Real computer-vision multi-object tracking demo — ByteTrack

Every vision
problem. One API.

A marketplace of pre-trained vision models — person tracking, damage detection, OCR, kitchen compliance, meter reading and more. Ship a new CV feature this week, not next year.

Browse modelsWatch a live demo
models in catalog
15+
p99 latency
<2s
accuracy
99.2%
industries shipped
6
shipping in production across
  • insurance claims
  • HACCP-certified kitchens
  • municipal water metering
  • fleet inspection
  • QSR chains
  • broker platforms
  • utility billing
  • quick-service restaurants
  • car rental ops
  • property & casualty
the marketplace

Pick a model.
Ship it this week.

A growing catalog of production-grade vision models. Hit a single endpoint — get a structured, business-ready answer.

12 models
Vehicle Damage
Insurance0.97 mAP

Vehicle Damage

Classify, localize and grade damage per part.

vehicle-damagePOST /v1/vehicle-damage
License Plate OCR
Traffic99.4% acc

License Plate OCR

Multi-region plate detection and digit-perfect OCR.

plate-ocrPOST /v1/plate-ocr
Kitchen Compliance
KitchenHACCP-ready

Kitchen Compliance

PPE, cross-contamination, temperature — all on one stream.

kitchen-compliancePOST /v1/kitchen-compliance
Utility Meter OCR
Utilities7-digit accurate

Utility Meter OCR

Analog, digital, multi-dial — all read in one pass.

meter-ocrPOST /v1/meter-ocr
People Counting
Retail±1.2% error

People Counting

In/out counts at any doorway with privacy-preserving re-ID.

people-countingPOST /v1/people-counting
Shelf Analytics
Retail36 SKUs/shot

Shelf Analytics

Out-of-stock, price-tag and planogram compliance.

shelf-analyticsPOST /v1/shelf-analytics
PPE Detection
Manufacturingreal-time · 30fps

PPE Detection

Hard hat, vest, gloves, glasses — per-worker compliance.

ppe-detectionPOST /v1/ppe-detection
Defect Detection
Manufacturing<50ms/img

Defect Detection

Surface defects on line-speed production imagery.

defect-detectionPOST /v1/defect-detection
Traffic Flow
Trafficup to 8 lanes

Traffic Flow

Lane-level counts, speeds and turning-movement matrices.

traffic-flowPOST /v1/traffic-flow
Pose Estimation
RetailCOCO-grade

Pose Estimation

17-joint 2D pose for ergonomics, fitness and safety.

pose-estimationPOST /v1/pose-estimation
Crowd Density
Traffic0–8 ppl/m²

Crowd Density

Density maps for events, transit hubs and stadiums.

crowd-densityPOST /v1/crowd-density
Document Parsing
Docs50+ layouts

Document Parsing

Forms, invoices, contracts — structured JSON out.

document-parsingPOST /v1/document-parsing
Don't see your use case? We ship custom pipelines on top of the same primitives.Talk to us
case studies · in production

Three models,
end-to-end.

A closer look at how three marketplace models work in the wild — from the raw pixel to the business decision your systems consume.

01 · insurance damage detection

From photo to claim estimate in seconds.

Customers upload a single photo or short video. We classify and localize every damage, read the plate, score severity, and return a complete repair-or-replace decision with a cost estimate — ready for the adjuster.

  • Damage type, location and severity per part — not just a label.
  • Plate recognition and structured claim metadata in one pass.
  • Video mode auto-selects key frames for a full multi-damage report.
Learn more
Front view of a car being analyzed by Deepside
scratch · 0.87
dent · 0.92
plate · DPS-4421
claim_8821
pipelinerunning
  1. 1 · Uploadphoto · car_front.jpg
  2. 2 · Classifyscratch · dent · crack
  3. 3 · Localizeright fender · driver door
  4. 4 · Read plateDPS-4421
  5. 5 · Severityfender 38% · door 64%
  6. 6 · Decisionfender → repair · door → replace
  7. 7 · Costestimate · $2,840
✓ video mode14 frames · 6 damages · full report
02 · food safety monitoring

Watch the kitchen. Ask anything. Get proof.

