AI Data & Annotation vs AI Video Services
Which you need, what each costs, and when a project wants both — ai data & annotation compared with ai video services.
Last revised
Both sit under AI Services, and clients regularly ask which of the two they actually want. The short answer is below; the rest of this page is how to tell, what each costs, and the cases where a project needs both.
What each one is
- AI Data & Annotation Bounding boxes, segmentation, keypoints, point clouds and text labeling at volume, with measured inter-annotator agreement rather than a claimed accuracy figure.
- AI Video Services Video work that uses AI tools where they are genuinely faster, from upscaling and captioning to object removal and dubbing, with an editor checking every frame that matters.
The numbers
| AI Data & Annotation | AI Video Services | |
|---|---|---|
| Starts at | From $0.08 per annotation | From $0.24 per item |
| Typical turnaround | Per batch, agreed upfront | — |
| Services underneath | 7 | 8 |
| You get back | Labels in COCO, YOLO, Pascal VOC or your schema; A written annotation guideline; QA pass with agreement scores | — |
How to decide
Go with AI Data & Annotation when
- You need labels in coco, yolo, pascal voc or your schema, which AI video services does not produce
- You need a written annotation guideline, which AI video services does not produce
- Budget is the binding constraint: this starts at $0.08 per annotation against $0.24 per item for AI video services
- The job is specifically audio transcription & labeling, which sits under this one
- The job is specifically dataset curation & cleaning, which sits under this one
- The job is specifically image annotation & labeling, which sits under this one
Go with AI Video Services when
- Budget is the binding constraint: this starts at $0.24 per item against $0.08 per annotation for AI data & annotation
- The job is specifically AI b-roll generation, which sits under this one
- The job is specifically AI dubbing & voice cloning, which sits under this one
- The job is specifically AI frame interpolation, which sits under this one
When a project wants both
Worth knowing: More often than the question implies — the same job frequently touches both, and one team covers them, so moving between them is a conversation rather than a second supplier. If you are not sure which your files need, that is what the free trial is for. The process is the same either way: whichever you pick, the work runs through the same stages and is checked against the same bar. AI Services sets that out.
Questions we get on this specific choice
Is one of them cheaper?
AI Data & Annotation starts at $0.08 per annotation and AI video services at $0.24 per item. Complexity and volume move both, and the cheaper unit is not always the cheaper job.
Which is faster?
Much the same, and volume moves the number far more than the choice between these two does.
Can you tell me which one my files need?
Yes, free. Send two or three real files — that judgment is part of the trial rather than something quoted separately.
Can I switch after we start?
Yes. If the files say the other one is the right answer, we re-quote before doing the work rather than after.
Where to go from here
- AI Data & Annotation — what it is, in full, with its own pricing
- AI Video Services — the same for the alternative
- AI Services pricing — both rates side by side with the US market ranges
- Try it free — a pilot batch of 10 items, human-reviewed, and we will tell you which of the two your files need
- Get a quote if the scope is already clear
- Every rate we publish, on one page
