Transcribing an audio file

In this guide, we’ll show you how to use the API to transcribe your audio files.

You can also learn the content on this page from How to Transcribe Audio Files with Python on AssemblyAI’s YouTube channel.

If you’re using Python or TypeScript, see Transcribe an audio file.

Get started

Before we begin, make sure you have an AssemblyAI account and an API key. You can sign up for a free account and get your API key from your dashboard.

The entire source code of this guide can be viewed here.

Step-by-step instructions

1

Install the SDK.

$pip install -U assemblyai
2

Import the assemblyai package and set the API key.

1import assemblyai as aai
2
3aai.settings.api_key = "<YOUR_API_KEY>"
3

Create a Transcriber object.

1transcriber = aai.Transcriber()
4

Use the Transcriber object’s transcribe method and pass in the audio file’s path as a parameter. The transcribe method saves the results of the transcription to the Transcriber object’s transcript attribute.

1transcript = transcriber.transcribe("./my-audio.mp3")
5

Alternatively, you can pass in a path to an audio file saved on the internet.

1transcript = transcriber.transcribe("https://example.org/audio.mp3")
6

You can access the transcription ID and results through the Transcriber object’s id and text attributes.

1print(f"Transcript ID: ", transcript.id)
2print(transcript.text)

Understanding the response

The AssemblyAI API returns JSON-formatted output. Your transcription will be located in the text key. You’ll also find a timestamp and a confidence score for each word inside of the words key, as well as other parameters assigned by the API such as language_code and language_model.

