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Documented limitations

What the major video AI platforms do not do

The constraints each vendor documents itself, collected one platform at a time: what the limit is, where it is written down, what it means on a live site, and the workaround if one exists. Nothing here is inferred from a feature a vendor simply does not mention.

Proof points from Spot AI customers

Customer reported outcomes from named Spot AI customers, on the cameras they already owned.

6% to 1%

All Star Elite cut cash shrink from 6% to 1% across 80 sports apparel stores, and improved investigation efficiency by over 50%.

All Star Elite, multi location retail
15%

Silver Bay Seafoods lifted operational efficiency 15% after unifying 10 facilities of mixed legacy cameras on one Spot AI dashboard.

Silver Bay Seafoods, seafood processing
7 weeks

Staccato went from first conversation to full deployment across an 800 acre campus in seven weeks, on existing camera infrastructure.

Staccato, firearms manufacturing

"We needed something that could transform our camera system from a passive recording tool into a proactive partner in safety and security."

Mike Tiller
Director of Technology, Staccato

Frequently asked questions

Is this a list of missing features?

No. Every constraint on these pages is one the vendor documents itself, with the source and the month it was checked. A capability a vendor simply does not mention is recorded as not publicly specified, not as a limitation.

Why publish a competitor's limitations at all?

Because buyers ask the question and the vendor's own documentation answers it. Each page also states where the platform is genuinely strong and when it is still the right choice, which is the reason these pages get cited.

What does each constraint entry include?

The constraint as documented, where it is written down, what it means on a live site, and the workaround if the vendor or an integration provides one.

How current is this?

Each page shows the month the vendor's documentation was last checked. A constraint is removed when a vendor ships a fix, and the page is rewritten rather than re-dated.

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