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Analytics

Public & anonymized. Same page for everyone, no account needed. Rows hold shape, never identity: no ip, no cookie id, no user id, no answer text. Cells under 7 observations stay hidden. How this data works · JSON

un (continuing education) · Last 28 days · computed 2026-10-19 08:53 UTC · refreshes every few minutes

2807 Model & service calls
29.8% Succeeded
0s Median latency
2.64 Calls per graded answer grading purposes only
947279 Characters sent
9816 Characters received

Every outbound call to a language model, the decision classifier, translation, speech, lesson generation or code execution. Purpose, host, latency & outcome only. No prompt or completion text.

By purpose

PurposeCallsShareSucceededMedian95thChars inChars out
Text to speech276698.5%29.0%0s3s8336820
Feedback140.5%100.0%1s2s309264561
Classification (chat model)130.5%92.3%0s10s63204521
Math checker generation60.2%33.3%7s45s107603740
Rubric scoring40.1%100.0%1s1s4966994
Code execution40.1%100.0%2s7s37410

By lesson

Which lessons drove model calls — chat, feedback and speech attributed to the lesson the learner was on.

LessonSubjectCallsShare
Geometry of Site Reliability Engineeringcomputer_science260.9%
Python: First Stepscomputer_science70.2%

By endpoint

HostCallsShareSucceededMedian
speech.ai.unturf.com276698.5%29.0%0s
qwen.ai.unturf.com291.0%100.0%1s
hermes.ai.unturf.com80.3%37.5%1s
unsandbox40.1%100.0%2s

By model

tts-1-f5 2766 (98.5%)
turboderp/Qwen3.8-27B-exl3 34 (1.2%)
python 4 (0.1%)
model 3 (0.1%)

By brand

un (continuing education) 2807 (100.0%)
0 102 204 307 409 Sep 21: 58.0 Sep 21 Sep 22: 93.0 Sep 23: 409.0 Sep 24: 208.0 Sep 25: 128.0 Sep 26: 124.0 Sep 27: 83.0 Sep 28: 175.0 Sep 28 Sep 29: 180.0 Sep 30: 218.0 Oct 1: 258.0 Oct 2: 63.0 Oct 3: 47.0 Oct 4: 58.0 Oct 5: 40.0 Oct 5 Oct 6: 50.0 Oct 7: 42.0 Oct 8: 39.0 Oct 9: 61.0 Oct 10: 46.0 Oct 11: 46.0 Oct 12: 51.0 Oct 12 Oct 13: 36.0 Oct 14: 67.0 Oct 15: 50.0 Oct 16: 45.0 Oct 17: 55.0 Oct 18: 77.0
Calls over time
0 102 204 307 409 Sep 21: 58.0 Sep 21 Sep 22: 93.0 Sep 23: 409.0 Sep 24: 208.0 Sep 25: 128.0 Sep 26: 57.0 Sep 27: 10.0 Sep 28: 159.0 Sep 28 Sep 29: 180.0 Sep 30: 218.0 Oct 1: 178.0 Oct 2: 30.0 Oct 3: 6.0 Oct 4: 11.0 Oct 5: 0.0 Oct 5 Oct 6: 17.0 Oct 7: 22.0 Oct 8: 18.0 Oct 9: 23.0 Oct 10: 26.0 Oct 11: 27.0 Oct 12: 29.0 Oct 12 Oct 13: 19.0 Oct 14: 26.0 Oct 15: 9.0 Oct 16: 4.0 Oct 17: 4.0 Oct 18: 1.0
Failed calls over time

Calls over time by purpose

0 1 2 3 4 Sep 21: 0.0 Sep 21 Sep 22: 0.0 Sep 23: 0.0 Sep 24: 0.0 Sep 25: 0.0 Sep 26: 0.0 Sep 27: 1.0 Sep 28: 0.0 Sep 28 Sep 29: 0.0 Sep 30: 0.0 Oct 1: 4.0 Oct 2: 0.0 Oct 3: 0.0 Oct 4: 0.0 Oct 5: 0.0 Oct 5 Oct 6: 0.0 Oct 7: 0.0 Oct 8: 0.0 Oct 9: 4.0 Oct 10: 0.0 Oct 11: 1.0 Oct 12: 0.0 Oct 12 Oct 13: 0.0 Oct 14: 3.0 Oct 15: 0.0 Oct 16: 0.0 Oct 17: 0.0 Oct 18: 0.0
Calls: classify
0 2 3 4 6 Sep 21: 0.0 Sep 21 Sep 22: 0.0 Sep 23: 0.0 Sep 24: 0.0 Sep 25: 0.0 Sep 26: 0.0 Sep 27: 1.0 Sep 28: 0.0 Sep 28 Sep 29: 0.0 Sep 30: 0.0 Oct 1: 6.0 Oct 2: 0.0 Oct 3: 0.0 Oct 4: 0.0 Oct 5: 0.0 Oct 5 Oct 6: 0.0 Oct 7: 0.0 Oct 8: 0.0 Oct 9: 4.0 Oct 10: 0.0 Oct 11: 1.0 Oct 12: 0.0 Oct 12 Oct 13: 0.0 Oct 14: 2.0 Oct 15: 0.0 Oct 16: 0.0 Oct 17: 0.0 Oct 18: 0.0
Calls: feedback
0 1 2 2 3 Sep 21: 0.0 Sep 21 Sep 22: 0.0 Sep 23: 0.0 Sep 24: 0.0 Sep 25: 0.0 Sep 26: 0.0 Sep 27: 0.0 Sep 28: 0.0 Sep 28 Sep 29: 0.0 Sep 30: 0.0 Oct 1: 3.0 Oct 2: 0.0 Oct 3: 0.0 Oct 4: 0.0 Oct 5: 0.0 Oct 5 Oct 6: 0.0 Oct 7: 0.0 Oct 8: 0.0 Oct 9: 1.0 Oct 10: 0.0 Oct 11: 0.0 Oct 12: 0.0 Oct 12 Oct 13: 0.0 Oct 14: 0.0 Oct 15: 0.0 Oct 16: 0.0 Oct 17: 0.0 Oct 18: 0.0
Calls: rubric
0 102 204 307 409 Sep 21: 58.0 Sep 21 Sep 22: 93.0 Sep 23: 409.0 Sep 24: 208.0 Sep 25: 128.0 Sep 26: 124.0 Sep 27: 81.0 Sep 28: 175.0 Sep 28 Sep 29: 180.0 Sep 30: 218.0 Oct 1: 238.0 Oct 2: 62.0 Oct 3: 47.0 Oct 4: 58.0 Oct 5: 40.0 Oct 5 Oct 6: 50.0 Oct 7: 42.0 Oct 8: 39.0 Oct 9: 52.0 Oct 10: 46.0 Oct 11: 44.0 Oct 12: 51.0 Oct 12 Oct 13: 36.0 Oct 14: 60.0 Oct 15: 50.0 Oct 16: 45.0 Oct 17: 55.0 Oct 18: 77.0
Calls: tts

Failure reasons

HTTPError 1693
HTTP 500 225
HTTP 429 29
ReadTimeout 11
HTTP 502 5
unavailable 4
ConnectionError 2
HTTP 503 1