Processing on site
Recognition runs on a computer at your site. Only events like “truck KTR 4821 arrived” leave the building.
// computer vision for logistics, parking and productionCameras see.
Cameras see.
The system acts.
Checking lists at the gate, recounting pallets and keeping timesheets take up to 6 hours every shift. Cameras do it on their own, around the clock: under a second from plate to open gate. Start with a 2-week pilot at a price fixed before work begins.
PORT · 99.1% PLATES READ RIGHTMALL · 8 MO PAYBACK+ 20 MORE SITES
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02 / ROUTINEManual checks cost you hours.
Manual checks cost you hours.
Every shift.
Guard checks the list at the gate2.5 h
Recounting pallets at shipping2 h
Timesheets and lateness1 h
Report to the manager0.5 h
TOTAL PER SHIFT~6 h→ WITH CAMERA~0 h
03 / INDUSTRIES
What the camera does.
Six typical scenarios: what the camera sees, what the system does and what lands in your Telegram.
- 01Truck parkingThe camera reads the plate, the system checks the booking and opens the barrier.<1 sfrom plate to open gate
You get a messageKTR 4821 arrived at 02:14. Booking found, spot B‑14. Gate opened.
License plateBookingFree spot - 02Car parkThe barrier opens by number plate. Signs and the app show free spots on each level.8 monthspayback in a real mall
You get a message124 spots free. Level −2 is full, level −1 has 38 free.
CarsFree spotsNumber plates - 03WarehouseCameras count pallets at receiving and shipping and flag any pallet that leaves without a scan.24/7counting without breaks
You get a messageGate 3: 24 pallets loaded, 1 left without a scan. Photo attached.
PalletsEmpty shelf slotsLoading gates - 04Factory entranceThe turnstile lets people in by face. Hours worked go straight into payroll.<0.5 sto recognize a person
You get a messageShift A: 212 of 220 on site. 3 people late, list attached.
PeopleFacesSecurity zones - 05GymA live map of equipment use. A trainer gets a message when the floor needs them.Liveoccupancy on the dashboard
You get a messagePeak today 18:00–20:00. Treadmills 92% busy, rowing machines idle.
Machines in useVisitorsBusy hours - 06PortTruck plates and container numbers are read automatically and go straight to the customs database.99.1%plates read correctly
You get a messageTruck AA 1234 · container MSCU 482190 · cleared, gate 2.
TrucksContainersCranes
04 / WHAT THE CAMERA SEESPlate. Booking.
Plate. Booking.
Pallet. Shift.
001 / SEES
Your existing cameras or new ones. Vehicles, people, boxes and plates, day or night, in any weather.
002 / UNDERSTANDS
Recognition runs on a computer next to the cameras. The video never leaves the site.
003 / ACTS
Opens the barrier, writes to 1C, sends a message to Telegram.
05 / Telegram bot
Ask in plain words. Get an answer in Telegram.
You don’t have to open a dashboard. Message the bot the way you’d message a colleague and get an answer with numbers and photos.
Happ Labs botonline · replies in ~1 sTelegram
Nothing here yet. Pick a question or type your own.
Example conversation. In your project the bot answers from your own cameras and systems, and only shows what each person is allowed to see.
06 / MODULES
Start with one task. Add the rest later.
The system is built from five blocks. You pay only for the ones your site needs.
$ happ modules --list --site=your-site
[✓]VISION + EDGECameras and a computer on site. They recognize plates, people, vehicles and boxes. Video never leaves the site.
[✓]CONNECTData exchange with 1C, ERP, warehouse software, access control and barriers. Nobody retypes anything.
[✓]BOTS + ALERTSTelegram and other messengers. Ask in plain words; alerts arrive with the frame of the moment.
[✓]DASHBOARDOccupancy, events and reports. Every system decision is stored with its frame.
[✓]ACCESSEach person sees only their own sites and reports. The bot has the same access rights.
→ 5 modules ready · pay only for the ones you need
The exact set of modules and integrations is fixed in the proposal after we visit your site.
07 / Your data
Video stays with you. So does the system.
01CAMERASvideo 25 fps
VIDEO · LOCAL
02 · ON SITEEDGE-01recognition
EVENTS ONLY
031C · TELEGRAM“KTR 4821 entered”
SITE BOUNDARY
Works without internet
If the connection drops, gates and counting keep working. Data syncs when the link is back.
Who sees what
Each person sees only their own sites and reports. The bot has the same access rights.