Stream or upload kitchen footage and ask in plain language. Was PPE worn? Was the meat left out? Get an instant answer with the exact frames and timestamps that prove it.

  • Natural-language Q&A over hours of kitchen video.
  • Automatic violation detection with frame-level evidence.
  • Audit-ready exports for HACCP and food safety compliance.
Learn more
Commercial kitchen being monitored for food-safety compliance
no gloves · 0.94
meat · room temp
PPE worn · ✓
kitchen_cam_03 · 04:21
2 violations
ask"was PPE worn during prep?"
  1. 00:14no gloves · prep station
  2. 01:42raw meat · room temp
  3. 03:08PPE worn · ✓
03 · utility meter reading

One image. Full billing record.

Snap any water, gas or electric meter. We parse every digit and label, separate integer from decimal counters, apply the customer's tariff and return a billing-ready record — straight into your CRM.

  • Digit-perfect OCR across analog dials and digital displays.
  • Tariff math and delta-from-previous-reading calculated server-side.
  • Structured JSON output drops directly into existing billing systems.
Learn more
meter_capture · 1 imageparsed ✓
m³ · cold waterSN · 58241A
0
0
4
8
2
1dec
7dec
meter_id
WM-58241-A
reading
0048217 m³
tariff
tier_2 · €1.84/m³
previous
0047996 m³
delta
+221 m³
amount
€406.64
capabilities

The primitives behind every solution.

  • Object Detection

    Find and classify anything in an image, fast.

  • Tracking

    Persist identity across frames in any video.

  • Damage Detection

    Type, location and severity on the same object.

  • Video Understanding

    Reason over long footage in natural language.

  • OCR & Document Parsing

    Pixel-perfect text extraction with structure.

  • Custom Pipelines

    Compose primitives into a solution we ship.

how it works

Pixels in. Decisions out.

A single API turns raw pixels into structured, business-ready answers — end to end, under two seconds.

  1. 01

    Send us media

    Image, video or live stream — REST, webhook, or dashboard.

  2. 02

    Models reason about it

    Detection, OCR, tracking and language models compose into your pipeline.

  3. 03

    You get a business answer

    Not raw boxes — a structured, business-ready response your systems can use.

    response · 200 OK
integrationsREST APIWebhookDashboardPython SDKNode SDK
frequently asked

The questions
buyers ask us.

Missing something? We're happy to answer anything over a 30-minute call.

  • For the shipped solutions — insurance damage, food safety, meter reading — none. They run out of the box. For a custom pipeline, we typically get to a production-grade model with a few thousand labelled examples; less if the domain is close to one we've already shipped.

get started

Choose your industry

Pick your sector — you'll get access to the models built for your use case.

partnerships

Become a partner
with Deepside.

We work with resellers, integrators and referral partners worldwide. If you serve companies that deal with vehicles, facilities, utilities or food safety — there's a fit.

Enterprise Reseller

Bundle Deepside's AI into your existing enterprise offering. We handle the models — you own the customer relationship.

  • Revenue share on every deployment
  • Dedicated partner success manager
  • Co-branded materials & sales support

Technology Integrator

Build Deepside into your platform, SaaS, or workflow tooling. Ship vision capabilities to your users without maintaining a model stack.

  • API sandbox with no rate limits
  • Joint go-to-market opportunities
  • Early access to new models

Referral Partner

Know companies dealing with vehicle fleets, insurance claims, food safety or meter reading? Refer them and earn commission on every closed deal.

  • Competitive referral commission
  • Simple tracking dashboard
  • No quota, no minimums

Apply to the
partner programme.

Tell us a bit about yourself and how you'd like to work together. We review every application within two business days.

  • Two-business-day review guarantee
  • No exclusivity or minimum revenue commitments
  • Joint technical onboarding included
  • Access to the full model marketplace

We review every application within two business days.

let's talk

Got a vision problem?
We've probably already shipped it.

Drop your email — we'll send a 15-minute working demo tailored to your data within one business day.

We'll reply within one business day.