Author

Ayman Quadir

Head of Product · LexData · 61 articles

Substation fence line at night on a thermal camera, two people at the fence and vehicles boxed, from a customer site camera

Computer vision · 7 min read

Five computer vision applications in production, on the cameras a site already owns

Detect, count, inspect, track and read are the five jobs a fixed camera can be given, and each is a different question with a different label behind it.

Ayman Quadir · Oct 4, 2026

Produce packhouse, apples on a sorting conveyor under bright lights, apple boxed, generated scene with detections from our model

Computer vision · 7 min read

Computer vision projects to build on the cameras you have

Five computer vision projects, for a plant, a utility, a grower, a store and a warehouse, each starting on an existing camera and ending in a decision.

Ayman Quadir · Oct 4, 2026

Crane lift over a fenced area from a pole camera, crane, load, hard hats and workers boxed, generated scene with detections from our model

Computer vision · 6 min read

An end-to-end object detection workflow starts with decisions, and the first frame is labeled last

Tag, box, mask or keypoints. A class list with occlusion and size rules. A metric and an acceptance sentence. Then, and only then, the first camera's frames.

Ayman Quadir · Oct 3, 2026

Lattice tower from a drone pass, insulator strings boxed and two corrosion spots flagged on the hardware, from a customer inspection run

Labeling · 7 min read

How to evaluate an image annotation partner before sending them a year of footage

Six questions for a labeling partner, from how accuracy is measured to who settles a disagreement, asked before the inspection footage leaves the building.

Ayman Quadir · Oct 3, 2026

Pole camera over an industrial yard at dusk, camera, fence and vehicle boxed, generated scene with detections from our model

Labeling · 6 min read

Image dataset search and filtering to find the frames a model never saw

The yard dataset has hundreds of daytime forklifts and almost none after dark. Filter by class and count, ask for frames like a dock at night, label the gap.

Ayman Quadir · Oct 3, 2026

Scaffold tower beside site containers with workers, ladders and plank decks boxed, from a customer site camera

Labeling · 7 min read

Representative training data for computer vision on a site camera

A PPE and fall model that scored well at the pilot site missed the crew at the second. The labeled set had one kind of worker in it. The site had every kind.

Ayman Quadir · Oct 3, 2026

Two workers under safety netting on a scaffold, hard hats boxed, from a customer site camera

Labeling · 7 min read

Hard hat datasets, helmet or head is the label that matters

Hard hat datasets usually label helmet and person. A rig site camera also needs head, the class that makes a no-helmet rule possible and most leave out.

Ayman Quadir · Oct 2, 2026

Robot cell behind a safety fence, generated scene with detections from our model

Operations · 6 min read

Role-based access control for computer vision labels and cameras

A contractor who labels one project, a reviewer who approves but cannot edit the class list, an admin who deploys, and why deny is the default for footage.

Ayman Quadir · Oct 2, 2026

Analog gauge on a plant pipe, generated scene with detections from our model

Operations · 6 min read

Ask the footage a question with a VLM, but let the trained model count

What does the gauge on the pump skid read, what does the label at the dock say. A question gets an answer with frames behind it. Counting all shift is a rule.

Ayman Quadir · Oct 2, 2026

Edge runner beside a recorder, generated scene with detections from our model, the box that serves the detector to the cameras

Operations · 7 min read

AGPL-3.0 licensing risk for computer vision teams serving a model

A camera streaming to a served detector is the network interaction the licence was written for. What a legal review will ask, and why to pick the weights first.

Ayman Quadir · Oct 1, 2026

Packaging line with cartons on the conveyor boxed, generated scene with detections from our model

Operations · 7 min read

Cloud vs owned GPU inference for computer vision, worked out per camera hour

A plant on three shifts and a retailer with cameras spread across stores get different answers from one sum, and footage leaving the building is a cost too.

Ayman Quadir · Oct 1, 2026

An assembly station with a housing, fasteners and a cable boxed, generated scene with detections from our model

Operations · 6 min read

Vision AI team structure, and who owns the model after launch

The pilot worked and the ML team moved on. The second year belongs to a builder, an operator who reviews and approves, and someone who makes site two a repeat.

