Cameras and photos that flag what needs attention
We build vision systems for inspection, safety and verification that work with the cameras and phone photos you already have, and hand decisions to your supervisors.
Vision projects fail when they chase a demo instead of an operational decision. We start from the decision a supervisor, assessor or inspector makes today, collect the images that matter, and build a model and review flow around that decision. Edge or cloud deployment is chosen for your sites, bandwidth and privacy needs.
What we build
- Defect and damage detection
- PPE, zone and safety-rule monitoring
- Shelf, planogram and pick-pack verification
- Photo verification for field visits and surveys
- Meter, plate and label reading
- Dashboards and alert routing to supervisors
How we work
- 01Define the decision and the defect classes with your team
- 02Collect and label images from your real conditions
- 03Train and test on held-out sites or shifts
- 04Deploy with a review loop that keeps improving the model
Use cases by industry (34)
Banking
Cheque Image and Signature Mismatch Flagging
Compare inward CTS cheque images with specimen signatures, mandates and Positive Pay data, and rank cheques by risk so verification officers look first where it matters.
Branch Queue and Footfall Analytics
Turn existing branch CCTV into anonymous counts of footfall, queue length and counter wait times, so branch and regional managers can plan staffing and act on long queues.
NBFCs & Lending
Field Collection Visit Photo Verification
Check geo-tagged photos from field collection visits for location, time, live capture and reuse, so collection managers can trust visit records and spot conduct problems early.
Vehicle and Asset Inspection from Photos for Auto Loans
Check vehicle and equipment photos for used-vehicle, tractor and commercial vehicle loans: read chassis, engine and plate numbers, match them to RC and invoice, and flag damage and reuse.
Healthcare & Hospitals
Hand-Hygiene and PPE Compliance Monitoring
Measure hand-hygiene opportunities and PPE use at ICU, ward and OT entry points from cameras, with faces blurred on the device and results shown as unit-level trends for infection control.
Pharmacy Shelf and Expiry Monitoring
Photograph pharmacy shelves, ward stores and crash cart drawers to read batch and expiry dates, find near-expiry and missing items, and flag look-alike medicines stored side by side.
Pharma & Life Sciences
Packaging and Label Inspection
Camera checks on cartons, labels and blister foils that verify batch, expiry, MRP and codes, compare print against approved artwork, and reject mismatches with image evidence.
Tablet and Vial Visual Defect Detection
Vision models that flag chipped, cracked, spotted or broken tablets and cap, crimp, glass or particle defects in vials, sending uncertain units to manual inspection and storing every reject image.
Logistics & Supply Chain
Parcel Damage and Dimension Detection
Camera stations at induction, sortation and dispatch measure each parcel for volumetric weight and flag visible damage, keeping time-stamped images as evidence for claims and billing.
Warehouse Safety Monitoring
Use existing or added CCTV to spot forklift and pedestrian near-misses, missing PPE, blocked fire exits and people in restricted zones, with alerts to supervisors and evidence for safety reviews.
Manufacturing
Visual Quality Inspection on Production Lines
Cameras and vision models at the inspection station flag scratches, dents, missing features and print errors, divert clear rejects and hold borderline parts for an inspector.
PPE and Safety-Zone Compliance
Vision models on existing CCTV spot missing helmets, shoes, vests and gloves, and people entering robot cells, press areas or forklift aisles, with clip-backed alerts to supervisors.
Retail, D2C & Quick Commerce
Shelf Availability and Planogram Compliance
Turn merchandiser and store shelf photos into SKU-level facings, out-of-stock gaps, price-label checks and planogram scores, with doubtful detections sent to a reviewer.
Dark-Store Picking and Packing QC
A camera at the packing station checks each tote against the order before the bag is sealed, catching wrong variants, missing items and near-expiry stock, and keeps an image per order.
Catalogue Enrichment from Product Images
Read product photos and back-of-pack images to fill category attributes, mandatory declarations and listing copy for each marketplace, with every value checked before publishing.
