Define each check in plain language — “is the station attended”, “is the exit blocked” — Wyse Envision runs it on your cameras, attaches video evidence, and routes exceptions to a named person for action.
Wyse Envision · Visual Agentic Intelligence
Turn the cameras you already own into visual operations intelligence
Scheduled checks, contextual alerts, video evidence and management reports — on your existing camera estate, with a choice of private on-site or managed cloud deployment.
L2 decision support: humans approve every consequential action. Accuracy is measured during a paid pilot on YOUR cameras — no generic promises.
One site, one workflow, a clear go / no-go. The evidence brief is sent when you book the clinic.
LIVE WATCH
LOADING BAY / 03
vehicle
zone
CAMERASONLINE
SERVICEREADY
HUMAN REVIEWACTIVE
CAM-07 · exceptionLoading bay condition flagged
CAM-14 · scheduled checkZone control review queued
Illustrative signal view — pilot values are measured on the customer’s site.
Human-approved actions
Decision support only. People review evidence and approve consequential actions.
Existing cameras
Works with suitable existing camera feeds after site validation.
Private or managed
Keep processing at your location, or use a controlled cloud service.
PDPA-aware design
Retention, access and audit controls shaped for Malaysia’s PDPA.
Built on
NVIDIA
AWS
Microsoft
Technology components used in Wyse Envision deployments. Not an endorsement, certification or partnership claim.
The category
Visual operations intelligence — not an AI CCTV replacement
Cameras already record everything and prove nothing. Wyse Envision is the layer that turns selected views into scheduled checks, evidence-backed exceptions and management records — while people keep the decisions.
Choose your deployment: Model A runs AI on-site on an edge GPU so media never leaves your premises; Model B sends only approved frames to governed cloud AI for sites without local hardware.
How it works
From routine checks to defensible evidence, in four steps
Wyse Envision adds an operational layer on top of your existing cameras — no rip-and-replace.
Define
Agree the questions per scene in plain language — what to check, where, and what “normal” looks like.
Monitor
Checks run on schedule across selected cameras — every shift, every zone, not by chance.
Evidence
Exceptions trigger contextual alerts with snapshot and clip evidence attached for human review.
Act
Your supervisors approve consequential actions. Outcomes roll up into management reports.
Why VAI
Traditional analytics reacts. VAI stays present.
Visual Agentic Intelligence follows the flow of work, notices when a moment matters, remembers useful context and brings the right evidence to the right person.
01Stay presentFollows a live scene continuously instead of waiting for someone to ask a question.
→
02Notice the momentSpeaks up when something matters and stays quiet when everything is normal.
→
03Follow throughKeeps the earlier context, explains what changed and brings the next step to the right person.
TRADITIONAL VIDEO ANALYTICSWait for a rule, then alert
- Presence: checks only for predefined events
- Timing: reports after a rule is triggered
- Continuity: treats each alert as an isolated moment
- Output: gives the team a count, alarm or dashboard entry to interpret
- Change: a new operational question usually needs separate setup
- Follow-through: hands over an alert; closing the loop stays a separate manual process
WYSE ENVISION VAIPresent, aware & helpful
- Presence: keeps following the scene as work changes
- Timing: decides when to speak up and when to remain quiet
- Continuity: keeps useful counts, timing and earlier details in view
- Output: explains what changed, why it matters and who should review it
- Change: a new question is written in plain language against the same camera views
- Follow-through: passes complex issues onward while continuing to watch
People stay in control: important actions require human approval.
Capabilities
Capabilities that keep pace with real work
The cameras do more than wait for a rule. They stay attentive, follow change over time and help your team at the moment it matters.
Alert at the right moment
Speaks up when the watched event happens and stays quiet when nothing needs attention.
Count as it happens
Maintains a running count as people, vehicles or repeated actions appear.
Understands timing
Tracks duration, intervals and overdue conditions instead of treating every view as a snapshot.
Remembers earlier context
Brings back useful details from earlier in the shift when they become relevant.
Follows changing scenes
Keeps the operational goal in view as people, objects and conditions change.
Escalates without going blind
Passes a complex issue to the right team while continuing to watch the live scene.
LIVE ALERT
Spot the event
Raise a clear warning with visual evidence at the moment the condition appears.
EARLIER CONTEXT
Find the moment
Return to the relevant point in the day without manually reviewing hours of footage.
SHIFT SUMMARY
Explain the shift
Turn important moments into a concise record of what happened and what was resolved.
Why WyseTime
Local delivery, deployment choice, and the discipline to sign acceptance criteria
The technology question is only half the decision. The other half is who commissions it, who supports it, and what you are actually allowed to hold them to.
Local delivery, on-site speed
Malaysian engineering, commissioning and support — in EN, BM and Mandarin, with no cross-border time gap.
