How MIRENA Works | MIRENA

MIRENA operating model

MIRENA turns source material into a controlled site plan, page brief, audit, draft, or rewrite.

The system begins with source context and evidence, not a generic writing prompt. Twenty specialist agents extract and qualify entities, classify intent, find information and user gain, shape site and page structure, plan internal routes, prepare answer formats, and run review gates before the output is accepted.

System20 specialist agentsOne ordered workflow with shared state
InputsTopic, URL, draft, sitemap, or datasetThe input matches the current job
LanesPlan, brief, or repairThree production routes with different outputs
ControlApproval before handoffSchema follows final visible approval

Central distinction

How MIRENA Works

The system begins with source context and evidence, not a generic writing prompt. Twenty specialist agents extract and qualify entities, classify intent, find information and user gain, shape site and page structure, plan internal routes, prepare answer formats, and run review gates before the output is accepted.

Plain AI chat responds to a prompt. MIRENA runs an ordered SEO workflow with explicit gates and handoffs.

MIRENA process

The internal workflow turns evidence into an approved handoff.

Set source context

MIRENA fixes the site, audience, offer, allowed topics, blocked topics, protected pages, and workflow goal.

Prepare the evidence

Files, pages, queries, results, competitors, analytics, behavior, and proof receive quality and risk checks.

Extract and organize meaning

Entities, attributes, relationships, concepts, modifiers, intent, user state, and page ownership are modeled.

Find useful difference

MIRENA separates required baseline from overlap and selects supported information and user gain.

Build structure and routes

Pages, sections, formats, proof, internal links, actions, fallback, and recovery paths are assigned.

Produce the correct output

The system creates a map, brief, audit, draft, rewrite, link plan, or another approved package.

Run approval and readiness

Quality, evidence, claims, accessibility, schema timing, owners, and release conditions are checked.

Create the handoff

Accepted work moves to the next workflow while blocked and unresolved items remain visible.

Operating model

Three production lanes

The lane is chosen from the job, not from a generic feature menu.

Processed topical mapPlan the site

Page ownership, roles, split or merge decisions, routes, priority, and approval.

Controlled writer instructionBrief the page

Purpose, intent, entities, sections, proof, formats, links, and exclusions.

Structural repairAudit or rewrite

Diagnosis, passage actions, revised copy, link changes, evidence needs, and QA.

Meaning and page jobEntity and intent layer

Primary entity, support, attributes, relationships, intent, and user state.

Useful contributionInformation and user gain

Missing answers, proof, comparisons, formats, and next paths.

Controlled movementApproval layer

Draft, review, revise, hold, approve, handoff, publish, and monitor.

Illustrative record

One input can enter different lanes

A live URL does not always need a rewrite.

Example output

  • Planning problemUse the URL inventory to rebuild ownership and routes.
  • Briefing problemUse the URL and query to create a rewrite brief.
  • Repair problemAudit the failed blocks and rewrite only what needs change.
  • Link problemBuild a relationship and next path handoff.
  • Schema problemWait until the visible page role and content are approved.

Related routes

Move the approved finding into the smallest useful next workflow.

Inputs

MIRENA Inputs

Review the source material the system can accept.

Review the route
Use cases

MIRENA Use Cases

Choose the workflow that matches the problem.

Review the route
Current plan

MIRENA Pricing

Review the current Founder access terms.

Review the route

Questions

How MIRENA Works questions.

What is MIRENA?

MIRENA is a 20 agent SEO operating system for site planning, page briefs, audits, drafting, rewriting, information gain, internal routes, and review handoffs.

What can I give MIRENA?

You can provide topics, queries, URLs, drafts, sitemaps, page inventories, exports, datasets, screenshots, and approved source context.

What does MIRENA return?

It can return processed maps, briefs, audits, drafts, rewrites, link plans, information gain findings, and approval records.

Does MIRENA replace SEO data platforms?

Not in every case. Data platforms can supply evidence, while MIRENA turns the evidence into controlled page and site decisions.

Does MIRENA guarantee rankings?

No. Search and commercial outcomes still depend on competition, authority, technical quality, implementation, links, and maintenance.

Next route

Give MIRENA the source context and evidence. Receive the controlled output or handoff.

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.

MIRENA output requires factual, editorial, legal, technical, and business review before publication or client delivery.