Detect instances and analyze boxes, counts, crops, regions, or metadata. TRIGGER when: user asks to count/detect objects, report the number of defects, build a model that counts trucks, tally boxes/pallets on a conveyor, find workers lacking PPE, crop detections, extract an ROI, estimate box-relative size, or report…
Estimate CV annotation, training, deployment, and operations economics. TRIGGER when: user invokes $estimate-economics or /sentinel:estimate-economics, asks labeling/training cost, managed vs self-hosted, build-vs-buy, scale economics, deployment crossover, or selects managed-at-scale after a passing proof. SKIP when…
Extract structured text, numbers, labels, and codes from images and evaluate by character or field accuracy. TRIGGER when: user asks to read/scan a serial, part/date/lot number, label, license plate, meter, gauge, barcode, QR code, invoice, document, form field, or other image text. SKIP when: user asks to tally/count…
Build keypoint-based pose, gesture, action, ergonomics, posture, or fall analysis. TRIGGER when: user asks for body/hand pose, gestures, action recognition, skeletons, keypoints, joint angles, raised hands, bending, squats, falls, sign language, or posture compliance. SKIP when: user needs an exact body contour/mask…
Produce pixel-precise masks plus area, shape, perimeter, calibration, or physical measurements. TRIGGER when: user asks to segment/outline an object or defect; measure exact area, crack width, corrosion, lesion boundary, contours, millimeters, or calibrated dimensions; or quantify mask shape. SKIP when: user only…
Turn a plain-language CV goal into the correct measurable build route. TRIGGER when: user asks to detect/count vehicles, read serial numbers, track people through zones, use a factory camera to catch mistakes, solve a CV problem from sample images, test feasibility, or build an end-to-end vision capability without…
Track identity across video and produce paths, dwell, crossings, zones, or linked counts. TRIGGER when: user asks to follow a person/vehicle/object across frames, track shoppers/forklifts, count entries/line crossings, ask how many vehicles crossed an intersection, analyze video with identity, measure dwell/path…