Response
1{
2 "id": "9ea68fd3-f953-42c1-9742-976c447fb463",
3 "audio_url": "https://assembly.ai/wildfires.mp3",
4 "status": "completed",
5 "webhook_auth": true,
6 "auto_highlights": true,
7 "redact_pii": true,
8 "summarization": true,
9 "language_model": "assemblyai_default",
10 "acoustic_model": "assemblyai_default",
11 "language_code": "en_us",
12 "language_detection": true,
13 "language_confidence_threshold": 0.7,
14 "language_confidence": 0.9959,
15 "speech_model": "best",
16 "text": "Smoke from hundreds of wildfires in Canada is triggering air quality alerts throughout the US. Skylines from Maine to Maryland to Minnesota are gray and smoggy. And in some places, the air quality warnings include the warning to stay inside. We wanted to better understand what's happening here and why, so we called Peter de Carlo, an associate professor in the Department of Environmental Health and Engineering at Johns Hopkins University Varsity. Good morning, professor. Good morning. What is it about the conditions right now that have caused this round of wildfires to affect so many people so far away? Well, there's a couple of things. The season has been pretty dry already. And then the fact that we're getting hit in the US. Is because there's a couple of weather systems that are essentially channeling the smoke from those Canadian wildfires through Pennsylvania into the Mid Atlantic and the Northeast and kind of just dropping the smoke there. So what is it in this haze that makes it harmful? And I'm assuming it is harmful. It is. The levels outside right now in Baltimore are considered unhealthy. And most of that is due to what's called particulate matter, which are tiny particles, microscopic smaller than the width of your hair that can get into your lungs and impact your respiratory system, your cardiovascular system, and even your neurological your brain. What makes this particularly harmful? Is it the volume of particulant? Is it something in particular? What is it exactly? Can you just drill down on that a little bit more? Yeah. So the concentration of particulate matter I was looking at some of the monitors that we have was reaching levels of what are, in science, big 150 micrograms per meter cubed, which is more than ten times what the annual average should be and about four times higher than what you're supposed to have on a 24 hours average. And so the concentrations of these particles in the air are just much, much higher than we typically see. And exposure to those high levels can lead to a host of health problems. And who is most vulnerable? I noticed that in New York City, for example, they're canceling outdoor activities. And so here it is in the early days of summer, and they have to keep all the kids inside. So who tends to be vulnerable in a situation like this? It's the youngest. So children, obviously, whose bodies are still developing. The elderly, who are their bodies are more in decline and they're more susceptible to the health impacts of breathing, the poor air quality. And then people who have preexisting health conditions, people with respiratory conditions or heart conditions can be triggered by high levels of air pollution. Could this get worse? That's a good question. In some areas, it's much worse than others. And it just depends on kind of where the smoke is concentrated. I think New York has some of the higher concentrations right now, but that's going to change as that air moves away from the New York area. But over the course of the next few days, we will see different areas being hit at different times with the highest concentrations. I was going to ask you about more fires start burning. I don't expect the concentrations to go up too much higher. I was going to ask you how and you started to answer this, but how much longer could this last? Or forgive me if I'm asking you to speculate, but what do you think? Well, I think the fires are going to burn for a little bit longer, but the key for us in the US. Is the weather system changing. And so right now, it's kind of the weather systems that are pulling that air into our mid Atlantic and Northeast region. As those weather systems change and shift, we'll see that smoke going elsewhere and not impact us in this region as much. And so I think that's going to be the defining factor. And I think the next couple of days we're going to see a shift in that weather pattern and start to push the smoke away from where we are. And finally, with the