Ayman Quadir · Oct 1, 2026

A pole-mounted transformer with its insulators boxed from the ground, from a customer inspection run

Operations · 6 min read

What end-to-end computer vision has to mean for a camera fleet

Four teams, four handoffs, and a correction that never reaches the next model. End to end is a test you can run, and most workflows fail it at the seam.

Ayman Quadir · Oct 1, 2026

Packing station with a crushed carton and its label boxed, generated scene with detections from our model

Operations · 6 min read

When to add an LLM to a vision pipeline and ask the footage a question

A detector boxes the crushed carton on the depot conveyor. Whether the label is still readable, and where the parcel goes now, is a question for the footage.

Ayman Quadir · Oct 1, 2026

Food processing line, portions on a blue conveyor, generated scene with detections from our model

Industries · 7 min read

Food service QA with a camera over the tray packing line

Every component on the tray gets a box, the missing one is flagged before the sealer, and the alert count is read against the line's own history.

Ayman Quadir · Sep 30, 2026

A camera on a pole over an industrial yard at dusk, generated scene with detections from our model

Operations · 6 min read

Evaluating a computer vision platform once the pilot ends

The feature spreadsheet cannot tell you which platform survives the second year. Walk the lifecycle instead, from import to a retrain that keeps the old frames.

Ayman Quadir · Sep 30, 2026

Parcel packing station from overhead, boxes and a label boxed, generated scene with detections from our model

Industries · 6 min read

Medical device kit verification when the kit list changes every month

Each configuration is a checklist of parts, the camera boxes what is present and names what is absent, and a revision is a labeled part, not a rebuilt cell.

Ayman Quadir · Sep 30, 2026

Bottling line, bottles queued under a fill head, generated scene with detections from our model

Industries · 6 min read

An assembly line capacity monitor from a camera and a count, with no code written

Bottles counted in each sampled frame, a count above the line's normal as the rule, and the line lead told before the backup reaches the filler.

Ayman Quadir · Sep 30, 2026

A shopper and two carts boxed on a store aisle, from a customer store camera

Industries · 12 min read

Entrance counting with computer vision from the camera already over the door

Entry counting and occupancy from the door camera, no turnstile. Where the line goes, where the camera belongs, and what a Saturday crowd does to the count.

Ayman Quadir · Sep 30, 2026

Checkout lane from a ceiling camera, items on the belt, generated scene with detections from our model

Industries · 6 min read

Product recognition AI at the till, checking the counter against the receipt

Items on the counter boxed and named by SKU, the set compared with the receipt, a mismatch sent to a person with the frame, and a new pack as what breaks it.

Ayman Quadir · Sep 30, 2026

Grocery shelf with three empty slots flagged, from a customer store camera

Industries · 6 min read

Computer vision for office supply retail, empty pegboard hooks and the camera already watching them

The security camera at the end of the pen aisle sees every hook. A box per hook with an empty class, a rule with a cooldown, and a second store as a new site.

Ayman Quadir · Sep 29, 2026

Packaging line, cartons with labels passing a scanner, generated scene with detections from our model

Industries · 7 min read

Discrete vs process manufacturing, and where the camera earns its keep in each

Upstream the plant cooks a batch nobody can count. Downstream it fills jars anyone can. The camera does a different job on each side of the changeover.

Ayman Quadir · Sep 29, 2026

Robot arm loading a CNC machine behind a safety fence, generated scene with detections from our model

Industries · 7 min read

The smart factory on the floor, where the camera closes the loop

PLCs, OPC UA and the MES know what the machines did. The camera is the sensor that says what the part looks like, and it needs recalibrating like the rest.

Ayman Quadir · Sep 29, 2026

Bottling line, bottles under a fill head with one missing its cap, generated scene with detections from our model

Industries · 6 min read

OEE, OOE and TEEP, and the quality factor a camera can supply

The three metrics divide by different clocks and share one quality factor, estimated from a tray pulled at 2 pm. A camera counts every reject as it happens.