Dual-mode freedom
Edge-private (Model A) or governed cloud (Model B), chosen per site against that site’s privacy, connectivity and hardware — not one-size-fits-all.
Evidence-led methodology
Paid study → signed acceptance → production SLA. Every stage yields a written artefact you own.
Compliance by design
PDPA 2024 duties and transfer governance are built into the product and the contracts. Your site’s privacy map is produced during the study.
Two different ways to buy visual AI
Common market positioning
Wyse Envision
AccuracyPublished figures, measured on other people’s sites.
AccuracyMeasured on your cameras during a paid pilot, against test cases both sides sign before it starts.
Getting startedA free proof-of-concept with unbounded scope.
Getting startedA paid readiness study with a written go / no-go you own — and can act on with or without us.
Where it runsCloud-first; the region is decided for you.
Where it runsYou choose per site: Model A on-site, or Model B governed cloud with provider and region disclosed before activation.
SupportRemote, across a time-zone gap.
SupportMalaysian team, local commissioning, service in EN / BM / 中文.
ScopeA broad platform you are expected to configure yourself.
ScopeOne validated scenario, scoped and commissioned locally, before anything scales.
Category-level comparison against common market positioning. No specific vendor is named, benchmarked or evaluated here. Any vendor-specific comparison requires controlled testing on the customer’s own estate.
How we prove it
How a pilot is accepted
The pilot succeeds or fails against measured criteria agreed before it starts. Failures are documented with evidence. Nothing is accepted against an unmeasured claim.
- Scenario definitionScenario name, camera views, the operational question, and the rule in plain language.
- Ground truthHow many labelled test cases, who labels them, and the video window used.
- Performance measuresPrecision, recall, false-alert count and miss count at the agreed threshold.
- Operational measureShare of exceptions acknowledged within the agreed window; reports delivered on schedule.
- Capacity measureThroughput against the sizing estimate; latency measured end to end.
- Business measureBaseline versus pilot: hours saved, missed checks reduced, incident evidence produced.
- Acceptance decisionPass, fail-with-remediation, or no-go — signed by a named owner on your side.
Applications
One platform. Different operational questions.
Wyse Envision is the Visual Agentic Intelligence layer across WyseTime’s computer-vision applications. The applications below are the operational questions that layer answers — not three separate products to buy side by side.
01WYSETRAFFIC
Traffic & movement intelligence
Explore the behaviour of vehicles, pedestrians and bikers to improve traffic safety, junction design and flow.
- Vehicle counting
- Traffic data analytics
- Traffic junction analytics
- Pedestrian monitoring
- Traffic flow improvement
02WYSERETAIL
Customer flow & store analytics
Understand visit frequency, dwell time, queues and movement patterns so teams can improve layout and service.
- People counting
- Heat map & zone analytics
- Store analytics
- Queue management
- Visit frequency & dwell time
03WYSESAFETY
Safety, zones & behaviour
Monitor workplace conditions and exceptions to strengthen PPE compliance, access control and response.
- PPE detection
- Zone control
- Behaviour-based exception review
- Occupancy metrics
- Smoke & fire alerting*
Start with one validated scenario. Add applications only when the operating case is clear.
* Operational alerting only — not a substitute for a certified fire-detection or life-safety system.
Industries
Built for operations that live on proof
We start with one validated scenario — not a promise to watch everything at once. Two sectors are where we lead today; the rest are served where a named workflow and a supportable site already exist.
Manufacturing
For plant directors, COOs, EHS and production leaders
- Zone presence, blocked exits and restricted-area exceptions
- PPE / SOP exception review after scenario validation
- Shift condition and housekeeping audits on schedule
- Loading-bay procedure verification
- Evidence packs for safety and operations reviews
Retail & Property
For heads of operations, facilities and loss prevention
- Unattended counter and service exceptions
- Queue and congestion threshold alerts
- Store-condition and shift-end visual audits
- Incident explanation and fast evidence retrieval
- Scheduled branch reports for management comparison
Also deployed in
Logistics & Warehousing
Dock dwell and loading-procedure verification, aisle and forklift-zone exceptions, and shift-condition checks across the yard.
Security & Building
After-hours exceptions, restricted-area presence and lock-up verification, routed to the operator actually on shift.
Public-sector and smart-city deployments are outside the current offer.
Deployment choices
Two ways to deploy. One operating discipline.
Choose where the service operates. Either way, evidence, approvals and reporting work the same.
Model A
Private On-site
The Private On-site option keeps video processing at your site. Camera evidence remains within your premises, while central oversight stays optional.
- Designed for continuous on-site operation
- Camera evidence stays on site
- Suitable for sensitive operations and sites with limited internet access
- Hardware + commissioning + annual platform licence
Best fit: manufacturing lines, critical zones and sites where footage must remain on premises.
Model B
Managed Cloud
A small Wyse device at the site sends only approved frames or clips through Wyse Cloud for review, then returns the result to your team.