impacts of climate change, we are seeing more wildfires. Will we be seeing more of these kinds of wide ranging air quality consequences or circumstances? I mean, that is one of the predictions for climate change. Looking into the future, the fire season is starting earlier and lasting longer, and we're seeing more frequent fires. So, yeah, this is probably something that we'll be seeing more frequently. This tends to be much more of an issue in the Western US. So the eastern US. Getting hit right now is a little bit new. But yeah, I think with climate change moving forward, this is something that is going to happen more frequently. That's Peter De Carlo, associate professor in the Department of Environmental Health and Engineering at Johns Hopkins University. Sergeant Carlo, thanks so much for joining us and sharing this expertise with us. Thank you for having me.",
17 "words": [
18 {
19 "confidence": 0.97465,
20 "start": 250,
21 "end": 650,
22 "text": "Smoke",
23 "channel": "channel",
24 "speaker": "speaker"
25 },
26 {
27 "confidence": 0.99999,
28 "start": 730,
29 "end": 1022,
30 "text": "from",
31 "channel": "channel",
32 "speaker": "speaker"
33 },
34 {
35 "confidence": 0.99844,
36 "start": 1076,
37 "end": 1418,
38 "text": "hundreds",
39 "channel": "channel",
40 "speaker": "speaker"
41 },
42 {
43 "confidence": 0.84,
44 "start": 1434,
45 "end": 1614,
46 "text": "of",
47 "channel": "channel",
48 "speaker": "speaker"
49 },
50 {
51 "confidence": 0.89572,
52 "start": 1652,
53 "end": 2346,
54 "text": "wildfires",
55 "channel": "channel",
56 "speaker": "speaker"
57 },
58 {
59 "confidence": 0.99994,
60 "start": 2378,
61 "end": 2526,
62 "text": "in",
63 "channel": "channel",
64 "speaker": "speaker"
65 },
66 {
67 "confidence": 0.93953,
68 "start": 2548,
69 "end": 3130,
70 "text": "Canada",
71 "channel": "channel",
72 "speaker": "speaker"
73 },
74 {
75 "confidence": 0.999,
76 "start": 3210,
77 "end": 3454,
78 "text": "is",
79 "channel": "channel",
80 "speaker": "speaker"
81 },
82 {
83 "confidence": 0.74794,
84 "start": 3492,
85 "end": 3946,
86 "text": "triggering",
87 "channel": "channel",
88 "speaker": "speaker"
89 },
90 {
91 "confidence": 1,
92 "start": 3978,
93 "end": 4174,
94 "text": "air",
95 "channel": "channel",
96 "speaker": "speaker"
97 },
98 {
99 "confidence": 0.88077,
100 "start": 4212,
101 "end": 4558,
102 "text": "quality",
103 "channel": "channel",
104 "speaker": "speaker"
105 },
106 {
107 "confidence": 0.94814,
108 "start": 4644,
109 "end": 5114,
110 "text": "alerts",
111 "channel": "channel",
112 "speaker": "speaker"
113 },
114 {
115 "confidence": 0.99726,
116 "start": 5162,
117 "end": 5466,
118 "text": "throughout",
119 "channel": "channel",
120 "speaker": "speaker"
121 },
122 {
123 "confidence": 0.79,
124 "start": 5498,
125 "end": 5694,
126 "text": "the",
127 "channel": "channel",
128 "speaker": "speaker"
129 },
130 {
131 "confidence": 0.89,
132 "start": 5732,
133 "end": 6382,
134 "text": "US.",
135 "channel": "channel",
136 "speaker": "speaker"
137 }
138 ],
139 "utterances": [
140 {
141 "confidence": 0.9359033333333334,
142 "start": 250,
143 "end": 26950,
144 "text": "Smoke from hundreds of wildfires in Canada is triggering air quality alerts throughout the US. Skylines from Maine to Maryland to Minnesota are gray and smoggy. And in some places, the air quality warnings include the warning to stay inside. We wanted to better understand what's happening here and why, so we called Peter de Carlo, an associate professor in the Department of Environmental Health and Engineering at Johns Hopkins University Varsity. Good morning, professor.",
145 "words": [
146 {
147 "confidence": 0.97503,
148 "start": 250,
149 "end": 650,
150 "text": "Smoke",
151 "speaker": "A"
152 },
153 {
154 "confidence": 0.99999,
155 "start": 730,
156 "end": 1022,
157 "text": "from",
158 "speaker": "A"
159 },
160 {
161 "confidence": 0.99843,
162 "start": 1076,
163 "end": 1418,
164 "text": "hundreds",
165 "speaker": "A"
166 },
167 {
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169 "start": 1434,
170 "end": 1614,
171 "text": "of",
172 "speaker": "A"
173 },
174 {
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176 "start": 1652,
177 "end": 2346,
178 "text": "wildfires",
179 "speaker": "A"
180 },
181 {
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183 "start": 2378,
184 "end": 2526,
185 "text": "in",
186 "speaker": "A"
187 },
188 {
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192 "text": "Canada",
193 "speaker": "A"
