Define the user task
MIRENA fixes the user state, page role, completion event, and likely route.
Behavioral effort model
MIRENA estimates how much work a user must do to understand, decide, act, or recover.
Effort is not the same as content length. MIRENA scores the work created by unclear answers, poor navigation, missing proof, weak comparisons, difficult actions, and absent support, then routes the architecture repair.
ModelSix effort typesCognitive, navigation, decision, trust, action, and support
UnitAsset, block, route, or taskThe score attaches to the actual user job
DecisionReduce, move, prove, split, support, or holdEvery effort finding maps to an action
FeedbackForecast becomes evidenceLive signals revise the original score
Central distinction
Effort Score in Content Architecture
Effort is not the same as content length. MIRENA scores the work created by unclear answers, poor navigation, missing proof, weak comparisons, difficult actions, and absent support, then routes the architecture repair.
A long asset can feel easy when the route is clear. A short asset can feel difficult when the answer, proof, or next step is missing.
MIRENA process
The internal workflow turns evidence into an approved handoff.
Mark effort points
Answer finding, interpretation, navigation, comparison, trust, action, and support steps are recorded.
Classify effort type
Each point receives cognitive, navigation, decision, trust, action, or support classification.
Score severity and cause
MIRENA compares the work required with the value and identifies the structural cause.
Choose the repair
The asset can answer sooner, simplify, split, add proof, move a route, add support, or remain on hold.
Attach feedback signals
Route use, search, abandonment, support, and satisfaction signals revise the forecast after launch.
Operating model
Six effort types
The same asset can be easy in one area and difficult in another.
Reduce jargon, answer sooner, add an example, or improve sequence.
Clarify page roles, anchors, menus, and contextual links.
Add criteria, comparison, fit, tradeoffs, and a decision rule.
Add proof, sources, method, limits, identity, and reassurance.
Simplify steps, expectations, forms, prerequisites, and fallback.
Add troubleshooting, help, escalation, and recovery paths.
Illustrative record
Illustrative effort profile
MIRENA can hold a commercial route when trust effort remains too high.
Example output
- Cognitive effortLow after a direct definition and clear example.
- Navigation effortMedium because the next route is buried.
- Decision effortHigh because fit and non fit criteria are absent.
- Trust effortHigh because the claim lacks proof.
- RepairAdd comparison criteria and proof before pricing.
Related routes
Move the approved finding into the smallest useful next workflow.
Behavioral Topical Map Process
Attach effort to assets, paths, and refresh actions.
Review the routeNext Best Path SEO Architecture
Choose the route that reduces useful effort.
Review the routeInformation Gain and User Gain
Separate useful contribution from human progress.
Review the routeFeedback Loops for Topical Map Refreshes
Use live signals to revise effort assumptions.
Review the routeQuestions
Effort Score in Content Architecture questions.
What is effort score in content architecture?
It is MIRENA's estimate of the work required to understand, navigate, decide, trust, act, or recover.
Is effort score based on word count?
No. Length can contribute, but structure, proof, routes, choices, and support usually matter more.
Can effort be useful?
Yes. Some tasks require deliberate work. MIRENA removes unnecessary effort without hiding important detail or risk.
How is the score updated?
Approved route, search, support, abandonment, task completion, and satisfaction signals can revise the original forecast.
What does MIRENA return?
MIRENA returns the effort profile, highest friction, cause, repair, component or route change, and monitoring signal.
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.