Ayman Quadir · Sep 29, 2026

Food processing line with fillets on a blue conveyor, fillets and the rail boxed, generated scene with detections from our model

Labeling · 6 min read

Open source data annotation tools and where they stop

Open source data annotation tools give you boxes, polygons and an export. Two years of fillet line labels with no model on the line is where they stop.

Ayman Quadir · Sep 29, 2026

Stamping line, steel panels on a conveyor passing an inspection station, generated scene with detections from our model

Industries · 6 min read

Takt time vs cycle time, measured with the camera already over the station

Takt comes from demand and cycle time comes from the floor. A camera timing each unit through station 5 shows the gap per shift instead of once a quarter.

Ayman Quadir · Sep 29, 2026

Edge box beside a recorder in a plant control cabinet, generated scene with detections from our model

Operations · 7 min read

Build or buy the layer that keeps a vision model accurate

Two engineers and a pilot can build a detector in a month. The review queue, the versioning and the rollout are what they are still building a year on.

Ayman Quadir · Sep 28, 2026

Loading dock with a forklift carrying a pallet, trucks at the bays, generated scene with detections from our model

Operations · 7 min read

A model trained on your warehouse beats one trained on the internet

A general detector calls the forklift a truck and the pallet nothing at all. The held-out week from your own cameras is the only score that counts.

Ayman Quadir · Sep 28, 2026

Assembly station with a housing, fasteners and a cable loom laid out, the cable boxed, generated scene with detections from our model

Industries · 7 min read

What a manufacturing execution system records and what only a camera can confirm

The MES logs a pass at station 12 because the operator pressed the button. The camera over the fixture is what says the cable was connected.

Ayman Quadir · Sep 28, 2026

Utility solar farm from a drone survey, panels boxed along the front tables, from a customer survey run

Industries · 6 min read

Measuring a roof for solar from an aerial frame

Roof planes as polygons, a written rule for dormers, pixels to square metres through the ground sample distance, and the shadowed eaves sent back for review.

Ayman Quadir · Sep 28, 2026

Robot cell behind a safety fence from a wide plant camera, fence and robot arm boxed, generated scene with detections from our model

Operations · 6 min read

Three reasons a computer vision pilot never makes it from the lab to the floor

The cameras were fitted for security, the model was trained on someone else's parts, and drift arrived a month after launch unwatched. Each has a fix.

Ayman Quadir · Sep 27, 2026

Assembly station with a housing and wiring loom laid out, cable boxed, generated scene with detections from our model

Operations · 7 min read

A computer vision maturity framework for moving past the pilot, in five stages

Five plants, five pilots, no way to say which is further along. Five stages from a model on a bench to an operation nobody restarts, and what moves one up.

Ayman Quadir · Sep 27, 2026

Steel panels on a stamping line conveyor passing the inspection station, generated scene with detections from our model

Operations · 6 min read

A computer vision proof of concept that answers one question and then stops

A defect POC on stamped parts with one objective in numbers, frames from the real station, a defined endpoint, and the move to a pilot on the live line.

Ayman Quadir · Sep 27, 2026

Pole-mounted transformer from the ground, transformer and insulators boxed, from a customer inspection run

Operations · 7 min read

What to put in an RFP for a multi-site computer vision deployment

Twenty questions for a multi-site computer vision RFP: doubted frames, a new version on every camera, footage staying on site, what the second site costs.

Ayman Quadir · Sep 27, 2026

Camera on a pole over an industrial yard at dusk, generated scene with detections from our model

Operations · 6 min read

Scaling a computer vision operating model from one camera on one line to twenty across five plants

One metric, time from request to live inference, the pilot's threshold written down, and every new plant treated as a new site with its own labeled window.

Ayman Quadir · Sep 27, 2026

Stamping line inspection station, conveyor and press boxed, generated scene with detections from our model

Operations · 7 min read

Ten questions that tell you whether a vision AI pilot will ever leave the pilot line

A pilot with no owner, no definition of done and no path for the frames it gets wrong stays a pilot. Ten questions a plant committee can score in one sitting.