194 },
195 {
196 "confidence": 0.999,
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198 "end": 3454,
199 "text": "is",
200 "speaker": "A"
201 },
202 {
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204 "start": 3492,
205 "end": 3946,
206 "text": "triggering",
207 "speaker": "A"
208 },
209 {
210 "confidence": 1,
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212 "end": 4174,
213 "text": "air",
214 "speaker": "A"
215 },
216 {
217 "confidence": 0.87745,
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219 "end": 4558,
220 "text": "quality",
221 "speaker": "A"
222 },
223 {
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226 "end": 5114,
227 "text": "alerts",
228 "speaker": "A"
229 },
230 {
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232 "start": 5162,
233 "end": 5466,
234 "text": "throughout",
235 "speaker": "A"
236 },
237 {
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239 "start": 5498,
240 "end": 5694,
241 "text": "the",
242 "speaker": "A"
243 },
244 {
245 "confidence": 0.88,
246 "start": 5732,
247 "end": 6382,
248 "text": "US.",
249 "speaker": "A"
250 }
251 ],
252 "speaker": "A",
253 "channel": "channel"
254 }
255 ],
256 "confidence": 0.9404651451800253,
257 "audio_duration": 281,
258 "punctuate": true,
259 "format_text": true,
260 "disfluencies": false,
261 "multichannel": false,
262 "audio_channels": 1,
263 "webhook_url": "https://your-webhook-url.tld/path",
264 "webhook_status_code": 200,
265 "webhook_auth_header_name": "webhook-secret",
266 "auto_highlights_result": {
267 "status": "success",
268 "results": [
269 {
270 "count": 1,
271 "rank": 0.08,
272 "text": "air quality alerts",
273 "timestamps": [
274 {
275 "start": 3978,
276 "end": 5114
277 }
278 ]
279 },
280 {
281 "count": 1,
282 "rank": 0.08,
283 "text": "wide ranging air quality consequences",
284 "timestamps": [
285 {
286 "start": 235388,
287 "end": 238694
288 }
289 ]
290 },
291 {
292 "count": 1,
293 "rank": 0.07,
294 "text": "more wildfires",
295 "timestamps": [
296 {
297 "start": 230972,
298 "end": 232354
299 }
300 ]
301 },
302 {
303 "count": 1,
304 "rank": 0.07,
305 "text": "air pollution",
306 "timestamps": [
307 {
308 "start": 156004,
309 "end": 156910
310 }
311 ]
312 },
313 {
314 "count": 3,
315 "rank": 0.07,
316 "text": "weather systems",
317 "timestamps": [
318 {
319 "start": 47344,
320 "end": 47958
321 },
322 {
323 "start": 205268,
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325 },
326 {
327 "start": 211588,
328 "end": 213434
329 }
330 ]
331 },
332 {
333 "count": 2,
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335 "text": "high levels",
336 "timestamps": [
337 {
338 "start": 121128,
339 "end": 121646
340 },
341 {
342 "start": 155412,
343 "end": 155866
344 }
345 ]
346 },
347 {
348 "count": 1,
349 "rank": 0.06,
350 "text": "health conditions",
351 "timestamps": [
352 {
353 "start": 152138,
354 "end": 152666
355 }
356 ]
357 },
358 {
359 "count": 2,
360 "rank": 0.06,
361 "text": "Peter de Carlo",
362 "timestamps": [
363 {
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365 "end": 19930
366 },
367 {
368 "start": 268298,
369 "end": 269194
370 }
371 ]
372 },
373 {
374 "count": 1,
375 "rank": 0.06,
376 "text": "New York City",
377 "timestamps": [
378 {
379 "start": 125768,
380 "end": 126274
381 }
382 ]
383 },
384 {
385 "count": 1,
386 "rank": 0.05,
387 "text": "respiratory conditions",
388 "timestamps": [
389 {
390 "start": 152964,
391 "end": 153786
392 }
393 ]
394 },
395 {
396 "count": 3,
397 "rank": 0.05,
398 "text": "New York",
399 "timestamps": [
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403 },
404 {
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407 },
408 {
409 "start": 176008,
410 "end": 176322
411 }
412 ]
413 },
414 {
415 "count": 3,
416 "rank": 0.05,
417 "text": "climate change",
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422 },
423 {
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426 },
427 {
428 "start": 263348,
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430 }
431 ]
432 },
433 {
434 "count": 1,
435 "rank": 0.05,
436 "text": "Johns Hopkins University Varsity",
437 "timestamps": [
438 {
439 "start": 23972,
440 "end": 25490
441 }
442 ]
443 },
444 {
445 "count": 1,
446 "rank": 0.05,
447 "text": "heart conditions",
448 "timestamps": [
449 {
450 "start": 153988,
451 "end": 154506
452 }
453 ]
454 },
455 {
456 "count": 1,
457 "rank": 0.05,
458 "text": "air quality warnings",
459 "timestamps": [
460 {
461 "start": 12308,