Every event has a frame
Every gate opening and every alert is stored with the frame behind it. Any disputed case is easy to check.
08 / CASES
Already working. On real sites.
01 / 05
01
Maritime logistics operator
Port cargo control
ProblemTrucks and containers at the port gates were logged by hand.
What we builtCameras read plates, estimate cargo volume in 3D and send everything to the customs database.
- 99.1%plates read correctly
- 24cameras
- 4on-site computers
02
Mall with 2,000 spaces
Smart parking
ProblemNobody knew how full the car park was. Barriers were controlled by hand.
What we builtCameras at 12 entries and exits, a live dashboard and an app for drivers.
- 12entries and exits
- 8 mopayback
03
Plant with 800 workers
Entrance without badges
ProblemBadges were shared and attendance was kept by hand across 5 security zones.
What we builtFace recognition at the turnstiles, with hours sent straight to payroll in 1C.
- <0.5 sper person
- 96%even in masks and hats
- 16on-site computers
04
Chain of gyms
Gym analytics
ProblemNo data on attendance or how the equipment was used.
What we builtVisitor counts, equipment heatmaps and Telegram alerts for trainers.
- On sitevideo stays in the gym
- Livemanager dashboard
05
Marketplace, 100K+ products
Product catalog on autopilot
ProblemPeople sorted products into categories and wrote descriptions by hand.
What we builtThe system recognizes products from photos, tags them and drafts descriptions. A person checks the unclear ones.
- 100K+products
- Bulkupload via API
09 / NUMBERSMeasured on sites.
Measured on sites.
Not in a slide deck.
// ANPRKTR 4821 ✓ 0.99 · AA 1234 ✓ 0.98 · BX 7710 ✓ 0.99 · KTR 4821 ✓ 0.99 · AA 1234 ✓ 0.98 · BX 7710 ✓ 0.99 · KTR 4821 ✓ 0.99 · AA 1234 ✓ 0.98 · BX 7710 ✓ 0.99 ·
0%plates read correctly// FACE IDID 0412 ✓ 0.31 s · ID 0088 ✓ 0.28 s · ID 1290 ✓ 0.44 s · ID 0412 ✓ 0.31 s · ID 0088 ✓ 0.28 s · ID 1290 ✓ 0.44 s · ID 0412 ✓ 0.31 s · ID 0088 ✓ 0.28 s · ID 1290 ✓ 0.44 s ·
<0 sto recognize a person// ROIMONTH 01 · 02 · 03 · 04 · 05 · 06 · 07 · 08 ✓ PAID BACK · MONTH 01 · 02 · 03 · 04 · 05 · 06 · 07 · 08 ✓ PAID BACK · MONTH 01 · 02 · 03 · 04 · 05 · 06 · 07 · 08 ✓ PAID BACK ·
0 mopayback in a real mall// UPTIMEUPTIME 99.97% · 00:00 · 06:00 · 12:00 · 18:00 · UPTIME 99.97% · 00:00 · 06:00 · 12:00 · 18:00 · UPTIME 99.97% · 00:00 · 06:00 · 12:00 · 18:00 ·
0/7running non-stop10 / Why us
Engineers who come to your site.
- 01
We install and set up ourselves
We mount the cameras, run the cable and set up the hardware. We test the model in rain, darkness and glare on your actual site.
- 02
You own the system
You get the source code, the trained models and access to the servers. No per-camera fee, and you can switch contractors at any time.
- 03
Works with your systems
Data goes into 1C, ERP, warehouse software or Telegram. Nobody re-types numbers.
11 / Team
The people who build it.
Viacheslav Saloid
Co-founder & Technical Lead10 years in software engineering. Building automation since 2018.
LinkedIn ↗Andrey Furman
Co-founder & CTO7+ years in business analytics and automation, 10+ in enterprise sales.
LinkedIn ↗Igor Sobolevsky
Lead Engineer10 years in systems development. C++ and Python.
Max Terekhov
Head of DesignProduct and interface design for AI products and industrial dashboards.
LinkedIn ↗Victoria Guba
Head of Marketing10+ years growing tech companies in the US, Europe and CIS.
LinkedIn ↗- +15
20+ specialists
Computer vision, data science, DevOps, mobile, telephony and on-site engineering.
12 / PROCESS
A working system in 4 weeks.
FROM FIRST CALL TO A WORKING SYSTEM · 2–4 WEEKS
- 01Week 1
We come and look
We visit the site, watch how work is done and pick camera spots. You get a plan with a fixed price.