- No specialist on-site equipment room required
- Only approved images or clips leave the site, with clear controls and records
- Subscription plus managed service usage
- Faster start for pilots and smaller sites
Best fit: trials, small branches and teams that prefer operating expense over on-site hardware.
Engagement model
A staged path — prove value before you scale
Every stage ends in a documented decision. No open-ended commitments.
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Readiness Study
Typically 1–2 weeks
Camera and network survey, scenario sizing, privacy map and a go / no-go recommendation.
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Paid Pilot
Typically 4–8 weeks
Selected cameras, one primary use case — dashboard, alerts and a measured impact report.
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Production
Staged rollout
Commissioning, integrations, team training and operational handover with support.
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Multi-site
Ongoing
Standardised rollout across locations, comparison reporting and quarterly optimisation.
Get started
Book a 30-minute clinic
Bring the one site you suspect most. We look at the camera conditions and two or three candidate checks with you, then send a Readiness Study proposal.
See the Work. Use the cameras you already have to produce evidence of one operational condition that supervisors currently check manually.
From CCTV Footage to Branch Action. Turn one recurring branch exception into an evidence-backed action — instead of another manual walkthrough or a pile of stored footage.
Privacy & data processing
Where your footage goes
Privacy by design: our standard offer avoids biometric processing. Model A keeps inference media on site; Model B transfers only approved frames under explicit, auditable consent. Footage is processed only for agreed operational scenarios.
Inference media never leaves your premises.
Only approved frames cross — provider and region disclosed, fully auditable.
No biometric processing in either model, by design. You choose A, B, or a mix across the estate.
- You are the controllerWyseTime processes your footage under a signed DPA, for the agreed scenarios only.
- 30 days by defaultAlert evidence retention, configurable 7–365. Deletion on request, with confirmation.
- No training on your footageNo secondary use, and no model training without separate, specific consent.
- 72-hour breach noticeMirroring the PDPA 2024 amendment and DBN Circular No. 2/2025.
Full data-processing schedule
- Roles
- You are the data controller; WyseTime is the data processor for customer-scoped footage and derived data, under a signed DPA. Under Model B the approved cloud provider is a sub-processor, named to you with explicit notice.
- Purpose limitation
- Processing only for the agreed visual-operations scenarios. No secondary use. No model training on your footage without separate, specific consent.
- Retention & deletion
- Alert evidence is retained on your schedule — the default proposal is 30 days, configurable between 7 and 365. Full recording retention stays governed by your own VMS policy. Deletion on request, with written confirmation, and a deletion certificate at end of contract on request.
- Security
- TLS in transit; AES-256 at rest where data is stored by WyseTime; tenant separation; access logging.
- Breach obligations
- Incident-response and breach-notification duties mirroring the PDPA 2024 amendment and DBN Circular No. 2/2025 — notification to the Commissioner within 72 hours, notice to affected subjects within 7 days where significant harm applies, and breach records retained for at least two years.
- Model B transfers
- A lawful transfer basis is confirmed per customer under PDPA section 129. The provider and region are disclosed before activation, hard usage caps are set, and the transfer is auditable end to end.
- Biometrics
- None processed under the standard offer. Any biometric scenario requires its own legal basis, a DPIA and separate approval before it is even scoped.
- Form data
- Details submitted through the clinic forms above are used to assess site readiness and to contact you about the enquiry and related Wyse Envision updates. They are stored in our CRM, and you can ask us to correct or delete them at any time.
This describes how the product and our contract templates are designed. It is not legal advice, and it is not a compliance certification. The data-flow map for your specific site is produced during the readiness study.
FAQ
Questions operations leaders ask first
No. Wyse Envision works with suitable existing camera feeds after a site review. We check camera coverage, angles, lighting and network conditions before you make any commitment.
We don’t quote generic accuracy percentages. Performance is measured during your pilot against agreed test cases, and people review evidence before any consequential action. You accept based on documented results from your own site — not marketing promises.
With Private On-site, camera evidence stays at your location. With Managed Cloud, only approved images or clips leave the site through a controlled path. In both cases, retention, access and deletion rules are agreed with you from the start.
No. Wyse Envision works alongside your existing recording setup. When useful, approved alerts can be passed into the tools your team already uses.
Resources
Useful ideas for teams moving from cameras to action
Field notes, product explainers and pilot guidance for teams moving from cameras to action.
FIELD NOTE / 01
From existing cameras to operational evidence
Why the first step is not replacing cameras — it is defining the question each scene must answer.
Read the field noteEXPLAINER / 02
Private on-site vs managed cloud
A practical way to choose where the service operates: privacy, connectivity, equipment and operating cost.
Read the explainerPLAYBOOK / 03
What to validate before a paid pilot
Camera angles, lighting, network, privacy, acceptance criteria and the evidence needed for a go / no-go.
Read the playbook