How MIRENA rewrites for clarity | Semantec SEO

Comprehension repair

How MIRENA rewrites for clarity

A clarity rewrite removes confusion from answers, sentences, paragraphs, transitions, definitions, examples, and actions without stripping useful detail.

MIRENA finds the point where the reader has to infer too much. It separates vocabulary problems from logic problems, repairs the smallest failing unit, preserves necessary detail, and checks that the next action remains clear.

1 master prompt5 internal stages6 acceptance checksOne owned handoff
Use whenThe answer is accurate but hard to follow.Choose the smallest repair that fits.
First gateFind the clarity frictionSource context and page role come first.
Primary outputClarity friction findingsEvery change carries a reason.
Stop ruleDo not shorten copy at the cost of accuracy.Blocked items stay visible.

When MIRENA uses the workflow

Start from the visible failure, not from a generic rewrite request.

  • The answer is accurate but hard to follow.
  • Sentences carry too many jobs.
  • Paragraphs lack a clear point or bridge.
  • Terms, examples, or actions are ambiguous.

Internal MIRENA workflow

Five stages move the asset from evidence to an owned handoff.

Find the clarity friction

Locate buried answers, vague terms, overloaded sentences, weak paragraph jobs, and logic gaps.

Protect the meaning

Mark required facts, qualifiers, entities, and relationships before editing.

Repair the smallest unit

Rewrite the sentence, paragraph, definition, example, transition, or block.

Reconnect the logic

Give the copy a clear order and bridge into the next idea.

Run clarity review

Check accuracy, reader fit, scan speed, action clarity, and topic fit.

Acceptance checks

MIRENA checks the repair against the page job, not polish alone.

Answer

The main point is easy to find.

Vocabulary

Terms fit the reader and are defined when needed.

Sentence load

Each sentence carries a manageable job.

Paragraph job

Each paragraph has one clear point.

Logic

The reader can follow the relationship between ideas.

Action

The next step is explicit.

Page master prompt

One master prompt runs intake, diagnosis, repair planning, execution, review, and handoff.

Copy the master prompt into MIRENA. The workflow runs in order and stops when a required gate fails.

01Full workflow

Rewrite for Clarity Master Prompt

Runs scope, diagnosis, repair planning, execution, review, and handoff in one gated MIRENA workflow.

Copy master prompt
Short commandRun Rewrite for Clarity Master Prompt for [page, draft, block, files, or URL].
Open the full master prompt, stage controls, guardrails, and routes
Full master prompt
Workflow stages
  • Find the clarity friction
  • Protect the meaning
  • Repair the smallest unit
  • Reconnect the logic
  • Run clarity review
Diagnostic focus
  • reader level
  • buried answer
  • vague terms
  • sentence load
  • paragraph job
  • logic
Repair focus
  • revised copy
  • definitions
  • transitions
  • preserved detail
  • action clarity
  • review state
Acceptance checks
  • Answer
  • Vocabulary
  • Sentence load
  • Paragraph job
  • Logic
  • Action
Guardrails
  • Do not simplify the language by removing facts, qualifiers, or relationships that the reader needs.
  • Do not widen the topic beyond the approved page job.
  • Do not invent facts, proof, results, user evidence, source material, or internal URLs.
  • Keep assumptions, confidence, missing evidence, and human review needs visible.
  • Do not create final schema until the visible draft has human approval.
Possible routes
  • Intro Rewrites
  • Section Rewrites
  • Definition Rewrites
  • Draft Review

MIRENA handoff

The workflow ends with owned changes, unresolved items, and the next route.

01

Clarity friction findings

MIRENA records the source, approval state, owner, blocker, and next route.

02

Preserved meaning

MIRENA records the source, approval state, owner, blocker, and next route.

03

Rewritten copy

MIRENA records the source, approval state, owner, blocker, and next route.

04

Removed ambiguity

MIRENA records the source, approval state, owner, blocker, and next route.

05

Clarity review state

MIRENA records the source, approval state, owner, blocker, and next route.

Questions

Rewrite for Clarity questions.

Does clarity mean shorter copy?

Not always. Clarity means the reader can find the answer, follow the logic, and act without unnecessary inference.

Can MIRENA keep technical detail?

Yes. Required detail is marked for preservation before the rewrite.

What does MIRENA repair first?

It repairs the smallest failing unit, such as a sentence, paragraph, transition, definition, or block.

What follows clarity review?

The copy moves to local flow review, draft review, topic fit review, or another named repair.

Next route

Give MIRENA the asset, evidence, and repair boundary.

MIRENA applies the selected prompt, keeps unresolved proof and approval needs visible, and routes the result into review, approval, or the next workflow.

Founder access is €20 per 30 days excluding VAT for one seat and one active MIRENA instance. OpenAI account rules and usage limits remain separate.