When a university evaluates a video production vendor, it sends the vendor its best footage. The flagship course. The professor who is good on camera. The lecture that was shot in the new room with the proper microphone.
It is the obvious thing to do and it is completely useless, for a reason both sides usually notice too late: the good lecture was always going to come back looking fine. You have learned nothing about the vendor and nothing about your archive, because your archive is not made of flagship lectures. It is made of four hundred hours of ordinary recordings from ordinary rooms, and those are the ones that will decide whether any of this was worth doing.
So send the worst one. If the pipeline can do something with that, the other three hundred and ninety-nine hours are a solved problem. If it cannot, you have found that out in a day, for nothing, before a procurement process.
We mean it literally
Go into the folder nobody opens. We are specifically asking for the recording where:
the air conditioner is louder than the lecturer · the projector has bleached the slide into a white rectangle · the first two minutes are a room settling down · it was shot on a phone propped against a stack of books · the mic was clipped on upside down · the camera drifts · someone walks through the shot · the lecturer is standing in their own shadow
Those are the conditions the pipeline was built for. The flagship lecture is not a test. This is.
What comes back, and what does not
We would rather tell you the limits now than have you discover them after a purchase order. Some problems are fixable in post and some are not, and the difference is mostly about whether the information is still in the file.
Recoverable
- Room echo, fan hum, mains buzz, mic hiss, uneven speech levels
- Dead air at the start — replaced with a title card naming the course, module and topic
- Flat, dim or colour-cast picture; drifting or badly framed shots
- A lecture that runs fifty minutes and should be four segments
- No captions, no transcript, no branding, no speaker identification
- A plain wall or a distracting backdrop behind the presenter
- Slides that are legible in the file but not on a phone
Gone is gone
- Audio so clipped or distorted that the words are unrecoverable
- A slide that was never legible in the original — no upscaler invents text
- The lecturer out of frame, or facing away, for long stretches
- Content that is wrong. Production makes an error easier to follow, not less of an error
- A lecture with nothing in it. Editing cannot supply a point that was never made
If your file is in the right-hand column, we will tell you that instead of sending you something polished and hoping you do not notice. It is a shorter conversation and a more useful one.
How it works
Send one recording. Any format, any length, any source — Zoom, Panopto, Echo360, a classroom camera, a phone. A link to a file is fine; you do not need to upload anything anywhere new.
Tell us nothing else. No brief, no call, no discovery session. If there is something you want us to try, say so in a line. Otherwise we will make the choices we would make for a paying customer and you can judge those too.
You get a produced cut within 24 hours. Ninety seconds of your own material through the pipeline, plus a short honest note on what we could and could not do with the source.
Then nothing happens unless you want it to. No sequence of follow-up emails, no counsellor. If it is useful, you know where we are.
Why we are comfortable asking for the bad one
Because most of what makes a lecture recording unwatchable is not the camera. It is room echo, fifty unbroken minutes, no signposting and a cold open — and every one of those is fixed after the fact, by editing, on footage that already exists.
That is not a marketing position, it is what the research says. In two studies built on the same 6.9 million edX viewing sessions, the largest effects came from segmentation and pre-production planning rather than production budget — and the course filmed at an instructor's office desk out-engaged the one filmed in a multi-million dollar television studio. We wrote that up here, including the parts that do not flatter us.
If the fix were better cameras, we would be selling you cameras. It is not, so we are asking for your worst file.
One recording. Twenty-four hours. Nothing to sign, nobody to speak to, and you find out on your own material rather than on somebody's showreel. Send a lecture →