Ayman Quadir · Sep 27, 2026

Overhead pass along a desert distribution line, poles and insulators boxed, from a customer inspection run

Operations · 6 min read

Choosing a vision AI vendor, buying a capability or renting one forever

The first site is a project either way. The tell is whether the second is a statement of work or a window of frames, and whose people correct labels later.

Ayman Quadir · Sep 27, 2026

Assembly station with a housing, fasteners and a cable boxed, generated scene with detections from our model

Industries · 6 min read

Computer vision for assembly verification and error proofing

Computer vision for assembly verification and error proofing: a camera judges orientation and seating a sensor cannot, verdict kept with its frame.

Ayman Quadir · Sep 26, 2026

Assembly station with the tool, tray and wiring boxed, generated scene with detections from our model

Industries · 7 min read

What a station camera takes off the manufacturing operator's plate

Presence, orientation, fasteners and the label, checked by the camera on every part, so the operator keeps the judgment calls and the exceptions.

Ayman Quadir · Sep 26, 2026

Packaging line with cartons and their labels boxed on the way to the scanner, generated scene with detections from our model

Industries · 6 min read

FDA food label compliance with a camera over the labeling station

Box the nutrition panel and the allergen statement, read them, compare them with the spec, and hold the case on a mismatch before the sealer.

Ayman Quadir · Sep 26, 2026

Bottling line under the fill head, one bottle without its cap, generated scene with detections from our model

Industries · 7 min read

Traditional sensors vs AI cameras on the line, and why the camera answers the questions the eye cannot

The photoelectric eye at the capper counts every bottle and cannot see a crooked cap. The camera can, and its verdict reaches the PLC without a wire.

Ayman Quadir · Sep 26, 2026

A conveyor passing an inspection station, generated scene with detections from our model

Industries · 6 min read

Wood defect detection on the grading line, with a bounding box on every knot

Knots live or dead, checks kept apart from splits, resin pockets counted, and the board routed by a rule the mill can read. The grader keeps the borderline.

Ayman Quadir · Sep 26, 2026

Robotic weld cell with a metal part on the fixture, generated scene with detections from our model

Industries · 8 min read

Car body inspection in manufacturing, from weld to final

Car body inspection in manufacturing is welds in the body shop, runs in the paint shop and a missing clip at trim, each on its own cycle time and light.

Ayman Quadir · Sep 25, 2026

Loading dock with trucks at the bays and a forklift carrying a pallet, generated scene with detections from our model

Industries · 9 min read

Computer vision in the warehouse, dock door to sorter

Computer vision in the warehouse starts on the security cameras already over the dock, the sorter and the aisles. Packaging refreshes are what to plan for.

Ayman Quadir · Sep 25, 2026

Machining cell, a robot loading the CNC behind the fence, generated scene with detections from our model

Industries · 6 min read

Six Sigma with a camera on the line for the measure and analyze phases

Defect counts and cycle observations from the station camera instead of a sample, and a Control phase that treats a moving base rate as a finding.

Ayman Quadir · Sep 25, 2026

Bread shelf with an empty slot flagged and rack sections boxed, from a customer store camera

Industries · 7 min read

Retail planogram compliance checked from one shelf photo on the aisle camera

Right product, right facing, right price, from one frame of the cereal bay. Products and tags boxed, rows parsed, prices read, and a reset is a spec change.

Ayman Quadir · Sep 25, 2026

Shopper at a dairy case with carts boxed, from a customer store camera

Industries · 7 min read

Retail customer movement monitoring from the cameras already on the ceiling

People boxed and tracked, zones drawn as polygons, dwell and occupancy per zone, and the camera nudged during a Sunday reset as what moves every zone at once.

Ayman Quadir · Sep 24, 2026

Industries · 7 min read

Cycle time measured per part by the camera over the cell

One camera over a machining cell gives every housing its own clock, shows where it waited, and a nudged bracket is what quietly moves every zone.

Ayman Quadir · Sep 24, 2026

Bottling line, bottles queued under the fill head with one cap missing, generated scene with detections from our model

Industries · 7 min read

Visual inspection for end of line product conformity

Visual inspection for end of line product conformity finds the scuff after it cost the filler, the cap and the label. Where to catch each defect earlier.

