A good AI video project starts with an operational decision, not a camera count. This planning guide turns a broad idea into a testable scope, a fair comparison of proposals and an owner-controlled system.
Step 1: Define the problem and the people involved
Choose the event or investigation that matters: after-hours entry into a loading yard, searching for a vehicle across a site, or reviewing a door event with matching video. Record who experiences the problem, how often it occurs, how it is handled today and what improvement would be useful. Include facilities, security, IT and whoever is responsible for privacy and records.
Separate prevention, detection, investigation and business reporting. AI may help prioritize a review; it does not create a staffed response or establish a person’s intent. Avoid a requirement such as “detect suspicious activity” without an observable definition.
Step 2: Assess what you already have
Inventory camera models, firmware, recorder software, useful views, network equipment, retention and licenses. Check actual night footage and exports. A camera may be good enough for an overview but unsuitable for plate reading. Consult the legacy-system retrofit guide before assuming replacement is necessary.
Step 3: Write a short requirements brief
| Requirement | Example question |
|---|---|
| Operational outcome | What event must be found, and who reviews it? |
| Coverage | Which exact doors, lanes or zones matter? |
| Performance | How will missed events and irrelevant alerts be measured? |
| Response | Who receives an alert, during what hours, and what happens if they do not respond? |
| Recording and search | Which channels, retention periods, metadata and export functions are needed? |
| Availability | What must continue during internet, server or power loss? |
| Ownership | Who controls accounts, footage, licenses and configuration? |
| Handover | What training, documentation and acceptance evidence are required? |
Step 4: Compare architecture and manufacturers
Locate the recording, AI processing, search index and administrator accounts in each design. These may live in different places. Use the edge, server, cloud and hybrid guide and the manufacturer comparison to ask consistent questions. Compare the actual model, software version, application and license—not a feature advertised elsewhere in the brand’s portfolio.
Step 5: Pilot the hardest representative views
Choose scenes that reflect the real challenge rather than the easiest demonstration. Agree on authorized test events, ordinary activity that should not trigger alerts, day/night conditions and a review period. Record known misses as well as detections. Include a reconnect or outage test. Use the pilot workbook for a reproducible acceptance record.
Step 6: Compare complete proposals
Require the same camera count, retention, functions and time horizon from each bidder. Include subscriptions, support, storage, network changes, training, tuning, maintenance and expansion. Ask what stops working after a subscription or support agreement expires. Distinguish a license to use software from entitlement to updates or hardware replacement.
Request a responsibility table naming the party that supports cameras, networking, AI software, integrations and alarm handling. A technically compatible combination can still be difficult to maintain if every supplier assigns the fault to another component.
Step 7: Deploy in controlled stages
Preserve required recording during migration. Back up configurations, identify a rollback owner and verify each batch of channels before proceeding. Label equipment and document the connection paths. Retain historical footage for its required period; do not assume the new system imports an old recorder’s archive.
Step 8: Accept, train and review
- Demonstrate live view, recording, search, alert review and a usable export.
- Confirm outage behavior and recovery against the written requirement.
- Deliver owner-controlled accounts, diagrams, model lists and license records.
- Train the people who will actually review alerts and retrieve evidence.
- Record privacy, retention, maintenance and update responsibilities.
- Set a review after the initial operating period and after material scene changes.
Keep a decision log: what was selected, why it met the test, what limitations remain and when it should be revisited. That record is more useful to a future owner than a list of marketing features.