462 "end": 13434
463 }
464 ]
465 }
466 ]
467 },
468 "audio_start_from": 10,
469 "audio_end_at": 280,
470 "word_boost": [
471 "aws",
472 "azure",
473 "google cloud"
474 ],
475 "boost_param": "high",
476 "filter_profanity": true,
477 "redact_pii_audio": true,
478 "redact_pii_audio_quality": "mp3",
479 "redact_pii_policies": [
480 "us_social_security_number",
481 "credit_card_number"
482 ],
483 "redact_pii_sub": "hash",
484 "speaker_labels": true,
485 "speakers_expected": 2,
486 "content_safety": true,
487 "content_safety_labels": {
488 "status": "success",
489 "results": [
490 {
491 "text": "Smoke from hundreds of wildfires in Canada is triggering air quality alerts throughout the US. Skylines from Maine to Maryland to Minnesota are gray and smoggy. And in some places, the air quality warnings include the warning to stay inside. We wanted to better understand what's happening here and why, so we called Peter de Carlo, an associate professor in the Department of Environmental Health and Engineering at Johns Hopkins University Varsity. Good morning, professor. Good morning.",
492 "labels": [
493 {
494 "label": "disasters",
495 "confidence": 0.8142836093902588,
496 "severity": 0.4093044400215149
497 }
498 ],
499 "sentences_idx_start": 0,
500 "sentences_idx_end": 5,
501 "timestamp": {
502 "start": 250,
503 "end": 28840
504 }
505 }
506 ],
507 "summary": {
508 "disasters": 0.9940800441842205,
509 "health_issues": 0.9216489289040967
510 },
511 "severity_score_summary": {
512 "disasters": {
513 "low": 0.5733263024656846,
514 "medium": 0.42667369753431533,
515 "high": 0
516 },
517 "health_issues": {
518 "low": 0.22863814977924785,
519 "medium": 0.45014154926938227,
520 "high": 0.32122030095136983
521 }
522 }
523 },
524 "iab_categories": true,
525 "iab_categories_result": {
526 "status": "success",
527 "results": [
528 {
529 "text": "Smoke from hundreds of wildfires in Canada is triggering air quality alerts throughout the US. Skylines from Maine to Maryland to Minnesota are gray and smoggy. And in some places, the air quality warnings include the warning to stay inside. We wanted to better understand what's happening here and why, so we called Peter de Carlo, an associate professor in the Department of Environmental Health and Engineering at Johns Hopkins University Varsity. Good morning, professor. Good morning.",
530 "labels": [
531 {
532 "relevance": 0.988274097442627,
533 "label": "Home&Garden>IndoorEnvironmentalQuality"
534 },
535 {
536 "relevance": 0.5821335911750793,
537 "label": "NewsAndPolitics>Weather"
538 },
539 {
540 "relevance": 0.0042327106930315495,
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542 },
543 {
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545 "label": "NewsAndPolitics>Disasters"
546 },
547 {
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549 "label": "BusinessAndFinance>Business>GreenSolutions"
550 },
551 {
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553 "label": "MedicalHealth>DiseasesAndConditions>Cancer"
554 },
555 {
556 "relevance": 0.0014294233405962586,
557 "label": "Science>Environment"
558 },
559 {
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561 "label": "Travel>TravelLocations>PolarTravel"
562 },
563 {
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565 "label": "MedicalHealth>DiseasesAndConditions>ColdAndFlu"
566 },
567 {
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570 }
571 ],
572 "timestamp": {
573 "start": 250,
574 "end": 28840
575 }
576 }
577 ],
578 "summary": {
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586 "Travel>TravelLocations>PolarTravel": 0.01308488193899393,
587 "HealthyLiving": 0.008222488686442375,
588 "MedicalHealth>DiseasesAndConditions>ColdAndFlu": 0.0022315620444715023,
589 "MedicalHealth>DiseasesAndConditions>HeartAndCardiovascularDiseases": 0.00213034451007843,
590 "HealthyLiving>Wellness>SmokingCessation": 0.001540527562610805,
591 "MedicalHealth>DiseasesAndConditions>Injuries": 0.0013950627762824297,
592 "BusinessAndFinance>Industries>PowerAndEnergyIndustry": 0.0012570273829624057,
593 "MedicalHealth>DiseasesAndConditions>Cancer": 0.001097781932912767,
594 "MedicalHealth>DiseasesAndConditions>Allergies": 0.0010148967849090695,
595 "MedicalHealth>DiseasesAndConditions>MentalHealth": 0.000717321818228811,
596 "Style&Fashion>PersonalCare>DeodorantAndAntiperspirant": 0.0006022014422342181,
597 "Technology&Computing>Computing>ComputerNetworking": 0.0005461975233629346,
598 "MedicalHealth>DiseasesAndConditions>Injuries>FirstAid": 0.0004885646631009877
