Teach Your Systems to See — and Act on What They Find.

Define classes and annotation guidance with domain reviewers. Split evaluation data by relevant scene, time or device; measure missed detections and false alarms separately, including difficult conditions.

Benchmark the actual camera, model and hardware against latency, connectivity, privacy and operating-cost constraints. Neither deployment choice guarantees a particular frame rate or detection quality.

Start with reviewable alerts. Physical controls, identity access and safety- or medical-related decisions need separate specialist validation, authorization and manual fallback; a detection demo is not production approval.

Agree an annotated sample scope, a baseline detector, a holdout evaluation and a serving recommendation. Camera procurement, full labeling operations, certifications and production integration are excluded unless quoted.

Budget depends on vision scope, source readiness, integrations, evaluation effort, privacy controls and support. Agree deliverables and exclusions in a written quote; provider, hosting, license and ongoing operations costs are separate line items.

Start after access, sample data and reviewers are available. Agree discovery, pilot evaluation, acceptance and release gates. Dates depend on prerequisites and findings; no universal launch deadline is promised.

Agree repository access, intellectual-property terms, third-party licenses and account ownership in the contract. Handover the agreed source, configuration, evaluation evidence and operating notes; support and future changes need explicit terms.

Map authorized data flows, identity/access controls, retention, logging and deletion before implementation. Review selected processors and configurations with the data owner; the service does not itself establish regulatory approval or certification.

Use the contact page with a non-sensitive workflow summary, current tools, constraints and a decision owner. Review related service pages through Services; provide confidential samples only through an agreed channel.