AI moving inventory: what the model drafts and what your estimator decides
How an AI drafts a moving inventory from video, the mistakes to expect, and why your estimator, not the model, has the last word on the quote.
By the MoveVision team4 min read
What an AI moving inventory is
An AI moving inventory is a first draft of the items in a home, produced from video instead of typed by hand. A customer films a room, a model works out what is in it, and the result is a room-by-room list with a size for each item.
The word that matters is draft. The model saves the typing and the first count. Only a person knows that the armoire was sold last week or that the basement door sticks, so a person has the last word on what goes into a quote.
How MoveVision builds the draft
In MoveVision the draft comes from each room’s whole clip and from what the customer said while filming. Items are matched to a built-in cube table with size variants (see what a cube sheet is). Spoken corrections are applied from the transcript: if the customer says a chair is not going, gives a size, or names something the video missed, the draft reflects it. Every clip also has a transcript, searchable beside the video.
The customer is not done after filming. They can go through the list themselves, confirm the items, mark what is moving and what is staying, change counts and add anything that was missed. When the homeowner has gone through the list, your estimator opens one that has already been checked once.
Where drafts go wrong
Every drafting system makes the same few kinds of mistake, and a sound workflow expects them.
- Double counting. The same sofa seen from the doorway and again from across the room can become two sofas. In MoveVision, when one object was probably counted twice, the homeowner gets a single question about the pair.
- Items out of frame. A draft lists what the video shows: a closet that was never opened, the back of a garage or a box under a bed is easy to miss. Spoken mentions help, and the customer or the estimator can add a missed item.
- Size ambiguity. From a doorway, a 3-cushion sofa and a 4-cushion sofa look alike, and a bed may be a full or a queen. Size words are cheap to say and hard to check. Items the AI is unsure about are flagged for a person to answer.
- Things that are staying. A video shows everything in the room, including what is not going. Unless somebody says so, a built-in shelf or a piano the customer is keeping can arrive in the draft as moving. Each item carries a plan, and MoveVision records who set it: assumed, spoken, homeowner or estimator.
- Things outside the catalog. Not everything has a standard size. Items outside the cube table stay in the inventory as rows for your estimator to size, instead of being dropped.
None of these is a reason to avoid a draft. They are a reason to build the review around them. A draft that shows its uncertainty, links to its evidence and lets a person overrule it is a faster starting point than a blank page. A draft that hides all three is only a faster way to be wrong.
Why every line should link to its video moment
A list you can only trust on faith is a list you have to redo. When each line is tied to the moment in the video where the item appears, checking takes a click instead of a rewatch. In MoveVision, each line carries a timestamp and a still frame, and selecting an item jumps the video to it. Your estimator can also place or move the item’s numbered pin on the clip.
That changes how a review feels. Instead of wondering whether the model got the dresser right, the estimator sees the dresser and either agrees or fixes it. It also keeps the draft honest: a line with no moment to point to is a line you should not trust.
Review by exception
Reading a draft from the top, with every line equally in doubt, hands back the time the draft saved. Review by exception means the flagged items get a person’s answer first: the items the AI is unsure about, and the possible duplicates the homeowner is asked about. Then your estimator checks the rest against the video, with that context.
The homeowner’s pass, when there is one, helps here. It catches the obvious errors and adds what was missed, so your estimator’s attention goes where it is needed.
Every line still gets checked, and each one is a click from its video moment. What changes is where you start: the items the AI is unsure about are flagged, so you can answer those first.
Why the estimator has the last word
A quote is a promise. It names a price for a specific amount of work, and when the amount turns out to be wrong, the company pays for it, not the software. Your estimator also knows things no video holds: how your crews work, which streets are hard to park on, what a stairwell is like to carry through.
That is how MoveVision is built. The model drafts, the customer can review their own list, and your estimator checks the inventory, fixes what is off and builds the quote: truck, crew, hours and charges, all editable. Every quote is built by your estimator. Virtual moving estimates shows what that hand-off looks like.
What to ask of any AI inventory
If you are weighing tools, these questions are worth asking of any of them:
- Can I see the video moment behind every line?
- Does it tell me what it is unsure about, or does everything look equally certain?
- Can I change a size, a count and a plan on any line?
- Does the customer get to say what is staying?
- Who has the last word on the quote?
To see how this works from the customer’s link to the finished quote, read how it works or browse the full list on features. For the survey methods this fits into, see choosing how to survey a move. You can start a free trial.