599 }
600 },
601 "auto_chapters": true,
602 "chapters": [
603 {
604 "gist": "Smoggy air quality alerts across US",
605 "headline": "Smoke from hundreds of wildfires in Canada is triggering air quality alerts across US",
606 "summary": "Smoke from hundreds of wildfires in Canada is triggering air quality alerts throughout the US. Skylines from Maine to Maryland to Minnesota are gray and smoggy. In some places, the air quality warnings include the warning to stay inside.",
607 "start": 250,
608 "end": 28840
609 },
610 {
611 "gist": "What is it about the conditions right now that have caused this round",
612 "headline": "High particulate matter in wildfire smoke can lead to serious health problems",
613 "summary": "Air pollution levels in Baltimore are considered unhealthy. Exposure to high levels can lead to a host of health problems. With climate change, we are seeing more wildfires. Will we be seeing more of these kinds of wide ranging air quality consequences?",
614 "start": 29610,
615 "end": 280340
616 }
617 ],
618 "summary_type": "bullets",
619 "summary_model": "informative",
620 "summary": "- Smoke from hundreds of wildfires in Canada is triggering air quality alerts throughout the US. Skylines from Maine to Maryland to Minnesota are gray and smoggy. In some places, the air quality warnings include the warning to stay inside.\\n- Air pollution levels in Baltimore are considered unhealthy. Exposure to high levels can lead to a host of health problems. With climate change, we are seeing more wildfires. Will we be seeing more of these kinds of wide ranging air quality consequences?",
621 "topics": [
622 "topics"
623 ],
624 "sentiment_analysis": true,
625 "entity_detection": true,
626 "entities": [
627 {
628 "entity_type": "location",
629 "text": "Canada",
630 "start": 2548,
631 "end": 3130
632 },
633 {
634 "entity_type": "location",
635 "text": "the US",
636 "start": 5498,
637 "end": 6382
638 },
639 {
640 "entity_type": "location",
641 "text": "Maine",
642 "start": 7492,
643 "end": 7914
644 },
645 {
646 "entity_type": "location",
647 "text": "Maryland",
648 "start": 8212,
649 "end": 8634
650 },
651 {
652 "entity_type": "location",
653 "text": "Minnesota",
654 "start": 8932,
655 "end": 9578
656 },
657 {
658 "entity_type": "person_name",
659 "text": "Peter de Carlo",
660 "start": 18948,
661 "end": 19930
662 },
663 {
664 "entity_type": "occupation",
665 "text": "associate professor",
666 "start": 20292,
667 "end": 21194
668 },
669 {
670 "entity_type": "organization",
671 "text": "Department of Environmental Health and Engineering",
672 "start": 21508,
673 "end": 23706
674 },
675 {
676 "entity_type": "organization",
677 "text": "Johns Hopkins University Varsity",
678 "start": 23972,
679 "end": 25490
680 },
681 {
682 "entity_type": "occupation",
683 "text": "professor",
684 "start": 26076,
685 "end": 26950
686 },
687 {
688 "entity_type": "location",
689 "text": "the US",
690 "start": 45184,
691 "end": 45898
692 },
693 {
694 "entity_type": "nationality",
695 "text": "Canadian",
696 "start": 49728,
697 "end": 50086
698 }
699 ],
700 "speech_threshold": 0.5,
701 "error": "error",
702 "dual_channel": false,
703 "speed_boost": true,
704 "custom_topics": true
705}

Refer to the API reference for a breakdown of every element in your transcript output.

Best practices

When using the AssemblyAI API to transcribe audio files, we recommended using the polling technique to check for the status of the transcription. This means making a request every few seconds to check if the transcription is complete, as described above.

Alternatively, you can also set up webhooks to receive notifications when the transcription is complete. This can help reduce the overhead of polling and make your application more efficient.

Conclusion

Transcription is our core API use case, and nearly all other AssemblyAI features leverage our transcription functionality. We’re constantly improving and updating the language models used by our transcription engine. Of course, higher quality audio generally produces better results.

We’d love to hear about any new integrations or solutions that you build using our transcription API — you can find us on Twitter or apply to join our Creators Program. You can also try out the AssemblyAI Playground to experiment with our transcription features without needing to write any code! If you encounter any issues or have any questions, see FAQ or reach out to our Support team.