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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 2026-10-22 13:26 UTC · refreshes every few minutes

2440 Model & service calls
41.9% Succeeded
0s Median latency
2.6 Calls per graded answer grading purposes only
752147 Characters sent
10112 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 speech239698.2%41.1%0s3s6333920
Feedback150.6%100.0%1s2s323844817
Classification (chat model)140.6%92.9%1s10s66893561
Math checker generation60.2%33.3%7s45s107603740
Code execution50.2%100.0%2s7s37520
Rubric scoring40.2%100.0%1s1s4966994

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_science261.1%
Python: First Stepscomputer_science100.4%

By endpoint

HostCallsShareSucceededMedian
speech.ai.unturf.com239698.2%41.1%0s
qwen.ai.unturf.com301.2%100.0%1s
hermes.ai.unturf.com90.4%44.4%1s
unsandbox50.2%100.0%2s

By model

tts-1-f5 2396 (98.2%)
turboderp/Qwen3.8-27B-exl3 36 (1.5%)
python 5 (0.2%)
model 3 (0.1%)

By brand

un (continuing education) 2440 (100.0%)
0 63 126 189 252 Sep 25: 182.0 Sep 25 Sep 26: 122.0 Sep 27: 129.0 Sep 28: 74.0 Sep 29: 214.0 Sep 30: 178.0 Oct 1: 252.0 Oct 2: 187.0 Oct 2 Oct 3: 62.0 Oct 4: 48.0 Oct 5: 58.0 Oct 6: 45.0 Oct 7: 38.0 Oct 8: 47.0 Oct 9: 44.0 Oct 9 Oct 10: 56.0 Oct 11: 47.0 Oct 12: 42.0 Oct 13: 55.0 Oct 14: 38.0 Oct 15: 62.0 Oct 16: 52.0 Oct 16 Oct 17: 43.0 Oct 18: 58.0 Oct 19: 97.0 Oct 20: 57.0 Oct 21: 83.0 Oct 22: 70.0
Calls over time
0 63 126 189 252 Sep 25: 182.0 Sep 25 Sep 26: 122.0 Sep 27: 44.0 Sep 28: 8.0 Sep 29: 209.0 Sep 30: 178.0 Oct 1: 252.0 Oct 2: 100.0 Oct 2 Oct 3: 30.0 Oct 4: 1.0 Oct 5: 11.0 Oct 6: 0.0 Oct 7: 20.0 Oct 8: 25.0 Oct 9: 20.0 Oct 9 Oct 10: 24.0 Oct 11: 22.0 Oct 12: 25.0 Oct 13: 31.0 Oct 14: 19.0 Oct 15: 23.0 Oct 16: 8.0 Oct 16 Oct 17: 3.0 Oct 18: 4.0 Oct 19: 5.0 Oct 20: 4.0 Oct 21: 4.0 Oct 22: 43.0
Failed calls over time

Calls over time by purpose

0 1 2 3 4 Sep 25: 0.0 Sep 25 Sep 26: 0.0 Sep 27: 0.0 Sep 28: 1.0 Sep 29: 0.0 Sep 30: 0.0 Oct 1: 0.0 Oct 2: 4.0 Oct 2 Oct 3: 0.0 Oct 4: 0.0 Oct 5: 0.0 Oct 6: 0.0 Oct 7: 0.0 Oct 8: 0.0 Oct 9: 0.0 Oct 9 Oct 10: 4.0 Oct 11: 0.0 Oct 12: 1.0 Oct 13: 0.0 Oct 14: 0.0 Oct 15: 3.0 Oct 16: 0.0 Oct 16 Oct 17: 0.0 Oct 18: 0.0 Oct 19: 0.0 Oct 20: 0.0 Oct 21: 1.0 Oct 22: 0.0
Calls: classify
0 2 3 4 6 Sep 25: 0.0 Sep 25 Sep 26: 0.0 Sep 27: 0.0 Sep 28: 1.0 Sep 29: 0.0 Sep 30: 0.0 Oct 1: 0.0 Oct 2: 6.0 Oct 2 Oct 3: 0.0 Oct 4: 0.0 Oct 5: 0.0 Oct 6: 0.0 Oct 7: 0.0 Oct 8: 0.0 Oct 9: 0.0 Oct 9 Oct 10: 4.0 Oct 11: 0.0 Oct 12: 1.0 Oct 13: 0.0 Oct 14: 0.0 Oct 15: 2.0 Oct 16: 0.0 Oct 16 Oct 17: 0.0 Oct 18: 0.0 Oct 19: 0.0 Oct 20: 0.0 Oct 21: 1.0 Oct 22: 0.0
Calls: feedback
0 1 2 2 3 Sep 25: 0.0 Sep 25 Sep 26: 0.0 Sep 27: 0.0 Sep 28: 0.0 Sep 29: 0.0 Sep 30: 0.0 Oct 1: 0.0 Oct 2: 3.0 Oct 2 Oct 3: 0.0 Oct 4: 0.0 Oct 5: 0.0 Oct 6: 0.0 Oct 7: 0.0 Oct 8: 0.0 Oct 9: 0.0 Oct 9 Oct 10: 1.0 Oct 11: 0.0 Oct 12: 0.0 Oct 13: 0.0 Oct 14: 0.0 Oct 15: 0.0 Oct 16: 0.0 Oct 16 Oct 17: 0.0 Oct 18: 0.0 Oct 19: 0.0 Oct 20: 0.0 Oct 21: 0.0 Oct 22: 0.0
Calls: rubric
0 63 126 189 252 Sep 25: 182.0 Sep 25 Sep 26: 122.0 Sep 27: 129.0 Sep 28: 72.0 Sep 29: 214.0 Sep 30: 178.0 Oct 1: 252.0 Oct 2: 167.0 Oct 2 Oct 3: 61.0 Oct 4: 48.0 Oct 5: 58.0 Oct 6: 45.0 Oct 7: 38.0 Oct 8: 47.0 Oct 9: 44.0 Oct 9 Oct 10: 47.0 Oct 11: 47.0 Oct 12: 40.0 Oct 13: 55.0 Oct 14: 38.0 Oct 15: 55.0 Oct 16: 52.0 Oct 16 Oct 17: 43.0 Oct 18: 58.0 Oct 19: 97.0 Oct 20: 57.0 Oct 21: 80.0 Oct 22: 70.0
Calls: tts

Failure reasons

HTTPError 1086
HTTP 500 225
HTTP 401 40
HTTP 429 37
ReadTimeout 11
unavailable 6
HTTP 503 5
HTTP 502 5
ConnectionError 2