- 02Week 2
We prepare
We design the system, buy hardware and start teaching the model on your footage.
- 03Week 3
We build
Recognition, dashboard and connections to your systems, with a short demo every day.
- 04Week 4
We launch
Installation on site, training for your team, then 3 months of monitoring and support.
STEP 01 / 04We come and look
13 / PILOTTwo weeks.
Two weeks.
Price fixed upfront.
What if it doesn’t work on your site?
- ✓The pilot runs at one point, not across the whole site.
- ✓We measure accuracy on your own footage. You decide whether to scale after the report.
- ✓The price is fixed before we start and doesn’t go up.
- ✓Code and models are yours. Video never leaves the site.
0weeks to
first results
first results
PILOT ESTIMATE · №0042FIXED
WEEK 01
Site visit, camera layout1 day
Footage collection, model training3 days
Barrier / 1C connection1 day
WEEK 02
Pilot at one point5 days
Accuracy check on your footagereport
Telegram bot, reportsdone
TOTAL$10,000
SIGNATURE: ____________BEFORE START · DOES NOT GROW
14 / Pilot and rollout
Prove it on one task. Then scale it.
pilot.cfg→ project.cfg5 changes
01− One task, e.g. gate entry by plate+ Two or three tasks across the whole site
02− Up to 8 cameras+ Up to 20 cameras and more
03− Telegram messages and a simple dashboard+ Integration with accounting, ERP and warehouse
04− Model tuned to your site+ Models trained on your own video
05− Accuracy measured on your site+ Acceptance criteria and 6–12 months of support
Price and acceptance criteria for the pilot are agreed before any work starts.
15 / Payback calculator
How much does it save?
The camera takes over routine work: checking, counting, writing down. Enter your posts and staff cost to get a rough payback estimate.
Saved per month—
Saved per year—
Pays for itself in—
A rough estimate, not a promise. The real numbers come out of the on-site assessment, before you pay for anything.
16 / Pricing
Fixed price. Agreed before we start.
01 / PILOT
$10,000Ready in · 2 weeks- One task, e.g. gate by number plate
- Up to 8 cameras
- Telegram messages
- Simple dashboard
- 3 months of support
02 / PRODUCTIONMost chosen
$18–30KReady in · 4–6 weeks- 2–3 tasks
- Up to 20 cameras
- Connection to 1C / ERP / warehouse
- Models trained on your footage
- 6 months of support
03 / ENTERPRISE
from $40KReady in · 6–10 weeks- Any number of cameras
- All connections
- Custom development
- 24/7 support, 99.5% uptime
- 12 months of dedicated support
✓Price is fixed before work starts✓We use your existing cameras✓No subscription. The system is yours
Ranges for typical projects. The exact price depends on cameras, integrations and support and is fixed after the site visit.
17 / Questions
Common questions.
01Do I need to buy new cameras?
Usually not. Most IP cameras from the last 5–7 years will do. If a camera hangs in the wrong spot, we’ll tell you during the visit where to move it.
02What happens if the internet goes down?
Recognition runs on a computer at your site, so gates and counting keep working. Messages and reports catch up when the connection returns.
03What if the system makes a mistake?
Every decision is saved with a photo. When the system isn’t sure, it asks a person with one tap instead of guessing. We measure accuracy on your site before handover.
04How much does it cost in total?
A pilot for one task is $10,000, fixed. Bigger projects are $18,000–30,000. The price is agreed after the visit and does not change. There are no monthly fees per camera.
05Who owns the system?
You do. You get the source code, the trained models and access to the servers. You can keep working with us or with anyone else.
06Is it legal to recognize faces and number plates?
It depends on the country and the purpose. We design it carefully: warning signs, storing only what’s needed, access rights and deletion periods. The final check is with your lawyer, and we’ll prepare the technical part.
07Will it work with 1C, our ERP or warehouse software?
Yes. We connect in both directions, so data flows in by itself and staff don’t re-type anything.
18 / NEXT STEPLet’s start with
DISCUSS YOUR TASK → DISCUSS YOUR TASK → DISCUSS YOUR TASK → DISCUSS YOUR TASK → DISCUSS YOUR TASK → DISCUSS YOUR TASK → Let’s start with
a 30-minute call.
Describe your site in a couple of sentences. Within 24 hours we reply with what is possible and book a 30-minute call. Then a site visit with a plan and a fixed price, then a 2-week pilot at one point.