Rivac LabsImage & Video Classification / Object Detection
Off-the-shelf vision APIs are trained on generic objects — they weren't built to recognize your specific SKUs, equipment, vehicles, or scene layout, and that gap shows up as missed counts and misclassifications the moment you put them into production. This service builds and fine-tunes a detection or classification model against your actual footage and images, so it reliably identifies, counts, and tracks the exact things your business needs to watch. It's for teams that need automated visibility into inventory levels, foot traffic, equipment on a yard, or objects moving through a process, at a scale manual review can't sustain. The output plugs into the systems you already use — a dashboard, an alert, an API call — rather than sitting as a standalone demo.
How We’d Approach This
A clear, staged plan — not a black box
- 1
Diagnose: collect sample images and video from your real environment and pin down exactly what needs to be detected, counted, or tracked, and how accurate it has to be.
- 2
Pilot: label a starter dataset and train a baseline model against one camera feed or image set, then run it against real footage side by side with a manual count.
- 3
Review: walk through precision and recall together — what it catches, what it misses, what it gets wrong — and decide if it's worth hardening.
- 4
Build: expand the training data, integrate the model into a live pipeline with an API or dashboard, and set up drift monitoring as lighting, angles, or objects change.
What You Get
Deliverables from this engagement
- A trained detection or classification model tuned to your specific objects and environment
- An API or integration endpoint for real-time or batch inference
- A precision/recall accuracy report benchmarked against a labeled test set
- A monitoring dashboard tracking detection volume and confidence over time
- Documentation for retraining the model as new object types appear
Six Ways We Could Architect This
Different engagement, different build — pick the shape that fits
There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.
Ready to get started?
Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start — scoped small enough to prove itself before you commit to anything bigger.
Talk to us about Image & Video Classification / Object DetectionMost engagements like this start as a $500–$2,500 pilot — see full pricing.