Real Estate & Construction
Construction Progress Monitoring from Site Photos
Turn geotagged site photos, drone images and time-lapse cameras into tower-by-tower progress status against the schedule, with photo evidence a site engineer confirms.
Construction Site Safety Compliance
Use site cameras and safety walk photos to spot missing helmets, unguarded edges, people in crane and hoist zones and poor housekeeping, with each observation verified by the safety officer.
Hospitality & Travel
Housekeeping Room Inspection from Photos
Check each cleaned room from attendant photos against your room standard: bed, bathroom, amenities, minibar and visible damage, with supervisors confirming before the room is released.
Kitchen Hygiene Monitoring
Monitor kitchen cameras for missing caps and gloves, uncovered food, open bins, spills and pests at night, with alerts and daily hygiene summaries reviewed by the chef and hygiene lead.
Education & Coaching
Answer Sheet and OMR Evaluation Assistance
Read OMR sheets and the marks grid on answer-booklet covers from ordinary scans or phone photos, apply the right answer key and send every doubtful mark to the exam cell.
Online Test Proctoring Assistance
Flag possible malpractice in remote tests from webcam frames and browser events, so a trained proctor reviews short evidence clips and decides, rather than software disqualifying students.
Energy, Mining & Utilities
Mine Safety Monitoring (PPE and Zone Intrusion)
Computer vision on mine CCTV that flags missing PPE, people on foot in HEMM zones and entry into blast danger zones, so shift supervisors can act while it still matters.
Conveyor and Equipment Anomaly Detection from Video
Video and thermal analytics on conveyor transfer points and idler runs that flag belt drift, spillage, chute blockage and hot idlers for maintenance teams to review.
Solar Panel Inspection from Drone Images
Turn drone thermal and RGB surveys of solar plants into a checked defect register mapped to block, inverter, string and module, ready for O&M work orders and warranty evidence.
Meter Reading from Photos
Read kWh, kVAh and demand values from meter photos taken by readers or consumers, check them against what was keyed in, and route mismatches to billing staff before bills go out.
Automotive & Mobility
Used Car Inspection and Damage Detection
Guided photo capture and damage detection for used-car evaluations, with panel-wise damage maps, odometer and chassis checks and draft refurbishment items for evaluators to confirm.
Number Plate and Document Capture at Service Centres
Read number plates at the workshop gate, pull up the appointment and history from the DMS, and capture walk-around, dashboard and document photos into a pre-filled job card.
Spare Parts Catalogue Matching from Photos
Identify spare parts from customer or mechanic photos by reading part numbers, matching catalogue images and filtering by vehicle fitment, then confirm stock and price before quoting.
Agriculture & Agritech
Crop Disease Detection from Farmer Photos
Suggest likely diseases, pests and nutrient problems from farmer photos sent on WhatsApp or an app, reply in the farmer's language, and route uncertain or dose questions to an agronomist.
Produce Grading and Sorting
Grade fruit, vegetable and grain lots from camera images at collection centres and packhouses, with defect breakdowns and photo evidence that buyers, FPOs and farmers can all check.
Field Survey Photo Verification for Crop Insurance
Check geotagged field survey photos for crop insurance claims for location, timing, crop type, visible damage and reuse, so claim officers spend their time on cases that need judgement.
FAQs
01Do we need new cameras?
Often not. Many use cases work with existing CCTV or phone photos. If image quality limits accuracy, the pilot shows where a better camera position or lighting would help.
02Edge or cloud?
Both are possible. Sites with weak connectivity or strict privacy rules usually run on an edge device, with only alerts and samples sent to the cloud.
03Does this replace our safety or QC staff?
No. It flags events and defects so supervisors spend time on the cases that need them. Statutory safety systems stay in place.

Founded by Akhilesh Mittal. 8 years building a security platform for a New Zealand company. IIT ISM Dhanbad and IMT Ghaziabad. Builds production agentic AI.