Ayman Quadir · Sep 24, 2026

Robot loading cell behind a safety fence, generated scene with detections from our model

Industries · 7 min read

AI detection of syringe barrel defects at the mold outfeed

AI detection of syringe barrel defects boxes cracks, short shots, flash and black specks, with the frame held for the technician to check against the lot.

Ayman Quadir · Sep 24, 2026

Industries · 6 min read

Machine guarding with computer vision, and the steel guard it does not replace

A polygon over the point of operation, a person inside it as the rule, a warning the guard cannot give. A wiped lens moves the zone without anyone noticing.

Ayman Quadir · Sep 24, 2026

Food processing line, fillets on a blue conveyor, generated scene with detections from our model

Industries · 7 min read

Foreign material detection on a food processing line

Foreign material detection on a food processing line from one camera over the fillet conveyor, with the seal check and portion count from the same frames.

Ayman Quadir · Sep 24, 2026

Crane lift over a fenced site from a pole camera, generated scene with detections from our model

Industries · 8 min read

Computer vision cameras or worker video for site safety

Which is better for site safety, computer vision cameras or worker-captured video. A pole camera draws a zone round the excavator and sends the frame.

Ayman Quadir · Sep 23, 2026

Orchard rows and the drivable path between them, from a customer tractor camera

Industries · 7 min read

Computer vision in agriculture, from the sprayer boom to the packing line

Weeds against beet rows at dawn, lesions on a leaf, bruises on a packhouse belt, and labels that go stale as the season turns.

Ayman Quadir · Sep 23, 2026

Packaging line with labelled cartons boxed as they pass the scanner, generated scene with detections from our model

Industries · 6 min read

Computer vision applications on a factory floor, four jobs for the cameras already there

Defect detection, assembly verification, safety and inventory on one plant's cameras, with cosmetic against functional written into the labeling schema.

Ayman Quadir · Sep 23, 2026

Checkout lane from a ceiling camera with a person and the products on the belt boxed, no faces, generated scene with detections from our model

Industries · 6 min read

Retail queue analytics with the camera over the tills, measuring the wait rather than the crowd

Each shopper is tracked from joining the queue to reaching a till, the alert is minutes above target, and sun through the front windows breaks it first.

Ayman Quadir · Sep 23, 2026

Camera on a pole over an industrial yard at dusk, fence and vehicle boxed, generated scene with detections from our model

Industries · 6 min read

Security camera monitoring with computer vision, turning the camera wall from a recorder into a watcher

A model on the existing cameras turns entry, lingering, a bag left behind and a gate queue into alerts with the frame. Night and rain are what it learns second.

Ayman Quadir · Sep 23, 2026

Shelf-edge price labels and an empty facing, generated scene with detections from our model

Industries · 7 min read

Shelf price verification with the aisle cameras a store already has

Box every shelf label, read the price, compare it with the till, and alert with the frame attached. A promotion change is a spec change for the rule.

Ayman Quadir · Sep 23, 2026

Stamped panels passing an inspection station, generated scene with detections from our model

Industries · 6 min read

Why computer vision pilots fail on the factory floor

A pilot on one inspection station fails for reasons the model never sees: nobody validated it against the inspector, and operators had no way to say no.

Ayman Quadir · Sep 23, 2026

Pipe rack from above, rust boxed along the lines and two dents flagged, from a customer inspection run

Labeling · 7 min read

Bounding boxes, polygons or masks, pick the label by the question it has to answer

Is there a person at the fence, how much pipe is rusted, where does the field end. Three questions, three label types, and most projects need only the first.

Ayman Quadir · Jun 20, 2026

Pipeline across scrub, concrete cradles boxed and a rust mark flagged, from a customer drone survey

Product · 6 min read

Auto-labeling from a sentence, and why a person still checks every frame

Type what matters and Lexi drafts a box on every frame. The draft is strong on people and weak on your rust, and the corrections close the gap.

Ayman Quadir · Jun 6, 2026