AI Assessment and Academic Integrity · 062/200

Design Authentic Assessment in the AI Era

Design Authentic Assessment in the AI Era: a practical guide with a direct answer, implementation steps, measurement, risks, regional notes and sources.

Mortanas Academy EditorialReviewed: 9 August 2026Türkiye · United KingdomReading time: about 8 minutes
Direct answer

How do you implement Design Authentic Assessment in the AI Era?

Assess context-specific decisions, iterations, evidence and reflection that cannot be demonstrated by a generic final answer alone.

Assess genuine learning through transparent AI-use rules, authentic tasks, evidence portfolios and defensible judgement.

Design Authentic Assessment in the AI Era implementation illustration

Implementation in six steps

Define the learning need and outcome

Record the learner starting point, the task they must complete and an observable success criterion. Choose a learning outcome tied to performance rather than content volume.

Set the evidence boundary

Assess context-specific decisions, iterations, evidence and reflection that cannot be demonstrated by a generic final answer alone. Give learning materials a source, version, permission status and review date; constrain the AI from inventing content without evidence.

Run a bounded learning pilot

Start with a small, representative learner cohort. Include normal progress, misconceptions, accessibility needs and exceptions that require support.

Place educator oversight

Define qualified educator review and a clear appeal route for feedback, assessment decisions, sensitive data, academic integrity and learner-impacting recommendations.

Keep learning evidence

Create an authentic performance task after the pilot. Retain prompts, sources, educator corrections, learner feedback and the accountable owner in a traceable record.

Measure transfer and equity

Track valid evidence of independent competence as the primary measure. Confirm that results hold across learner groups, transfer to the real task and do not hide increased educator workload.

Worked example

In a worked learning pilot, the team follows 12 learners with different starting levels through a baseline task and a transfer task. The AI-assisted activity uses the same verified evidence pack, while an educator flags incorrect, ambiguous and inaccessible outputs. The team completes an authentic performance task. It expands use only when valid evidence of independent competence, learning gain, equity, educator correction burden and safety guardrails are all acceptable.

Working output

An authentic performance task

Primary measure

Valid evidence of independent competence

Measurement, quality and risk

Signals to track together

  • valid evidence of independent competence
  • Human correction time and number of changes
  • Exception-routing accuracy
  • Source and decision traceability
  • User or customer impact

Risks to monitor

  • Plausible but incorrect output without source or context
  • Use of personal, confidential or contractual data without permission
  • Hidden uncertainty or exceptions inside an automated decision
  • Higher human correction burden despite faster generation
  • Missed differences in region, sector or version

Language, region and scope note

This education guide is designed for English and Turkish learning environments focused on Türkiye and the United Kingdom. Language selection does not determine legal jurisdiction. Current institutional policies, local rules and qualified educator review should be checked for learner data, children and vulnerable groups, accessibility, automated assessment, academic integrity and workplace training.

Sources and verification

Check the current version of primary sources and your implementation context. Commercial outcomes are not guaranteed.

Frequently asked questions

How do you implement Design Authentic Assessment in the AI Era?

Assess context-specific decisions, iterations, evidence and reflection that cannot be demonstrated by a generic final answer alone.

What working output should be created?

Create an authentic performance task with a named owner and review date so implementation remains traceable.

How should success be measured?

Use valid evidence of independent competence as the primary measure, together with quality, correction burden and risk signals.

Does this guide replace professional advice?

No. It is educational; legal, security, financial, medical or regulated decisions require appropriately qualified review.

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