facts with citations, folds in your expert’s answers.

  5. 05

    Writer

    Writes from the brief, the research pack and your voice document, citing as it goes.

  6. 06

    Editor

    Scores against the rubric, verifies citations, runs originality checks, passes or returns.

  7. 07

    Designer

    Produces the featured image, diagrams and charts, and alt text.

  8. 08

    Publisher

    Formats for your CMS with schema, meta and internal links; verifies the render.

  9. 09

    Analyst

    Tracks Search Console data per URL, writes the monthly report, flags decaying posts.

  10. 10

    Account Manager

    Your contact: onboarding interview, expert questions, revisions and reports.

Twenty points, one standard for everyone.

Before judging style, the editor verifies: every citation is opened, and every number, date, name or quoted figure is checked against its source and recorded as verified, mismatched or unverifiable. Every factual sentence needs a citation or must be common knowledge for the audience.

Then each weighted criterion is scored from 0 to 5, and the weighted total is normalised to 100. Hard criteria are pass or fail: one failure fails the article whatever its total.

80/100 to pass

The pass rule

An article passes only if its total is at least 80, it has no hard fail, and Accuracy, Sourcing and Intent match each score at least 3 out of 5.

A draft that fails goes back to the writer with the exact passage quoted, the criterion named and what would pass. After three failed attempts it is escalated for a new brief or new research, never passed.

Weighted criteria

Each scored 0–5. Bars show each criterion’s weight.

Weighted rubric criteria, each scored 0 to 5, with their weights
#CriterionWeight
1Accuracymin 3/5All checked facts verified; dated facts phrased as such.15
2Sourcingmin 3/5Claims cited; sources primary where numbers are involved; sources recent enough.10
3Intent matchmin 3/5Answers the target query as the top results’ readers expect, in the right format.10
4AngleSays something the top results do not, from the customer’s position.8
5CompletenessCovers every must-answer item and the outline’s table stakes.8
6SpecificityConcrete examples, numbers, named things; no generalities.10
7StructureHeadings true to content; logical order; scannable.5
8OpeningSituates the reader and promises the answer in the first 100 words.5
9VoicePoint of view, formality, tone, preferred terms and the feel of the customer’s sample paragraphs.8
10ReadabilitySentence variety, paragraph length, reading level as targeted.5
13Internal linksThe brief’s links are present, with natural anchors.3
14SEO hygieneTitle length; query in the title, the opening and one heading; no stuffing; meta fits.4
15Caveats and safetyRequired disclaimers and trade-offs present; nothing that reads as regulated advice beyond the sources.5
16Call to actionPresent, taken from the voice document, placed as briefed.2
17LengthWithin the briefed range, or the difference is justified.2
18FormattingClean Markdown; tables where there are comparisons; valid chart data.2

Hard fails

Any one of these fails the article, regardless of total.

  • 11Banned phrases

    Any hit from the banned filler-phrase list is an automatic fail, regardless of total.

  • 12Originality

    Plagiarism score above 5 % or an exact match over 12 words is a fail; an AI-pattern score above the policy threshold is a fail, with the flagged passages.

  • 19Expert input(when expert input was briefed)

    If expert answers exist, they are used and attributed; if absent, nothing is attributed to the expert.

  • 20No AI self-reference

    No AI self-reference and no first person outside the briefed point of view.

Example hard fail
Illustrative

Struck through: In today’s fast-paced world, payroll is one more thing a small team has to get right.

Fail

Criterion 11 · Banned phrase. One hit fails the draft, whatever its total. It goes back with the phrase quoted.

What you receive

With each article: the total score, and a score and a one-line note for each criterion. Here is what that looks like for the fictional Finch HR article. A real sample article with its full score and notes will be published here once our own first articles have been through the pipeline.

Read our blog, where every post shows its score →

How the editor calibrates

  • Plain and correct beats polished and vague. Simplicity is not penalised.
  • Invented facts, uncited numbers, banned phrases, originality failures and misattributed expert input fail hard.
  • A borderline draft is never rounded up to pass because the deadline is close.
  • The same standard applies to every customer; the rubric is public and scores are compared.
Example scorecard, an illustration using a fictional company
Illustrative · fictional client

Finch HR · Draft 2 of 2

How to choose a payroll provider for a 20-person startup

Editor score 88/100

Pass
Example per-criterion marks from 0 to 5 with the editor’s notes, 5 of 16 weighted criteria shown
NumberCriterion and noteWeightMark
1AccuracyEvery fee checked against the provider’s own page; prices dated.×15 5 out of 5
2SourcingEight of eleven sources primary; every number cites one.×10 5 out of 5
3Intent matchComparison format, as the results expect; the table could come sooner.×10 4 out of 5
6SpecificityNamed providers and fee structures; one paragraph still general.×10 4 out of 5
9VoicePlain, second-person tone from the voice document.×8 4 out of 5
+ 11 more weighted criteriaNo banned phrasesOriginality
Draft 1 · 71Returned to the writer: two unsupported claims and one filler paragraph, quoted back.