Vizard Agent

How to fix an educational video whose pictures contradict the narration

Last updated 2026-10-10 · 2 min read

Give Vizard Agent the timestamps and say what is wrong at each one. In a teaching video the fault is rarely the picture quality. It is that the demonstration shows something the narration does not describe, or that the speaker and the character on screen are obviously different people.

What do you type into Vizard Agent?

Describe each fault in one line with its time. Vizard Agent can find where a shot and a sentence disagree, but your reasons, such as "the speaker is a man, the character is a woman", are what make the fix unambiguous. Say what must not change as well, which is usually the narration.

Prompt

At 0:14 the video is misleading: when the water is poured, it misses the glass. It should go into the glass as the narration says. In the liquids section the voice is male but the character on screen is a woman; those should match. At 0:25 the audio for the liquids section is wrong. Fix each one and keep the rest as it is.

What does Vizard Agent actually do?

The first half of the work is building an index of what the video says and what it shows, before a single frame is changed. The narration is the specification: in a teaching video the words are the lesson, so the transcript is what everything else is checked against. In the session behind this article it:

When does this not work well?

Some faults cannot be patched. If the demonstration is wrong throughout, if the narration itself teaches something incorrect, or if the character design is wrong for the whole video, a correction pass costs more than rebuilding the section properly. Generated demonstrations of physics will be approximately wrong again, and without the source project there is only the finished file to work from.

Common questions

Can it find faults I did not list? Yes. Ask Vizard Agent to check the whole video against its own narration.

Will the narration change? No, unless you ask. Vizard Agent treats it as fixed.

Can it re-render only one scene? Yes. That is why giving Vizard Agent timestamps helps so much.