Fluent

Scoring calibration

Re-rate AI-scored writing & speaking by hand to measure agreement. The metric is Quadratic Weighted Kappa (QWK); ≥ 0.70 vs human raters is the accepted threshold for automated scoring.

Writing QWK

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no human ratings yet

Speaking QWK

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no human ratings yet

Anonymous26/05/2026, 10:28:47
WritingAI: B1

Dear Manager, I am writing to share my view on the proposed flexible work-from-home policy. On the whole I support it, because giving people the choice to work remotely on some days would help them focus on detailed tasks and cut commuting time, which I believe improves productivity. My main concern is keeping the team connected, so I suggest we agree on two fixed office days each week for meetings and collaboration, and keep the rest flexible. We could trial this arrangement for three months and review how it affects our results before making it permanent. Thank you for considering my view. Best regards, Sara

Speaking (transcript)AI: B2

A few years ago, the biggest change in my work was the arrival of Generative AI. At VIFM, our value was built on human expertise. So at first, AI felt like a threat to what we did. Rather than resisted, I chose to learn it deeply myself. I began building tools, redesigning our certification courses to be AI infused and rethinking how we facilitate. It wasn't comfortable and not everyone was convinced. But by leading from the front, I helped the team see AI as an amplifier, not a replacement. What I learned is simple. When change feels threatening, the fastest way through it is to master it yourself.

Human CEFR:
Anonymous25/05/2026, 08:29:23
WritingAI: B1

(no text captured - re-take a test after migration 00046 to capture responses)

Speaking (transcript)AI: A2

A significant change in my head to adapt to what was the shift towards AI and how we designed it with our training. All of us, overnight, the whole day of building my hand was all of our competitors. My task was to keep our quality in mind why can we continue our process. So I learned the tools myself first. I built a few working prototypes, then bought my team along with them by step, rather than forcing it on them. The result was that we couldn't know what designed them, dramatically, and naturally, because it's possible. What I took from it is that change feels threatening and then we treat it as something that we just survive.

Human CEFR:
Anonymous25/05/2026, 06:14:44
WritingAI: B1

Dear Manager, I am writing to share my support for the four-day work week proposal. First, I believe it would improve our wellbeing, because a longer weekend helps people rest and return more focused. Second, it could reduce office running costs such as electricity. In terms of productivity, clearer priorities and fewer long meetings would help us deliver the same results in less time. I would be glad to trial it for a month. Best regards.

Human CEFR:
Anonymous25/05/2026, 06:01:09
WritingAI: A1

A short response so scoring completes during item-bank logging verification of the receptive section.

Human CEFR:
Anonymous25/05/2026, 05:31:09
WritingAI: A1

This is a short workplace response written so that scoring can proceed end to end during verification.

Human CEFR:
Anonymous25/05/2026, 02:29:47
WritingAI: A2

(no text captured - re-take a test after migration 00046 to capture responses)

Human CEFR:
Ahmed Al Mansoori24/05/2026, 20:21:01
WritingAI: A2

(no text captured - re-take a test after migration 00046 to capture responses)

Speaking (transcript)AI: A2

Recently I faced a challenge at work when our main supplier was late with the delivery. I arranged a meeting with my team, we identified a backup supplier, and together we managed to finish the project on time without going over budget.

Human CEFR:
Sara Al Mansoori24/05/2026, 20:03:49
WritingAI: A2

(no text captured - re-take a test after migration 00046 to capture responses)

Speaking (transcript)AI: A2

Recently I faced a challenge at work when our main supplier was late with the delivery. I arranged a meeting with my team, we identified a backup supplier, and together we managed to finish the project on time without going over budget.

Human CEFR:
Sara Al Mansoori24/05/2026, 19:20:27
WritingAI: A1

(no text captured - re-take a test after migration 00046 to capture responses)

Speaking (transcript)AI: A2

Recently I faced a challenge at work when our main supplier was late with the delivery. I arranged a meeting with my team, we identified a backup supplier, and together we managed to finish the project on time without going over budget.

Human CEFR: